{
  "publisher": "RentAgents",
  "date": "2026-09-02",
  "methodology": "A first-party taxonomy of 100 reusable business workflows grouped into 10 functions and 100 industries grouped into 10 sectors. It is a planning taxonomy, not a claim of market adoption or performance.",
  "workflow_count": 100,
  "industry_count": 100,
  "combinations": 10000,
  "workflows": [
    {
      "department": "Sales",
      "department_slug": "sales",
      "slug": "lead-research",
      "name": "Lead Research",
      "purpose": "research target organizations and contacts from approved sources",
      "output": "a sourced prospect brief",
      "metrics": "source coverage, reviewer acceptance and research time saved"
    },
    {
      "department": "Sales",
      "department_slug": "sales",
      "slug": "lead-qualification",
      "name": "Lead Qualification",
      "purpose": "organize qualification evidence against written criteria",
      "output": "a review-ready qualification summary",
      "metrics": "qualification consistency, review time and false-positive rate"
    },
    {
      "department": "Sales",
      "department_slug": "sales",
      "slug": "account-research",
      "name": "Account Research",
      "purpose": "assemble company, market and relationship context before outreach",
      "output": "an account research pack",
      "metrics": "brief completeness, source quality and preparation time"
    },
    {
      "department": "Sales",
      "department_slug": "sales",
      "slug": "prospect-list-enrichment",
      "name": "Prospect List Enrichment",
      "purpose": "standardize approved prospect records and fill permitted public-data gaps",
      "output": "an enriched prospect table",
      "metrics": "field completeness, duplicate rate and reviewer corrections"
    },
    {
      "department": "Sales",
      "department_slug": "sales",
      "slug": "sales-meeting-preparation",
      "name": "Sales Meeting Preparation",
      "purpose": "prepare agendas, account context and open questions",
      "output": "a meeting preparation brief",
      "metrics": "prep time, missing-context rate and seller adoption"
    },
    {
      "department": "Sales",
      "department_slug": "sales",
      "slug": "sales-follow-up-drafting",
      "name": "Sales Follow-up Drafting",
      "purpose": "turn approved meeting notes into reviewable follow-up drafts",
      "output": "a human-reviewed follow-up draft",
      "metrics": "draft acceptance, editing time and response workflow speed"
    },
    {
      "department": "Sales",
      "department_slug": "sales",
      "slug": "crm-hygiene",
      "name": "CRM Hygiene",
      "purpose": "identify incomplete, inconsistent or stale CRM fields for review",
      "output": "a CRM cleanup queue",
      "metrics": "record completeness, duplicate rate and correction throughput"
    },
    {
      "department": "Sales",
      "department_slug": "sales",
      "slug": "opportunity-risk-review",
      "name": "Opportunity Risk Review",
      "purpose": "surface missing evidence, stalled actions and unresolved deal questions",
      "output": "an opportunity risk checklist",
      "metrics": "stale-deal detection, action closure and forecast hygiene"
    },
    {
      "department": "Sales",
      "department_slug": "sales",
      "slug": "renewal-preparation",
      "name": "Renewal Preparation",
      "purpose": "collect account history, open issues and value evidence before renewal conversations",
      "output": "a renewal preparation pack",
      "metrics": "prep completeness, issue visibility and review time"
    },
    {
      "department": "Sales",
      "department_slug": "sales",
      "slug": "outbound-sequence-planning",
      "name": "Outbound Sequence Planning",
      "purpose": "prepare channel, timing and message-plan options under human approval",
      "output": "a proposed outreach sequence",
      "metrics": "review acceptance, personalization coverage and compliance checks"
    },
    {
      "department": "Marketing",
      "department_slug": "marketing",
      "slug": "keyword-research",
      "name": "Keyword Research",
      "purpose": "organize search themes, intent and evidence for content planning",
      "output": "a prioritized keyword research brief",
      "metrics": "coverage, relevance review and content-plan adoption"
    },
    {
      "department": "Marketing",
      "department_slug": "marketing",
      "slug": "content-briefing",
      "name": "Content Briefing",
      "purpose": "turn research and business goals into structured content briefs",
      "output": "a writer-ready content brief",
      "metrics": "brief acceptance, revision rate and preparation time"
    },
    {
      "department": "Marketing",
      "department_slug": "marketing",
      "slug": "content-quality-review",
      "name": "Content Quality Review",
      "purpose": "check drafts against factual, structural and brand criteria",
      "output": "a prioritized revision checklist",
      "metrics": "defect detection, revision time and reviewer agreement"
    },
    {
      "department": "Marketing",
      "department_slug": "marketing",
      "slug": "campaign-research",
      "name": "Campaign Research",
      "purpose": "assemble audience, competitor and channel evidence before campaign design",
      "output": "a campaign research pack",
      "metrics": "source coverage, insight acceptance and planning time"
    },
    {
      "department": "Marketing",
      "department_slug": "marketing",
      "slug": "competitor-monitoring",
      "name": "Competitor Monitoring",
      "purpose": "track public competitor changes and summarize material differences",
      "output": "a dated competitor-change digest",
      "metrics": "signal relevance, source freshness and analyst review time"
    },
    {
      "department": "Marketing",
      "department_slug": "marketing",
      "slug": "social-content-planning",
      "name": "Social Content Planning",
      "purpose": "turn approved themes into a reviewable publication plan",
      "output": "a social content calendar draft",
      "metrics": "calendar acceptance, preparation time and reuse of approved assets"
    },
    {
      "department": "Marketing",
      "department_slug": "marketing",
      "slug": "email-campaign-preparation",
      "name": "Email Campaign Preparation",
      "purpose": "prepare segments, subject options and draft copy for review",
      "output": "a campaign draft pack",
      "metrics": "review time, QA defect rate and approved-asset reuse"
    },
    {
      "department": "Marketing",
      "department_slug": "marketing",
      "slug": "landing-page-quality-assurance",
      "name": "Landing Page Quality Assurance",
      "purpose": "check landing pages for broken elements, message consistency and conversion friction",
      "output": "a landing-page QA report",
      "metrics": "defects found, fix closure and QA cycle time"
    },
    {
      "department": "Marketing",
      "department_slug": "marketing",
      "slug": "brand-mention-monitoring",
      "name": "Brand Mention Monitoring",
      "purpose": "collect public brand mentions and classify material issues or opportunities",
      "output": "a brand mention digest",
      "metrics": "relevant-signal rate, escalation speed and source coverage"
    },
    {
      "department": "Marketing",
      "department_slug": "marketing",
      "slug": "marketing-reporting",
      "name": "Marketing Reporting",
      "purpose": "assemble approved channel metrics into a consistent narrative",
      "output": "a marketing performance summary",
      "metrics": "report preparation time, data reconciliation and reviewer corrections"
    },
    {
      "department": "Customer Service",
      "department_slug": "customer-service",
      "slug": "ticket-triage",
      "name": "Ticket Triage",
      "purpose": "classify incoming service requests using written routing rules",
      "output": "a prioritized support queue",
      "metrics": "routing accuracy, first-touch time and reassignment rate"
    },
    {
      "department": "Customer Service",
      "department_slug": "customer-service",
      "slug": "knowledge-retrieval",
      "name": "Knowledge Retrieval",
      "purpose": "find approved knowledge-base material relevant to a customer question",
      "output": "a cited answer pack",
      "metrics": "retrieval precision, citation coverage and reviewer acceptance"
    },
    {
      "department": "Customer Service",
      "department_slug": "customer-service",
      "slug": "support-reply-drafting",
      "name": "Support Reply Drafting",
      "purpose": "prepare responses from approved information while keeping sending under policy controls",
      "output": "a reviewable reply draft",
      "metrics": "draft acceptance, editing time and policy exceptions"
    },
    {
      "department": "Customer Service",
      "department_slug": "customer-service",
      "slug": "escalation-detection",
      "name": "Escalation Detection",
      "purpose": "flag requests that match severity, safety, legal or account-risk criteria",
      "output": "an escalation queue with reasons",
      "metrics": "recall on known escalation cases, review precision and handling time"
    },
    {
      "department": "Customer Service",
      "department_slug": "customer-service",
      "slug": "refund-case-preparation",
      "name": "Refund Case Preparation",
      "purpose": "collect order, policy and interaction facts without making the final refund decision",
      "output": "a refund review packet",
      "metrics": "case completeness, reviewer time and missing-evidence rate"
    },
    {
      "department": "Customer Service",
      "department_slug": "customer-service",
      "slug": "complaint-analysis",
      "name": "Complaint Analysis",
      "purpose": "cluster complaint themes and extract recurring service failures",
      "output": "a complaint trend report",
      "metrics": "theme stability, actionable issue count and analysis time"
    },
    {
      "department": "Customer Service",
      "department_slug": "customer-service",
      "slug": "support-quality-assurance",
      "name": "Support Quality Assurance",
      "purpose": "review support interactions against a defined QA rubric",
      "output": "a QA scorecard and coaching queue",
      "metrics": "rubric agreement, defect detection and coaching closure"
    },
    {
      "department": "Customer Service",
      "department_slug": "customer-service",
      "slug": "sla-monitoring",
      "name": "SLA Monitoring",
      "purpose": "track queue age and identify requests nearing service targets",
      "output": "an SLA risk queue",
      "metrics": "late-case reduction, alert precision and response prioritization"
    },
    {
      "department": "Customer Service",
      "department_slug": "customer-service",
      "slug": "multilingual-support-preparation",
      "name": "Multilingual Support Preparation",
      "purpose": "prepare translated or localized support drafts for human review",
      "output": "a localized support draft",
      "metrics": "review acceptance, terminology consistency and turnaround time"
    },
    {
      "department": "Customer Service",
      "department_slug": "customer-service",
      "slug": "customer-feedback-synthesis",
      "name": "Customer Feedback Synthesis",
      "purpose": "summarize survey, ticket and review themes into evidence-backed findings",
      "output": "a customer feedback digest",
      "metrics": "source coverage, theme usefulness and analyst time saved"
    },
    {
      "department": "Recruitment and HR",
      "department_slug": "recruitment-hr",
      "slug": "job-description-preparation",
      "name": "Job Description Preparation",
      "purpose": "structure role requirements and approved employer information into a draft",
      "output": "a review-ready job description",
      "metrics": "editing time, requirement coverage and hiring-manager acceptance"
    },
    {
      "department": "Recruitment and HR",
      "department_slug": "recruitment-hr",
      "slug": "candidate-sourcing-research",
      "name": "Candidate Sourcing Research",
      "purpose": "research potential candidate pools from permitted sources",
      "output": "a sourced candidate research list",
      "metrics": "source quality, criteria match and recruiter review time"
    },
    {
      "department": "Recruitment and HR",
      "department_slug": "recruitment-hr",
      "slug": "cv-screening-support",
      "name": "CV Screening Support",
      "purpose": "organize resume evidence against job-related criteria without replacing human hiring judgment",
      "output": "a structured screening summary",
      "metrics": "evidence coverage, reviewer agreement and screening time"
    },
    {
      "department": "Recruitment and HR",
      "department_slug": "recruitment-hr",
      "slug": "candidate-matching",
      "name": "Candidate Matching",
      "purpose": "compare documented candidate evidence with role requirements",
      "output": "a ranked review queue with evidence",
      "metrics": "match explanation quality, recruiter corrections and review throughput"
    },
    {
      "department": "Recruitment and HR",
      "department_slug": "recruitment-hr",
      "slug": "interview-scheduling",
      "name": "Interview Scheduling",
      "purpose": "coordinate proposed interview times from approved calendars and rules",
      "output": "a scheduling plan",
      "metrics": "time-to-schedule, reschedule rate and manual touches"
    },
    {
      "department": "Recruitment and HR",
      "department_slug": "recruitment-hr",
      "slug": "interview-question-preparation",
      "name": "Interview Question Preparation",
      "purpose": "prepare job-related interview questions from approved competencies",
      "output": "an interview question pack",
      "metrics": "competency coverage, interviewer acceptance and preparation time"
    },
    {
      "department": "Recruitment and HR",
      "department_slug": "recruitment-hr",
      "slug": "candidate-communication-drafting",
      "name": "Candidate Communication Drafting",
      "purpose": "prepare candidate messages for recruiter approval",
      "output": "a reviewable candidate message",
      "metrics": "editing time, template consistency and approval rate"
    },
    {
      "department": "Recruitment and HR",
      "department_slug": "recruitment-hr",
      "slug": "employee-onboarding-checklist",
      "name": "Employee Onboarding Checklist",
      "purpose": "assemble role-specific onboarding tasks and owners",
      "output": "an onboarding action plan",
      "metrics": "task completion, missing-step rate and coordinator time"
    },
    {
      "department": "Recruitment and HR",
      "department_slug": "recruitment-hr",
      "slug": "employee-faq-assistance",
      "name": "Employee FAQ Assistance",
      "purpose": "retrieve approved HR policy information and draft answers for review",
      "output": "a policy-cited response draft",
      "metrics": "citation accuracy, escalation rate and response time"
    },
    {
      "department": "Recruitment and HR",
      "department_slug": "recruitment-hr",
      "slug": "workforce-planning-research",
      "name": "Workforce Planning Research",
      "purpose": "organize staffing, skills and workload evidence for management review",
      "output": "a workforce planning brief",
      "metrics": "data completeness, scenario review time and decision readiness"
    },
    {
      "department": "Operations and Projects",
      "department_slug": "operations-projects",
      "slug": "meeting-summary",
      "name": "Meeting Summary",
      "purpose": "convert approved meeting transcripts or notes into decisions, actions and open questions",
      "output": "a structured meeting record",
      "metrics": "action capture, correction rate and publication time"
    },
    {
      "department": "Operations and Projects",
      "department_slug": "operations-projects",
      "slug": "action-tracking",
      "name": "Action Tracking",
      "purpose": "maintain action owners, due dates and blockers from approved project sources",
      "output": "an action follow-up queue",
      "metrics": "overdue reduction, owner coverage and update time"
    },
    {
      "department": "Operations and Projects",
      "department_slug": "operations-projects",
      "slug": "project-status-reporting",
      "name": "Project Status Reporting",
      "purpose": "assemble milestone, risk and action data into a consistent status update",
      "output": "a project status report",
      "metrics": "report cycle time, data completeness and reviewer corrections"
    },
    {
      "department": "Operations and Projects",
      "department_slug": "operations-projects",
      "slug": "risk-register-maintenance",
      "name": "Risk Register Maintenance",
      "purpose": "identify and normalize project risks from approved records",
      "output": "an updated risk review queue",
      "metrics": "risk coverage, duplicate reduction and mitigation follow-up"
    },
    {
      "department": "Operations and Projects",
      "department_slug": "operations-projects",
      "slug": "sop-drafting",
      "name": "SOP Drafting",
      "purpose": "turn documented processes into structured standard operating procedure drafts",
      "output": "a review-ready SOP",
      "metrics": "procedure coverage, reviewer edits and documentation time"
    },
    {
      "department": "Operations and Projects",
      "department_slug": "operations-projects",
      "slug": "process-mapping",
      "name": "Process Mapping",
      "purpose": "organize process steps, handoffs, inputs and exceptions",
      "output": "a process map specification",
      "metrics": "handoff clarity, exception coverage and analysis time"
    },
    {
      "department": "Operations and Projects",
      "department_slug": "operations-projects",
      "slug": "vendor-coordination",
      "name": "Vendor Coordination",
      "purpose": "prepare status requests, issue summaries and next-step drafts for vendor managers",
      "output": "a vendor coordination pack",
      "metrics": "issue closure, response prep time and owner visibility"
    },
    {
      "department": "Operations and Projects",
      "department_slug": "operations-projects",
      "slug": "business-scheduling",
      "name": "Business Scheduling",
      "purpose": "propose schedules from approved constraints and calendars",
      "output": "a reviewable schedule",
      "metrics": "conflict rate, manual touches and planning time"
    },
    {
      "department": "Operations and Projects",
      "department_slug": "operations-projects",
      "slug": "incident-intake",
      "name": "Incident Intake",
      "purpose": "structure incident facts, impact, timestamps and ownership before investigation",
      "output": "an incident intake record",
      "metrics": "field completeness, triage time and reassignment rate"
    },
    {
      "department": "Operations and Projects",
      "department_slug": "operations-projects",
      "slug": "handover-preparation",
      "name": "Handover Preparation",
      "purpose": "compile current status, dependencies, risks and next actions for a role or project handover",
      "output": "a handover pack",
      "metrics": "missing-context rate, reviewer acceptance and handover time"
    },
    {
      "department": "Finance and Administration",
      "department_slug": "finance-administration",
      "slug": "invoice-data-extraction",
      "name": "Invoice Data Extraction",
      "purpose": "extract defined invoice fields for validation",
      "output": "a structured invoice record",
      "metrics": "field accuracy, exception rate and processing time"
    },
    {
      "department": "Finance and Administration",
      "department_slug": "finance-administration",
      "slug": "invoice-matching",
      "name": "Invoice Matching",
      "purpose": "compare invoice, purchase-order and receipt fields and flag mismatches",
      "output": "an exception-focused matching report",
      "metrics": "match rate, false exceptions and review time"
    },
    {
      "department": "Finance and Administration",
      "department_slug": "finance-administration",
      "slug": "expense-review-preparation",
      "name": "Expense Review Preparation",
      "purpose": "organize expense evidence against written policy rules without approving payment",
      "output": "an expense review queue",
      "metrics": "missing-receipt detection, reviewer time and policy exception rate"
    },
    {
      "department": "Finance and Administration",
      "department_slug": "finance-administration",
      "slug": "accounts-receivable-follow-up",
      "name": "Accounts Receivable Follow-up",
      "purpose": "prepare factual payment-status follow-up drafts from approved records",
      "output": "a reviewable follow-up draft",
      "metrics": "draft time, account-data accuracy and escalation handling"
    },
    {
      "department": "Finance and Administration",
      "department_slug": "finance-administration",
      "slug": "budget-variance-analysis",
      "name": "Budget Variance Analysis",
      "purpose": "calculate and explain documented budget-versus-actual differences for review",
      "output": "a variance analysis pack",
      "metrics": "reconciliation rate, explanation coverage and analyst time"
    },
    {
      "department": "Finance and Administration",
      "department_slug": "finance-administration",
      "slug": "cash-flow-reporting-preparation",
      "name": "Cash Flow Reporting Preparation",
      "purpose": "assemble approved cash movement data into a management reporting draft",
      "output": "a cash-flow reporting pack",
      "metrics": "data reconciliation, preparation time and reviewer corrections"
    },
    {
      "department": "Finance and Administration",
      "department_slug": "finance-administration",
      "slug": "purchase-order-review",
      "name": "Purchase Order Review",
      "purpose": "check purchase-order fields against approved requirements and flag exceptions",
      "output": "a PO exception report",
      "metrics": "field completeness, exception precision and review cycle time"
    },
    {
      "department": "Finance and Administration",
      "department_slug": "finance-administration",
      "slug": "contract-renewal-tracking",
      "name": "Contract Renewal Tracking",
      "purpose": "track documented renewal dates, owners and required review actions",
      "output": "a renewal calendar and action queue",
      "metrics": "missed-renewal reduction, owner coverage and lead time"
    },
    {
      "department": "Finance and Administration",
      "department_slug": "finance-administration",
      "slug": "document-classification",
      "name": "Document Classification",
      "purpose": "classify business documents into approved categories and routing paths",
      "output": "a categorized document queue",
      "metrics": "classification agreement, exception rate and handling time"
    },
    {
      "department": "Finance and Administration",
      "department_slug": "finance-administration",
      "slug": "data-entry-validation",
      "name": "Data Entry Validation",
      "purpose": "check entered records for missing, inconsistent or out-of-range values",
      "output": "a correction queue",
      "metrics": "error detection, false-positive rate and correction throughput"
    },
    {
      "department": "IT and Security",
      "department_slug": "it-security",
      "slug": "helpdesk-triage",
      "name": "Helpdesk Triage",
      "purpose": "classify IT requests and route them to approved queues",
      "output": "a prioritized helpdesk queue",
      "metrics": "routing agreement, first-touch time and reassignment rate"
    },
    {
      "department": "IT and Security",
      "department_slug": "it-security",
      "slug": "runbook-retrieval",
      "name": "Runbook Retrieval",
      "purpose": "find approved operational procedures relevant to an incident or request",
      "output": "a cited runbook pack",
      "metrics": "retrieval precision, citation coverage and technician acceptance"
    },
    {
      "department": "IT and Security",
      "department_slug": "it-security",
      "slug": "asset-inventory-reconciliation",
      "name": "Asset Inventory Reconciliation",
      "purpose": "compare approved asset records and flag inconsistencies",
      "output": "an asset reconciliation report",
      "metrics": "record match rate, unresolved exceptions and analyst time"
    },
    {
      "department": "IT and Security",
      "department_slug": "it-security",
      "slug": "access-request-preparation",
      "name": "Access Request Preparation",
      "purpose": "collect required access-request context without granting access",
      "output": "a complete approval packet",
      "metrics": "missing-field rate, approval cycle time and policy coverage"
    },
    {
      "department": "IT and Security",
      "department_slug": "it-security",
      "slug": "change-request-analysis",
      "name": "Change Request Analysis",
      "purpose": "organize scope, dependency, test and rollback information before human approval",
      "output": "a change review pack",
      "metrics": "review completeness, missing-risk detection and preparation time"
    },
    {
      "department": "IT and Security",
      "department_slug": "it-security",
      "slug": "incident-summary",
      "name": "Incident Summary",
      "purpose": "assemble incident timeline, impact and response evidence",
      "output": "an incident summary draft",
      "metrics": "timeline completeness, correction rate and reporting time"
    },
    {
      "department": "IT and Security",
      "department_slug": "it-security",
      "slug": "vulnerability-remediation-planning",
      "name": "Vulnerability Remediation Planning",
      "purpose": "prioritize documented findings against approved severity and asset context",
      "output": "a remediation review queue",
      "metrics": "coverage, prioritization agreement and closure tracking"
    },
    {
      "department": "IT and Security",
      "department_slug": "it-security",
      "slug": "log-review-triage",
      "name": "Log Review Triage",
      "purpose": "group approved log events and flag patterns for analyst review",
      "output": "a triaged event queue",
      "metrics": "signal precision, analyst time and escalation accuracy"
    },
    {
      "department": "IT and Security",
      "department_slug": "it-security",
      "slug": "software-license-review",
      "name": "Software License Review",
      "purpose": "reconcile approved license, user and renewal records",
      "output": "a license optimization review pack",
      "metrics": "unused-license detection, reconciliation rate and renewal visibility"
    },
    {
      "department": "IT and Security",
      "department_slug": "it-security",
      "slug": "technical-documentation",
      "name": "Technical Documentation",
      "purpose": "turn approved system facts and procedures into structured documentation drafts",
      "output": "a review-ready technical document",
      "metrics": "documentation coverage, reviewer edits and update time"
    },
    {
      "department": "Data and Research",
      "department_slug": "data-research",
      "slug": "web-research",
      "name": "Web Research",
      "purpose": "collect public-source evidence around a defined business question",
      "output": "a cited research brief",
      "metrics": "source quality, citation coverage and research time"
    },
    {
      "department": "Data and Research",
      "department_slug": "data-research",
      "slug": "market-research",
      "name": "Market Research",
      "purpose": "organize market participants, trends and evidence for business review",
      "output": "a market research pack",
      "metrics": "source breadth, insight acceptance and analyst time"
    },
    {
      "department": "Data and Research",
      "department_slug": "data-research",
      "slug": "file-analysis",
      "name": "File Analysis",
      "purpose": "extract and compare facts from customer-provided documents",
      "output": "a file analysis report",
      "metrics": "extraction accuracy, evidence traceability and review time"
    },
    {
      "department": "Data and Research",
      "department_slug": "data-research",
      "slug": "spreadsheet-quality-assurance",
      "name": "Spreadsheet Quality Assurance",
      "purpose": "check spreadsheets for structural anomalies, missing values and inconsistent formulas",
      "output": "a spreadsheet QA report",
      "metrics": "defect detection, false positives and correction time"
    },
    {
      "department": "Data and Research",
      "department_slug": "data-research",
      "slug": "data-cleaning-preparation",
      "name": "Data Cleaning Preparation",
      "purpose": "identify duplicate, malformed and incomplete records before controlled correction",
      "output": "a data-cleaning queue",
      "metrics": "duplicate detection, completeness improvement and reviewer corrections"
    },
    {
      "department": "Data and Research",
      "department_slug": "data-research",
      "slug": "survey-analysis",
      "name": "Survey Analysis",
      "purpose": "summarize response patterns and open-text themes",
      "output": "a survey insight report",
      "metrics": "theme stability, response coverage and analysis time"
    },
    {
      "department": "Data and Research",
      "department_slug": "data-research",
      "slug": "competitor-dataset-building",
      "name": "Competitor Dataset Building",
      "purpose": "assemble structured public competitor facts with source references",
      "output": "a sourced competitor dataset",
      "metrics": "field coverage, freshness and source traceability"
    },
    {
      "department": "Data and Research",
      "department_slug": "data-research",
      "slug": "pricing-research",
      "name": "Pricing Research",
      "purpose": "collect public pricing evidence and normalize comparable units",
      "output": "a pricing research table",
      "metrics": "source freshness, comparability and analyst review time"
    },
    {
      "department": "Data and Research",
      "department_slug": "data-research",
      "slug": "trend-monitoring",
      "name": "Trend Monitoring",
      "purpose": "track defined public signals and summarize material changes",
      "output": "a trend-change digest",
      "metrics": "relevant-signal rate, freshness and review time"
    },
    {
      "department": "Data and Research",
      "department_slug": "data-research",
      "slug": "executive-research-brief",
      "name": "Executive Research Brief",
      "purpose": "condense a defined research question into evidence, implications and open issues",
      "output": "an executive research brief",
      "metrics": "decision relevance, citation coverage and preparation time"
    },
    {
      "department": "Procurement and Compliance",
      "department_slug": "procurement-compliance",
      "slug": "vendor-research",
      "name": "Vendor Research",
      "purpose": "collect public and customer-approved vendor evidence",
      "output": "a sourced vendor research brief",
      "metrics": "coverage, source quality and procurement review time"
    },
    {
      "department": "Procurement and Compliance",
      "department_slug": "procurement-compliance",
      "slug": "vendor-comparison",
      "name": "Vendor Comparison",
      "purpose": "normalize documented vendor capabilities against a written scorecard",
      "output": "a comparison matrix",
      "metrics": "criteria coverage, evidence traceability and reviewer agreement"
    },
    {
      "department": "Procurement and Compliance",
      "department_slug": "procurement-compliance",
      "slug": "rfp-response-analysis",
      "name": "RFP Response Analysis",
      "purpose": "extract vendor responses into approved evaluation criteria",
      "output": "an RFP evaluation worksheet",
      "metrics": "field coverage, comparison time and reviewer corrections"
    },
    {
      "department": "Procurement and Compliance",
      "department_slug": "procurement-compliance",
      "slug": "procurement-intake",
      "name": "Procurement Intake",
      "purpose": "structure purchase requests, requirements and approval context",
      "output": "a procurement intake packet",
      "metrics": "missing-field rate, routing time and approval readiness"
    },
    {
      "department": "Procurement and Compliance",
      "department_slug": "procurement-compliance",
      "slug": "policy-compliance-check",
      "name": "Policy Compliance Check",
      "purpose": "compare documents or requests with written internal rules and flag items for human review",
      "output": "a policy exception checklist",
      "metrics": "rule coverage, false-positive rate and reviewer agreement"
    },
    {
      "department": "Procurement and Compliance",
      "department_slug": "procurement-compliance",
      "slug": "audit-evidence-organization",
      "name": "Audit Evidence Organization",
      "purpose": "index approved evidence against a defined audit request list",
      "output": "an evidence map",
      "metrics": "request coverage, traceability and preparation time"
    },
    {
      "department": "Procurement and Compliance",
      "department_slug": "procurement-compliance",
      "slug": "due-diligence-research",
      "name": "Due Diligence Research",
      "purpose": "organize permitted public and customer-provided facts for specialist review",
      "output": "a sourced due-diligence pack",
      "metrics": "source coverage, unresolved-question rate and review time"
    },
    {
      "department": "Procurement and Compliance",
      "department_slug": "procurement-compliance",
      "slug": "regulatory-change-monitoring",
      "name": "Regulatory Change Monitoring",
      "purpose": "track official or approved sources for changes requiring specialist assessment",
      "output": "a change-monitoring digest",
      "metrics": "source freshness, relevant-signal rate and escalation speed"
    },
    {
      "department": "Procurement and Compliance",
      "department_slug": "procurement-compliance",
      "slug": "contract-clause-extraction",
      "name": "Contract Clause Extraction",
      "purpose": "extract defined clauses and dates without providing legal interpretation",
      "output": "a clause and obligation index",
      "metrics": "extraction accuracy, traceability and legal-review time"
    },
    {
      "department": "Procurement and Compliance",
      "department_slug": "procurement-compliance",
      "slug": "quality-assurance-checklist",
      "name": "Quality Assurance Checklist",
      "purpose": "check work products against an approved quality rubric",
      "output": "a QA exception report",
      "metrics": "defect detection, rubric agreement and correction closure"
    },
    {
      "department": "Executive and Customer Success",
      "department_slug": "executive-customer-success",
      "slug": "executive-briefing",
      "name": "Executive Briefing",
      "purpose": "assemble approved operational facts into a concise leadership brief",
      "output": "an executive briefing pack",
      "metrics": "decision relevance, preparation time and correction rate"
    },
    {
      "department": "Executive and Customer Success",
      "department_slug": "executive-customer-success",
      "slug": "board-pack-preparation",
      "name": "Board Pack Preparation",
      "purpose": "organize approved KPIs, decisions, risks and source materials",
      "output": "a board-pack draft",
      "metrics": "data completeness, revision rate and preparation time"
    },
    {
      "department": "Executive and Customer Success",
      "department_slug": "executive-customer-success",
      "slug": "kpi-narrative",
      "name": "KPI Narrative",
      "purpose": "turn reconciled metrics into a factual performance narrative",
      "output": "a KPI commentary draft",
      "metrics": "metric traceability, reviewer edits and reporting time"
    },
    {
      "department": "Executive and Customer Success",
      "department_slug": "executive-customer-success",
      "slug": "customer-onboarding",
      "name": "Customer Onboarding",
      "purpose": "coordinate approved onboarding steps, owners and customer communications",
      "output": "an onboarding action plan",
      "metrics": "time-to-value, missing-step rate and manual touches"
    },
    {
      "department": "Executive and Customer Success",
      "department_slug": "executive-customer-success",
      "slug": "account-health-review",
      "name": "Account Health Review",
      "purpose": "assemble usage, support and relationship signals for account-manager judgment",
      "output": "an account health brief",
      "metrics": "signal coverage, reviewer agreement and prep time"
    },
    {
      "department": "Executive and Customer Success",
      "department_slug": "executive-customer-success",
      "slug": "quarterly-business-review-preparation",
      "name": "Quarterly Business Review Preparation",
      "purpose": "organize results, open issues and next-step evidence for a QBR",
      "output": "a QBR preparation pack",
      "metrics": "prep time, data completeness and stakeholder acceptance"
    },
    {
      "department": "Executive and Customer Success",
      "department_slug": "executive-customer-success",
      "slug": "churn-risk-research",
      "name": "Churn Risk Research",
      "purpose": "surface documented risk signals for customer-success review",
      "output": "a churn-risk review queue",
      "metrics": "signal precision, action follow-up and review time"
    },
    {
      "department": "Executive and Customer Success",
      "department_slug": "executive-customer-success",
      "slug": "customer-success-follow-up",
      "name": "Customer Success Follow-up",
      "purpose": "prepare factual follow-up drafts from approved account notes",
      "output": "a reviewable customer-success message",
      "metrics": "draft acceptance, editing time and action closure"
    },
    {
      "department": "Executive and Customer Success",
      "department_slug": "executive-customer-success",
      "slug": "partnership-research",
      "name": "Partnership Research",
      "purpose": "research potential partners and document strategic fit evidence",
      "output": "a partnership research brief",
      "metrics": "source coverage, fit-review acceptance and research time"
    },
    {
      "department": "Executive and Customer Success",
      "department_slug": "executive-customer-success",
      "slug": "strategic-planning-research",
      "name": "Strategic Planning Research",
      "purpose": "assemble market, operating and competitor evidence for leadership workshops",
      "output": "a strategic planning evidence pack",
      "metrics": "evidence breadth, decision usefulness and analyst time"
    }
  ],
  "industries": [
    {
      "sector": "Professional Services",
      "slug": "accounting-firms",
      "name": "Accounting Firms",
      "context": "client-delivery businesses where confidential files, time tracking, proposals and specialist review are central",
      "guardrail": "Keep client confidentiality, professional judgment and external commitments under named human owners."
    },
    {
      "sector": "Professional Services",
      "slug": "law-firms",
      "name": "Law Firms",
      "context": "client-delivery businesses where confidential files, time tracking, proposals and specialist review are central",
      "guardrail": "Keep client confidentiality, professional judgment and external commitments under named human owners."
    },
    {
      "sector": "Professional Services",
      "slug": "management-consulting",
      "name": "Management Consulting",
      "context": "client-delivery businesses where confidential files, time tracking, proposals and specialist review are central",
      "guardrail": "Keep client confidentiality, professional judgment and external commitments under named human owners."
    },
    {
      "sector": "Professional Services",
      "slug": "marketing-agencies",
      "name": "Marketing Agencies",
      "context": "client-delivery businesses where confidential files, time tracking, proposals and specialist review are central",
      "guardrail": "Keep client confidentiality, professional judgment and external commitments under named human owners."
    },
    {
      "sector": "Professional Services",
      "slug": "recruitment-agencies",
      "name": "Recruitment Agencies",
      "context": "client-delivery businesses where confidential files, time tracking, proposals and specialist review are central",
      "guardrail": "Keep client confidentiality, professional judgment and external commitments under named human owners."
    },
    {
      "sector": "Professional Services",
      "slug": "architecture-firms",
      "name": "Architecture Firms",
      "context": "client-delivery businesses where confidential files, time tracking, proposals and specialist review are central",
      "guardrail": "Keep client confidentiality, professional judgment and external commitments under named human owners."
    },
    {
      "sector": "Professional Services",
      "slug": "engineering-consultancies",
      "name": "Engineering Consultancies",
      "context": "client-delivery businesses where confidential files, time tracking, proposals and specialist review are central",
      "guardrail": "Keep client confidentiality, professional judgment and external commitments under named human owners."
    },
    {
      "sector": "Professional Services",
      "slug": "translation-services",
      "name": "Translation Services",
      "context": "client-delivery businesses where confidential files, time tracking, proposals and specialist review are central",
      "guardrail": "Keep client confidentiality, professional judgment and external commitments under named human owners."
    },
    {
      "sector": "Professional Services",
      "slug": "design-studios",
      "name": "Design Studios",
      "context": "client-delivery businesses where confidential files, time tracking, proposals and specialist review are central",
      "guardrail": "Keep client confidentiality, professional judgment and external commitments under named human owners."
    },
    {
      "sector": "Professional Services",
      "slug": "business-process-outsourcing",
      "name": "Business Process Outsourcing",
      "context": "client-delivery businesses where confidential files, time tracking, proposals and specialist review are central",
      "guardrail": "Keep client confidentiality, professional judgment and external commitments under named human owners."
    },
    {
      "sector": "Technology",
      "slug": "saas-companies",
      "name": "SaaS Companies",
      "context": "digital product and service teams balancing fast iteration with security, customer support and technical change control",
      "guardrail": "Use least-privilege access, protect credentials and keep production changes behind established engineering controls."
    },
    {
      "sector": "Technology",
      "slug": "software-development-companies",
      "name": "Software Development Companies",
      "context": "digital product and service teams balancing fast iteration with security, customer support and technical change control",
      "guardrail": "Use least-privilege access, protect credentials and keep production changes behind established engineering controls."
    },
    {
      "sector": "Technology",
      "slug": "cybersecurity-companies",
      "name": "Cybersecurity Companies",
      "context": "digital product and service teams balancing fast iteration with security, customer support and technical change control",
      "guardrail": "Use least-privilege access, protect credentials and keep production changes behind established engineering controls."
    },
    {
      "sector": "Technology",
      "slug": "it-managed-service-providers",
      "name": "IT Managed Service Providers",
      "context": "digital product and service teams balancing fast iteration with security, customer support and technical change control",
      "guardrail": "Use least-privilege access, protect credentials and keep production changes behind established engineering controls."
    },
    {
      "sector": "Technology",
      "slug": "cloud-service-providers",
      "name": "Cloud Service Providers",
      "context": "digital product and service teams balancing fast iteration with security, customer support and technical change control",
      "guardrail": "Use least-privilege access, protect credentials and keep production changes behind established engineering controls."
    },
    {
      "sector": "Technology",
      "slug": "data-analytics-companies",
      "name": "Data Analytics Companies",
      "context": "digital product and service teams balancing fast iteration with security, customer support and technical change control",
      "guardrail": "Use least-privilege access, protect credentials and keep production changes behind established engineering controls."
    },
    {
      "sector": "Technology",
      "slug": "ai-companies",
      "name": "AI Companies",
      "context": "digital product and service teams balancing fast iteration with security, customer support and technical change control",
      "guardrail": "Use least-privilege access, protect credentials and keep production changes behind established engineering controls."
    },
    {
      "sector": "Technology",
      "slug": "telecommunications-companies",
      "name": "Telecommunications Companies",
      "context": "digital product and service teams balancing fast iteration with security, customer support and technical change control",
      "guardrail": "Use least-privilege access, protect credentials and keep production changes behind established engineering controls."
    },
    {
      "sector": "Technology",
      "slug": "fintech-companies",
      "name": "Fintech Companies",
      "context": "digital product and service teams balancing fast iteration with security, customer support and technical change control",
      "guardrail": "Use least-privilege access, protect credentials and keep production changes behind established engineering controls."
    },
    {
      "sector": "Technology",
      "slug": "gaming-studios",
      "name": "Gaming Studios",
      "context": "digital product and service teams balancing fast iteration with security, customer support and technical change control",
      "guardrail": "Use least-privilege access, protect credentials and keep production changes behind established engineering controls."
    },
    {
      "sector": "Commerce",
      "slug": "ecommerce-companies",
      "name": "Ecommerce Companies",
      "context": "high-volume product, order, merchandising, customer and supplier workflows with frequent data changes",
      "guardrail": "Separate recommendation and preparation from irreversible order, pricing, refund or account actions unless explicitly approved."
    },
    {
      "sector": "Commerce",
      "slug": "retail-stores",
      "name": "Retail Stores",
      "context": "high-volume product, order, merchandising, customer and supplier workflows with frequent data changes",
      "guardrail": "Separate recommendation and preparation from irreversible order, pricing, refund or account actions unless explicitly approved."
    },
    {
      "sector": "Commerce",
      "slug": "wholesale-distributors",
      "name": "Wholesale Distributors",
      "context": "high-volume product, order, merchandising, customer and supplier workflows with frequent data changes",
      "guardrail": "Separate recommendation and preparation from irreversible order, pricing, refund or account actions unless explicitly approved."
    },
    {
      "sector": "Commerce",
      "slug": "online-marketplaces",
      "name": "Online Marketplaces",
      "context": "high-volume product, order, merchandising, customer and supplier workflows with frequent data changes",
      "guardrail": "Separate recommendation and preparation from irreversible order, pricing, refund or account actions unless explicitly approved."
    },
    {
      "sector": "Commerce",
      "slug": "consumer-electronics-retailers",
      "name": "Consumer Electronics Retailers",
      "context": "high-volume product, order, merchandising, customer and supplier workflows with frequent data changes",
      "guardrail": "Separate recommendation and preparation from irreversible order, pricing, refund or account actions unless explicitly approved."
    },
    {
      "sector": "Commerce",
      "slug": "fashion-retailers",
      "name": "Fashion Retailers",
      "context": "high-volume product, order, merchandising, customer and supplier workflows with frequent data changes",
      "guardrail": "Separate recommendation and preparation from irreversible order, pricing, refund or account actions unless explicitly approved."
    },
    {
      "sector": "Commerce",
      "slug": "furniture-retailers",
      "name": "Furniture Retailers",
      "context": "high-volume product, order, merchandising, customer and supplier workflows with frequent data changes",
      "guardrail": "Separate recommendation and preparation from irreversible order, pricing, refund or account actions unless explicitly approved."
    },
    {
      "sector": "Commerce",
      "slug": "grocery-retailers",
      "name": "Grocery Retailers",
      "context": "high-volume product, order, merchandising, customer and supplier workflows with frequent data changes",
      "guardrail": "Separate recommendation and preparation from irreversible order, pricing, refund or account actions unless explicitly approved."
    },
    {
      "sector": "Commerce",
      "slug": "beauty-retailers",
      "name": "Beauty Retailers",
      "context": "high-volume product, order, merchandising, customer and supplier workflows with frequent data changes",
      "guardrail": "Separate recommendation and preparation from irreversible order, pricing, refund or account actions unless explicitly approved."
    },
    {
      "sector": "Commerce",
      "slug": "automotive-retailers",
      "name": "Automotive Retailers",
      "context": "high-volume product, order, merchandising, customer and supplier workflows with frequent data changes",
      "guardrail": "Separate recommendation and preparation from irreversible order, pricing, refund or account actions unless explicitly approved."
    },
    {
      "sector": "Real Estate and Construction",
      "slug": "residential-real-estate",
      "name": "Residential Real Estate",
      "context": "project, property, contractor, tenant and documentation workflows with many handoffs and deadlines",
      "guardrail": "Keep contractual, safety, property-access and financial commitments under qualified human review."
    },
    {
      "sector": "Real Estate and Construction",
      "slug": "commercial-real-estate",
      "name": "Commercial Real Estate",
      "context": "project, property, contractor, tenant and documentation workflows with many handoffs and deadlines",
      "guardrail": "Keep contractual, safety, property-access and financial commitments under qualified human review."
    },
    {
      "sector": "Real Estate and Construction",
      "slug": "property-management-companies",
      "name": "Property Management Companies",
      "context": "project, property, contractor, tenant and documentation workflows with many handoffs and deadlines",
      "guardrail": "Keep contractual, safety, property-access and financial commitments under qualified human review."
    },
    {
      "sector": "Real Estate and Construction",
      "slug": "construction-companies",
      "name": "Construction Companies",
      "context": "project, property, contractor, tenant and documentation workflows with many handoffs and deadlines",
      "guardrail": "Keep contractual, safety, property-access and financial commitments under qualified human review."
    },
    {
      "sector": "Real Estate and Construction",
      "slug": "home-service-companies",
      "name": "Home Service Companies",
      "context": "project, property, contractor, tenant and documentation workflows with many handoffs and deadlines",
      "guardrail": "Keep contractual, safety, property-access and financial commitments under qualified human review."
    },
    {
      "sector": "Real Estate and Construction",
      "slug": "hvac-companies",
      "name": "HVAC Companies",
      "context": "project, property, contractor, tenant and documentation workflows with many handoffs and deadlines",
      "guardrail": "Keep contractual, safety, property-access and financial commitments under qualified human review."
    },
    {
      "sector": "Real Estate and Construction",
      "slug": "plumbing-companies",
      "name": "Plumbing Companies",
      "context": "project, property, contractor, tenant and documentation workflows with many handoffs and deadlines",
      "guardrail": "Keep contractual, safety, property-access and financial commitments under qualified human review."
    },
    {
      "sector": "Real Estate and Construction",
      "slug": "electrical-contractors",
      "name": "Electrical Contractors",
      "context": "project, property, contractor, tenant and documentation workflows with many handoffs and deadlines",
      "guardrail": "Keep contractual, safety, property-access and financial commitments under qualified human review."
    },
    {
      "sector": "Real Estate and Construction",
      "slug": "roofing-companies",
      "name": "Roofing Companies",
      "context": "project, property, contractor, tenant and documentation workflows with many handoffs and deadlines",
      "guardrail": "Keep contractual, safety, property-access and financial commitments under qualified human review."
    },
    {
      "sector": "Real Estate and Construction",
      "slug": "facilities-management-companies",
      "name": "Facilities Management Companies",
      "context": "project, property, contractor, tenant and documentation workflows with many handoffs and deadlines",
      "guardrail": "Keep contractual, safety, property-access and financial commitments under qualified human review."
    },
    {
      "sector": "Hospitality and Travel",
      "slug": "hotels",
      "name": "Hotels",
      "context": "time-sensitive booking, guest, scheduling, service and supplier operations where current availability matters",
      "guardrail": "Require current source data and human approval for refunds, booking changes, safety issues and exceptional guest commitments."
    },
    {
      "sector": "Hospitality and Travel",
      "slug": "restaurants",
      "name": "Restaurants",
      "context": "time-sensitive booking, guest, scheduling, service and supplier operations where current availability matters",
      "guardrail": "Require current source data and human approval for refunds, booking changes, safety issues and exceptional guest commitments."
    },
    {
      "sector": "Hospitality and Travel",
      "slug": "cafes",
      "name": "Cafes",
      "context": "time-sensitive booking, guest, scheduling, service and supplier operations where current availability matters",
      "guardrail": "Require current source data and human approval for refunds, booking changes, safety issues and exceptional guest commitments."
    },
    {
      "sector": "Hospitality and Travel",
      "slug": "travel-agencies",
      "name": "Travel Agencies",
      "context": "time-sensitive booking, guest, scheduling, service and supplier operations where current availability matters",
      "guardrail": "Require current source data and human approval for refunds, booking changes, safety issues and exceptional guest commitments."
    },
    {
      "sector": "Hospitality and Travel",
      "slug": "tour-operators",
      "name": "Tour Operators",
      "context": "time-sensitive booking, guest, scheduling, service and supplier operations where current availability matters",
      "guardrail": "Require current source data and human approval for refunds, booking changes, safety issues and exceptional guest commitments."
    },
    {
      "sector": "Hospitality and Travel",
      "slug": "airlines",
      "name": "Airlines",
      "context": "time-sensitive booking, guest, scheduling, service and supplier operations where current availability matters",
      "guardrail": "Require current source data and human approval for refunds, booking changes, safety issues and exceptional guest commitments."
    },
    {
      "sector": "Hospitality and Travel",
      "slug": "car-rental-companies",
      "name": "Car Rental Companies",
      "context": "time-sensitive booking, guest, scheduling, service and supplier operations where current availability matters",
      "guardrail": "Require current source data and human approval for refunds, booking changes, safety issues and exceptional guest commitments."
    },
    {
      "sector": "Hospitality and Travel",
      "slug": "event-venues",
      "name": "Event Venues",
      "context": "time-sensitive booking, guest, scheduling, service and supplier operations where current availability matters",
      "guardrail": "Require current source data and human approval for refunds, booking changes, safety issues and exceptional guest commitments."
    },
    {
      "sector": "Hospitality and Travel",
      "slug": "catering-companies",
      "name": "Catering Companies",
      "context": "time-sensitive booking, guest, scheduling, service and supplier operations where current availability matters",
      "guardrail": "Require current source data and human approval for refunds, booking changes, safety issues and exceptional guest commitments."
    },
    {
      "sector": "Hospitality and Travel",
      "slug": "vacation-rental-companies",
      "name": "Vacation Rental Companies",
      "context": "time-sensitive booking, guest, scheduling, service and supplier operations where current availability matters",
      "guardrail": "Require current source data and human approval for refunds, booking changes, safety issues and exceptional guest commitments."
    },
    {
      "sector": "Healthcare and Wellness",
      "slug": "hospitals",
      "name": "Hospitals",
      "context": "sensitive service environments with health information, regulated processes and high consequences for inaccurate advice",
      "guardrail": "Do not use the workflow as medical advice or autonomous clinical decision-making; protect health data and require qualified human review."
    },
    {
      "sector": "Healthcare and Wellness",
      "slug": "medical-clinics",
      "name": "Medical Clinics",
      "context": "sensitive service environments with health information, regulated processes and high consequences for inaccurate advice",
      "guardrail": "Do not use the workflow as medical advice or autonomous clinical decision-making; protect health data and require qualified human review."
    },
    {
      "sector": "Healthcare and Wellness",
      "slug": "dental-practices",
      "name": "Dental Practices",
      "context": "sensitive service environments with health information, regulated processes and high consequences for inaccurate advice",
      "guardrail": "Do not use the workflow as medical advice or autonomous clinical decision-making; protect health data and require qualified human review."
    },
    {
      "sector": "Healthcare and Wellness",
      "slug": "pharmacies",
      "name": "Pharmacies",
      "context": "sensitive service environments with health information, regulated processes and high consequences for inaccurate advice",
      "guardrail": "Do not use the workflow as medical advice or autonomous clinical decision-making; protect health data and require qualified human review."
    },
    {
      "sector": "Healthcare and Wellness",
      "slug": "medical-device-companies",
      "name": "Medical Device Companies",
      "context": "sensitive service environments with health information, regulated processes and high consequences for inaccurate advice",
      "guardrail": "Do not use the workflow as medical advice or autonomous clinical decision-making; protect health data and require qualified human review."
    },
    {
      "sector": "Healthcare and Wellness",
      "slug": "health-insurance-companies",
      "name": "Health Insurance Companies",
      "context": "sensitive service environments with health information, regulated processes and high consequences for inaccurate advice",
      "guardrail": "Do not use the workflow as medical advice or autonomous clinical decision-making; protect health data and require qualified human review."
    },
    {
      "sector": "Healthcare and Wellness",
      "slug": "wellness-centers",
      "name": "Wellness Centers",
      "context": "sensitive service environments with health information, regulated processes and high consequences for inaccurate advice",
      "guardrail": "Do not use the workflow as medical advice or autonomous clinical decision-making; protect health data and require qualified human review."
    },
    {
      "sector": "Healthcare and Wellness",
      "slug": "fitness-clubs",
      "name": "Fitness Clubs",
      "context": "sensitive service environments with health information, regulated processes and high consequences for inaccurate advice",
      "guardrail": "Do not use the workflow as medical advice or autonomous clinical decision-making; protect health data and require qualified human review."
    },
    {
      "sector": "Healthcare and Wellness",
      "slug": "elder-care-providers",
      "name": "Elder Care Providers",
      "context": "sensitive service environments with health information, regulated processes and high consequences for inaccurate advice",
      "guardrail": "Do not use the workflow as medical advice or autonomous clinical decision-making; protect health data and require qualified human review."
    },
    {
      "sector": "Healthcare and Wellness",
      "slug": "veterinary-clinics",
      "name": "Veterinary Clinics",
      "context": "sensitive service environments with health information, regulated processes and high consequences for inaccurate advice",
      "guardrail": "Do not use the workflow as medical advice or autonomous clinical decision-making; protect health data and require qualified human review."
    },
    {
      "sector": "Education and Nonprofit",
      "slug": "universities",
      "name": "Universities",
      "context": "stakeholder-heavy environments spanning learners, members, donors, research, programs and administrative operations",
      "guardrail": "Protect student, donor and participant data and keep eligibility, safeguarding, grading and funding decisions with authorized people."
    },
    {
      "sector": "Education and Nonprofit",
      "slug": "colleges",
      "name": "Colleges",
      "context": "stakeholder-heavy environments spanning learners, members, donors, research, programs and administrative operations",
      "guardrail": "Protect student, donor and participant data and keep eligibility, safeguarding, grading and funding decisions with authorized people."
    },
    {
      "sector": "Education and Nonprofit",
      "slug": "online-education-companies",
      "name": "Online Education Companies",
      "context": "stakeholder-heavy environments spanning learners, members, donors, research, programs and administrative operations",
      "guardrail": "Protect student, donor and participant data and keep eligibility, safeguarding, grading and funding decisions with authorized people."
    },
    {
      "sector": "Education and Nonprofit",
      "slug": "training-providers",
      "name": "Training Providers",
      "context": "stakeholder-heavy environments spanning learners, members, donors, research, programs and administrative operations",
      "guardrail": "Protect student, donor and participant data and keep eligibility, safeguarding, grading and funding decisions with authorized people."
    },
    {
      "sector": "Education and Nonprofit",
      "slug": "language-schools",
      "name": "Language Schools",
      "context": "stakeholder-heavy environments spanning learners, members, donors, research, programs and administrative operations",
      "guardrail": "Protect student, donor and participant data and keep eligibility, safeguarding, grading and funding decisions with authorized people."
    },
    {
      "sector": "Education and Nonprofit",
      "slug": "nonprofit-organizations",
      "name": "Nonprofit Organizations",
      "context": "stakeholder-heavy environments spanning learners, members, donors, research, programs and administrative operations",
      "guardrail": "Protect student, donor and participant data and keep eligibility, safeguarding, grading and funding decisions with authorized people."
    },
    {
      "sector": "Education and Nonprofit",
      "slug": "charities",
      "name": "Charities",
      "context": "stakeholder-heavy environments spanning learners, members, donors, research, programs and administrative operations",
      "guardrail": "Protect student, donor and participant data and keep eligibility, safeguarding, grading and funding decisions with authorized people."
    },
    {
      "sector": "Education and Nonprofit",
      "slug": "research-institutes",
      "name": "Research Institutes",
      "context": "stakeholder-heavy environments spanning learners, members, donors, research, programs and administrative operations",
      "guardrail": "Protect student, donor and participant data and keep eligibility, safeguarding, grading and funding decisions with authorized people."
    },
    {
      "sector": "Education and Nonprofit",
      "slug": "professional-associations",
      "name": "Professional Associations",
      "context": "stakeholder-heavy environments spanning learners, members, donors, research, programs and administrative operations",
      "guardrail": "Protect student, donor and participant data and keep eligibility, safeguarding, grading and funding decisions with authorized people."
    },
    {
      "sector": "Education and Nonprofit",
      "slug": "museums",
      "name": "Museums",
      "context": "stakeholder-heavy environments spanning learners, members, donors, research, programs and administrative operations",
      "guardrail": "Protect student, donor and participant data and keep eligibility, safeguarding, grading and funding decisions with authorized people."
    },
    {
      "sector": "Financial and Business Services",
      "slug": "banks",
      "name": "Banks",
      "context": "data-intensive, regulated workflows involving money movement, risk, reporting and customer documentation",
      "guardrail": "Do not treat agent output as financial, tax or investment advice; keep regulated decisions, money movement and approvals with authorized humans."
    },
    {
      "sector": "Financial and Business Services",
      "slug": "insurance-companies",
      "name": "Insurance Companies",
      "context": "data-intensive, regulated workflows involving money movement, risk, reporting and customer documentation",
      "guardrail": "Do not treat agent output as financial, tax or investment advice; keep regulated decisions, money movement and approvals with authorized humans."
    },
    {
      "sector": "Financial and Business Services",
      "slug": "mortgage-brokers",
      "name": "Mortgage Brokers",
      "context": "data-intensive, regulated workflows involving money movement, risk, reporting and customer documentation",
      "guardrail": "Do not treat agent output as financial, tax or investment advice; keep regulated decisions, money movement and approvals with authorized humans."
    },
    {
      "sector": "Financial and Business Services",
      "slug": "wealth-management-firms",
      "name": "Wealth Management Firms",
      "context": "data-intensive, regulated workflows involving money movement, risk, reporting and customer documentation",
      "guardrail": "Do not treat agent output as financial, tax or investment advice; keep regulated decisions, money movement and approvals with authorized humans."
    },
    {
      "sector": "Financial and Business Services",
      "slug": "payment-companies",
      "name": "Payment Companies",
      "context": "data-intensive, regulated workflows involving money movement, risk, reporting and customer documentation",
      "guardrail": "Do not treat agent output as financial, tax or investment advice; keep regulated decisions, money movement and approvals with authorized humans."
    },
    {
      "sector": "Financial and Business Services",
      "slug": "lending-companies",
      "name": "Lending Companies",
      "context": "data-intensive, regulated workflows involving money movement, risk, reporting and customer documentation",
      "guardrail": "Do not treat agent output as financial, tax or investment advice; keep regulated decisions, money movement and approvals with authorized humans."
    },
    {
      "sector": "Financial and Business Services",
      "slug": "leasing-companies",
      "name": "Leasing Companies",
      "context": "data-intensive, regulated workflows involving money movement, risk, reporting and customer documentation",
      "guardrail": "Do not treat agent output as financial, tax or investment advice; keep regulated decisions, money movement and approvals with authorized humans."
    },
    {
      "sector": "Financial and Business Services",
      "slug": "tax-services-firms",
      "name": "Tax Services Firms",
      "context": "data-intensive, regulated workflows involving money movement, risk, reporting and customer documentation",
      "guardrail": "Do not treat agent output as financial, tax or investment advice; keep regulated decisions, money movement and approvals with authorized humans."
    },
    {
      "sector": "Financial and Business Services",
      "slug": "payroll-service-providers",
      "name": "Payroll Service Providers",
      "context": "data-intensive, regulated workflows involving money movement, risk, reporting and customer documentation",
      "guardrail": "Do not treat agent output as financial, tax or investment advice; keep regulated decisions, money movement and approvals with authorized humans."
    },
    {
      "sector": "Financial and Business Services",
      "slug": "procurement-service-providers",
      "name": "Procurement Service Providers",
      "context": "data-intensive, regulated workflows involving money movement, risk, reporting and customer documentation",
      "guardrail": "Do not treat agent output as financial, tax or investment advice; keep regulated decisions, money movement and approvals with authorized humans."
    },
    {
      "sector": "Industrial and Logistics",
      "slug": "manufacturing-companies",
      "name": "Manufacturing Companies",
      "context": "asset, supplier, production, maintenance, inventory and shipment workflows where operational accuracy and timing matter",
      "guardrail": "Keep safety-critical, equipment-control and shipment-release actions behind established operational procedures and human authorization."
    },
    {
      "sector": "Industrial and Logistics",
      "slug": "automotive-manufacturers",
      "name": "Automotive Manufacturers",
      "context": "asset, supplier, production, maintenance, inventory and shipment workflows where operational accuracy and timing matter",
      "guardrail": "Keep safety-critical, equipment-control and shipment-release actions behind established operational procedures and human authorization."
    },
    {
      "sector": "Industrial and Logistics",
      "slug": "food-manufacturers",
      "name": "Food Manufacturers",
      "context": "asset, supplier, production, maintenance, inventory and shipment workflows where operational accuracy and timing matter",
      "guardrail": "Keep safety-critical, equipment-control and shipment-release actions behind established operational procedures and human authorization."
    },
    {
      "sector": "Industrial and Logistics",
      "slug": "chemical-manufacturers",
      "name": "Chemical Manufacturers",
      "context": "asset, supplier, production, maintenance, inventory and shipment workflows where operational accuracy and timing matter",
      "guardrail": "Keep safety-critical, equipment-control and shipment-release actions behind established operational procedures and human authorization."
    },
    {
      "sector": "Industrial and Logistics",
      "slug": "logistics-companies",
      "name": "Logistics Companies",
      "context": "asset, supplier, production, maintenance, inventory and shipment workflows where operational accuracy and timing matter",
      "guardrail": "Keep safety-critical, equipment-control and shipment-release actions behind established operational procedures and human authorization."
    },
    {
      "sector": "Industrial and Logistics",
      "slug": "freight-forwarders",
      "name": "Freight Forwarders",
      "context": "asset, supplier, production, maintenance, inventory and shipment workflows where operational accuracy and timing matter",
      "guardrail": "Keep safety-critical, equipment-control and shipment-release actions behind established operational procedures and human authorization."
    },
    {
      "sector": "Industrial and Logistics",
      "slug": "warehousing-companies",
      "name": "Warehousing Companies",
      "context": "asset, supplier, production, maintenance, inventory and shipment workflows where operational accuracy and timing matter",
      "guardrail": "Keep safety-critical, equipment-control and shipment-release actions behind established operational procedures and human authorization."
    },
    {
      "sector": "Industrial and Logistics",
      "slug": "supply-chain-companies",
      "name": "Supply Chain Companies",
      "context": "asset, supplier, production, maintenance, inventory and shipment workflows where operational accuracy and timing matter",
      "guardrail": "Keep safety-critical, equipment-control and shipment-release actions behind established operational procedures and human authorization."
    },
    {
      "sector": "Industrial and Logistics",
      "slug": "energy-service-companies",
      "name": "Energy Service Companies",
      "context": "asset, supplier, production, maintenance, inventory and shipment workflows where operational accuracy and timing matter",
      "guardrail": "Keep safety-critical, equipment-control and shipment-release actions behind established operational procedures and human authorization."
    },
    {
      "sector": "Industrial and Logistics",
      "slug": "utility-companies",
      "name": "Utility Companies",
      "context": "asset, supplier, production, maintenance, inventory and shipment workflows where operational accuracy and timing matter",
      "guardrail": "Keep safety-critical, equipment-control and shipment-release actions behind established operational procedures and human authorization."
    },
    {
      "sector": "Public Media and Creative",
      "slug": "government-agencies",
      "name": "Government Agencies",
      "context": "public-facing organizations managing information, audiences, content, rights, campaigns and stakeholder communication",
      "guardrail": "Apply editorial, accessibility, rights, public-record and communications policies before publication or external action."
    },
    {
      "sector": "Public Media and Creative",
      "slug": "municipalities",
      "name": "Municipalities",
      "context": "public-facing organizations managing information, audiences, content, rights, campaigns and stakeholder communication",
      "guardrail": "Apply editorial, accessibility, rights, public-record and communications policies before publication or external action."
    },
    {
      "sector": "Public Media and Creative",
      "slug": "public-transport-operators",
      "name": "Public Transport Operators",
      "context": "public-facing organizations managing information, audiences, content, rights, campaigns and stakeholder communication",
      "guardrail": "Apply editorial, accessibility, rights, public-record and communications policies before publication or external action."
    },
    {
      "sector": "Public Media and Creative",
      "slug": "media-publishers",
      "name": "Media Publishers",
      "context": "public-facing organizations managing information, audiences, content, rights, campaigns and stakeholder communication",
      "guardrail": "Apply editorial, accessibility, rights, public-record and communications policies before publication or external action."
    },
    {
      "sector": "Public Media and Creative",
      "slug": "newsrooms",
      "name": "Newsrooms",
      "context": "public-facing organizations managing information, audiences, content, rights, campaigns and stakeholder communication",
      "guardrail": "Apply editorial, accessibility, rights, public-record and communications policies before publication or external action."
    },
    {
      "sector": "Public Media and Creative",
      "slug": "advertising-firms",
      "name": "Advertising Firms",
      "context": "public-facing organizations managing information, audiences, content, rights, campaigns and stakeholder communication",
      "guardrail": "Apply editorial, accessibility, rights, public-record and communications policies before publication or external action."
    },
    {
      "sector": "Public Media and Creative",
      "slug": "film-production-companies",
      "name": "Film Production Companies",
      "context": "public-facing organizations managing information, audiences, content, rights, campaigns and stakeholder communication",
      "guardrail": "Apply editorial, accessibility, rights, public-record and communications policies before publication or external action."
    },
    {
      "sector": "Public Media and Creative",
      "slug": "music-businesses",
      "name": "Music Businesses",
      "context": "public-facing organizations managing information, audiences, content, rights, campaigns and stakeholder communication",
      "guardrail": "Apply editorial, accessibility, rights, public-record and communications policies before publication or external action."
    },
    {
      "sector": "Public Media and Creative",
      "slug": "sports-organizations",
      "name": "Sports Organizations",
      "context": "public-facing organizations managing information, audiences, content, rights, campaigns and stakeholder communication",
      "guardrail": "Apply editorial, accessibility, rights, public-record and communications policies before publication or external action."
    },
    {
      "sector": "Public Media and Creative",
      "slug": "creator-businesses",
      "name": "Creator Businesses",
      "context": "public-facing organizations managing information, audiences, content, rights, campaigns and stakeholder communication",
      "guardrail": "Apply editorial, accessibility, rights, public-record and communications policies before publication or external action."
    }
  ]
}
