Roles / Page Map the job Next best action: Pick a role family
Role Families

Start with the job your team needs done

Plain-language occupational families for discovering AI agents by the work a team needs done.

How to use this page

Start from the work your team needs done

What team job or business role does the user need filled? Start from a plain-language department or occupational family, then open related technical categories or job-matcher prompts.

Good for
  • department or team-role discovery
  • plain-language job briefs
  • business outcome shortlists
  • non-technical browsing
Avoid for
  • protocol-specific filtering
  • assuming every related technical category is required
  • production approval without profile, trust, install, and trial evidence
24 candidatesDesign

Prototype, inspect, and improve product UI, UX, and design implementation flows.

Briefs + routesBriefs, technical routes, and readiness counts stay available here.
Common briefs
  • Audit a product screen for UI, accessibility, and implementation drift.
  • Turn a design brief into build-ready frontend tasks.
3trusted
24install-ready
24trial-ready
23 candidatesResearch

Search, retrieve, synthesize, and preserve knowledge with traceable sources.

Briefs + routesBriefs, technical routes, and readiness counts stay available here.
Common briefs
  • Create a sourced research brief from public material.
  • Find comparable tools and preserve citation links.
3trusted
23install-ready
23trial-ready
24 candidatesOperations

Run repeatable workflows, internal processes, and tool-connected operational tasks.

Briefs + routesBriefs, technical routes, and readiness counts stay available here.
Common briefs
  • Automate a repeatable internal workflow with a human review gate.
  • Connect a form, queue, or webhook to an agent-assisted process.
3trusted
24install-ready
24trial-ready
24 candidatesSales

Support CRM, outreach, customer handoffs, and revenue operations workflows.

Briefs + routesBriefs, technical routes, and readiness counts stay available here.
Common briefs
  • Qualify CRM records and draft follow-up tasks.
  • Summarize customer handoffs with source-backed next steps.
3trusted
24install-ready
24trial-ready
7 candidatesLegal

Assist with policy, contract, compliance, review, and approval workflows.

Briefs + routesBriefs, technical routes, and readiness counts stay available here.
Common briefs
  • Review a policy or contract draft for missing evidence and risk.
  • Prepare a compliance checklist before tool adoption.
0trusted
7install-ready
7trial-ready
2 candidatesFinance

Analyze finance, trading, billing, reporting, and spreadsheet workflows.

Briefs + routesBriefs, technical routes, and readiness counts stay available here.
Common briefs
  • Analyze a reporting spreadsheet and flag anomalies.
  • Compare finance or trading agents with sandbox-only evidence.
0trusted
2install-ready
2trial-ready
24 candidatesSecurity

Review risk, permissions, guardrails, compliance, and production readiness.

Briefs + routesBriefs, technical routes, and readiness counts stay available here.
Common briefs
  • Assess install risk before granting workspace or credential access.
  • Run a safety review against source, license, and permission signals.
3trusted
24install-ready
24trial-ready
23 candidatesData

Connect APIs, databases, warehouses, spreadsheets, analytics, and ETL workflows.

Briefs + routesBriefs, technical routes, and readiness counts stay available here.
Common briefs
  • Connect a dataset or API to a reusable analysis workflow.
  • Evaluate extraction, transformation, and retrieval candidates.
3trusted
23install-ready
23trial-ready
24 candidatesContent

Create, refresh, evaluate, and publish docs, briefs, and reusable knowledge assets.

Briefs + routesBriefs, technical routes, and readiness counts stay available here.
Common briefs
  • Refresh docs or README guidance with verifiable source links.
  • Create a reusable knowledge asset from existing project material.
3trusted
24install-ready
24trial-ready
Review support

Review links

Role-family guidance and cards stay first; complete role records and profile resources stay linked here.

Open Role-family guide
Supporting review linksLinks, review order, and page-specific notes remain available here.
Role-family review path
  1. 01Site contextShared review rules
  2. 02Role-family guideOpen the focused review record
  3. 03Agent inventoryBrowse the matching inventory
  4. 04Profile resourcesEvidence, setup, trust, trial, and history files

Use the links and review path below for complete family records, role context, and finalist profile resources before action.

Review route: OpenAI review tools can start with openai.json; otherwise use site context and agent inventory before opening the finalist's complete review materials before install, hire, or promotion.