Pay for maintained source coverage, not API calls

Every engagement is scoped around the sources your agent actually needs. We don't make you forecast queries — we make sure your knowledge layer keeps working.

Mapper Pilot
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Fixed fee
Scoped per source — 3–4 week engagement
  • Source mapping & crawler
  • PDF / DOCX / HTML extraction → Markdown
  • Metadata schema for your domain
  • BM25 search + retrieval API
  • Sample agent-tool integration
  • Hand-off to maintained pipeline

One source family, end-to-end. Bring the pain; we ship the API.

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Maintained Source
Most common
Per source / month
Hosting + refresh + monitoring + fixes
  • Scheduled refresh (daily / hourly / on webhook)
  • Re-extraction when the source changes
  • Monitoring & alerts on drift
  • Source-coverage dashboard
  • BM25 + retrieval API
  • SLA-backed freshness

Per-source monthly fee. Volume pricing as you add more sources.

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Enterprise
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Custom
Multi-source, custom connectors, advanced controls
  • Multiple maintained sources & custom connectors
  • Hybrid search (BM25 + semantic) where it helps
  • Advanced OCR with layout preservation
  • Custom schema mapping & multilingual NLP
  • SSO / SAML, RBAC, audit logs
  • Dedicated support + SLA

For teams running domain-specific agents at scale.

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Not sure which fits? Start with a free agent-readiness audit — we'll send back source complexity, citation feasibility, and a pilot estimate.