- department or team-role discovery
- plain-language job briefs
- business outcome shortlists
- non-technical browsing
Find, trial, compare, and govern AI agents before hiring
Start with the job your team needs done
Plain-language occupational families for discovering AI agents by the work a team needs done.
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.
- protocol-specific filtering
- assuming every related technical category is required
- production approval without profile, trust, install, and trial evidence
Build, review, ship, and maintain software systems with agent assistance.
Briefs + routesBriefs, technical routes, and readiness counts stay available here.
- Review a repository and suggest the safest first automation.
- Ship a frontend change with code review and a sandbox trial.
Prototype, inspect, and improve product UI, UX, and design implementation flows.
Briefs + routesBriefs, technical routes, and readiness counts stay available here.
- Audit a product screen for UI, accessibility, and implementation drift.
- Turn a design brief into build-ready frontend tasks.
Search, retrieve, synthesize, and preserve knowledge with traceable sources.
Briefs + routesBriefs, technical routes, and readiness counts stay available here.
- Create a sourced research brief from public material.
- Find comparable tools and preserve citation links.
Run repeatable workflows, internal processes, and tool-connected operational tasks.
Briefs + routesBriefs, technical routes, and readiness counts stay available here.
- Automate a repeatable internal workflow with a human review gate.
- Connect a form, queue, or webhook to an agent-assisted process.
Support CRM, outreach, customer handoffs, and revenue operations workflows.
Briefs + routesBriefs, technical routes, and readiness counts stay available here.
- Qualify CRM records and draft follow-up tasks.
- Summarize customer handoffs with source-backed next steps.
Assist with policy, contract, compliance, review, and approval workflows.
Briefs + routesBriefs, technical routes, and readiness counts stay available here.
- Review a policy or contract draft for missing evidence and risk.
- Prepare a compliance checklist before tool adoption.
Analyze finance, trading, billing, reporting, and spreadsheet workflows.
Briefs + routesBriefs, technical routes, and readiness counts stay available here.
- Analyze a reporting spreadsheet and flag anomalies.
- Compare finance or trading agents with sandbox-only evidence.
Review risk, permissions, guardrails, compliance, and production readiness.
Briefs + routesBriefs, technical routes, and readiness counts stay available here.
- Assess install risk before granting workspace or credential access.
- Run a safety review against source, license, and permission signals.
Connect APIs, databases, warehouses, spreadsheets, analytics, and ETL workflows.
Briefs + routesBriefs, technical routes, and readiness counts stay available here.
- Connect a dataset or API to a reusable analysis workflow.
- Evaluate extraction, transformation, and retrieval candidates.
Create, refresh, evaluate, and publish docs, briefs, and reusable knowledge assets.
Briefs + routesBriefs, technical routes, and readiness counts stay available here.
- Refresh docs or README guidance with verifiable source links.
- Create a reusable knowledge asset from existing project material.
Review links
Role-family guidance and cards stay first; complete role records and profile resources stay linked here.
Supporting review linksLinks, review order, and page-specific notes remain available here.
- 01Site contextShared review rules
- 02Role-family guideOpen the focused review record
- 03Agent inventoryBrowse the matching inventory
- 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.