We wire AI models — Claude, OpenAI, fine-tuned, on-prem — into the systems your team already uses. With evals, monitoring and guardrails built-in.
This engagement is for operators who already know they have a problem worth solving — and want a senior team to ship the fix in weeks.
Teams with a working AI prototype that needs to scale to real users, safely.
Operators stuck with vendor 'AI features' that don't actually fit their workflow.
Leaders who need a partner who understands eval, observability and production AI.
A focused engagement. Some clients use a subset; most use all.
Chat, summarisation, classification, extraction — wired into the product, not bolted on.
Embeddings, vector DBs, retrieval, ranking — built on your data, scoped to your access model.
Multi-step agents with tool use — booking, ticketing, enrichment — with guardrails.
Deterministic tests, regression checks, latency/quality dashboards. Know when a model drifts.
Versioning, A/B tests, model routing, token budgeting. Most clients halve cost in 60 days.
PII redaction, audit logs, role-based access, data-residency. Enterprise-ready by default.
Async-first. Senior-only. Weekly demos.
Pick the integration. Lock the eval set. Agree the guardrails. One week of design, one signed scope.
2–4 weeks of build. Daily Looms. Friday previews. Eval scores published every Monday.
Load test. Pen test. Fail-mode test. Cost test. Hand-over to your ops team.
Optional: we run the system 30/60/90 days post-launch and tune as it sees real traffic.
Most clients combine two or three. We'll recommend the right combination on the first call.
Five things people ask before signing.
Claude (default for production text), OpenAI, Google Gemini, and open-source via Together/Replicate. We pick by use-case, not by allegiance.
No. Our integration layer abstracts the model. Swap providers without rewriting product code.
Eval suites, retrieval grounding, structured outputs, human-in-the-loop on risky paths, and confidence routing. We treat hallucinations as engineering, not magic.
Yes. About half our integration projects pair with an in-house team. We document everything and hand over cleanly.
Most integrations land between $20k and $80k for the build, plus inference + infra costs. We share a fixed-fee proposal in the first week.
Tell us what you're trying to do. We'll send a proposal within two business days.