Use-case mining
Where repetition burns time—and where humans must stay sovereign.
All services
Assistants · automation · tooling
Useful automation with adult supervision
Copilots, retrieval, and workflows that respect data boundaries—evals, fallbacks, and human handoffs wired in from sprint one.
- Policy + prompt layering
- Guardrails first
- Regression suites on tasks
- Eval loops
- Hours routed to judgement work
- Observed savings
Structured delivery · measurable checkpoints · pragmatic craft
Deliverables
What lands in your repo and roadmap
Tangible artifacts—not decks that age on a shared drive. Each block maps to work you can review and ship.
Data contracts
Indexing, masking, TTLs—documents that infra and legal can nod at.
Tool & API orchestration
Function calling wired to audited actions, not improvisation.
Feedback capture
Thumbs, edits, escalation paths—signals that improve retrieval.
Monitoring
Latency, hallucination flags, refusal reasons—signals you watch weekly.
Runbooks
Incident steps your on-call understands without a model PhD.
Process
How we run the engagement
A rhythm you can plan around—transparent phases, visible outputs, and decision points that stay yours.
01
Triage workloads
We separate hallucination-sensitive tasks from deterministic wins.
02
Prototype in shadow
Side-by-side with humans until quality bars clear the business.
03
Harden integrations
AuthZ, quotas, backoff—integrations that behave under load.
04
Scale & teach
Enablement kits so your squad extends flows without us in the loop.
Outcomes
Proof we optimize for
Not vanity—signals your leadership team can recognize: velocity, clarity, and revenue-adjacent movement.
- Operators spend time on exceptions, not copy-paste
- Clear ownership when models misfire—no mystery outages
- Roadmap for adding tools without redesigning the stack monthly
FAQ
Straight answers
Do we need a vector database on day one?
Not always—simple retrieval + hygiene sometimes wins. We size storage to risk, not buzzwords.
How do you handle sensitive data?
Region pinning, redaction, retention policies, and least-privilege keys—documented and testable.
What about vendor lock-in?
Abstraction at the orchestration layer so models and hosts can shift without rewriting business logic.
Can this sit beside legacy systems?
Yes—message buses, nightly syncs, or thin APIs; we meet the system where it is today.
Explore more
Adjacent capabilities
Web & App Development
From marketing sites to app surfaces—typed foundations, design systems, and observability baked in so every release compounds instead of patching yesterday's rush.
OpenContent & SEO
Editorial systems, technical SEO, and measurement tied to pipeline—not vanity dashboards that age badly in board decks.
OpenAI Video & Ads
Treat creative like engineering—variants, pacing, hooks, and UGC-style cuts generated for testing, not for one applause shot in Slack.
OpenReady to pressure-test this scope?
Send a brief—timeline, budget band, and links. We reply with a candid fit check and next steps.