AI & Knowledge Systems

Systems that show their work. Grounded in your data, governed by your rules, auditable end to end.

Knowledge & reasoning

  • RAG pipelines with citation and explainability
  • Multi-agent orchestration via the MCP pattern
  • Domain-specific tuning and evaluation harnesses
  • Enterprise search over internal knowledge bases

Analytics toolkit

  • Attribution — which channels actually convert
  • Funnels, cohorts, and retention dashboards
  • Self-hosted PostHog, Plausible, or Matomo
  • Event pipelines on ClickHouse

how AI that shows its work

Every answer cited. Every decision logged.

01
Ingest
02
Embed
03
Store
04
Retrieve
05
Reason
06
Audit
↑ hover each node ↑ tap a node

fig. 02-a the pipeline, end to end — every answer carries its sources

Customer Journey Intelligence

Which channels bring customers who stay — attribution you can query in plain English.

Enterprise Search + Citations

SOPs and policies, semantically searchable, with sources.

AI-Assisted Planning

The AI drafts, the human decides. Every recommendation on the record.

not us:

No GPT wrappers with your logo. No black boxes. If you want a chatbot widget, there are cheaper options — if you want a system your team trusts, let's talk.

stack What this work is built on

Every shelf lists why we chose it, what it costs, and the route off it.

Have something in mind?

Tell us what you're building — we'll tell you how we'd approach it.