Six shapes of AI agent we actually build.

Best for · API plumbing, schema mapping, OpenAPI client generation, internal tooling

• Generate typed clients from OpenAPI / GraphQL schemas
• Schema-map between two evolving systems
• Reverse-engineer OpenAPI specs from real traffic

Best for · Internal or customer chat grounded in your knowledge base with citations and escalation

• Customer support chat with citation and warm transfer
• Internal ops Q&A across policies, runbooks, and code
• Sales assistant with CRM context

Best for · Invoices, contracts, receipts, and forms → structured data with confidence-tier human review

• Auto-classify and extract line items from supplier invoices
• Pull clause obligations and renewal dates out of contracts
• Process expense receipts photographed by mobile

Best for · Web and internal source aggregation with structured summaries and citations

• Competitive intelligence briefs from public sources
• Internal research summaries with source citations
• Investment / due-diligence dossiers on demand

Best for · After-hours bookings, lead qualification, customer service overflow, FAQ lines

• After-hours appointment booking with calendar write-back
• Inbound lead qualification with CRM logging
• Order status, FAQ, and warm transfer to humans

Best for · Cross-SaaS triggers — Microsoft 365, Slack, Sheets, HubSpot, Stripe — with idempotency and approvals

• New lead → enrich → CRM → Slack alert → calendar invite
• Closed deal → Stripe → invoice → Drive folder → onboarding flow
• Stockout → supplier email → PO → ERP