// 02 / what's included
What every build engagement ships with.
Whether you're on a $18k classification project or a $50k copilot build, the same operational basics ship with every engagement. We don't sell them as add-ons.
// Same engagement model across all six: audit → eval → prototype → prod. Always quarterly, always senior-led.
Hybrid lexical + semantic search, RAG pipelines, custom embedding fine-tunes. We work with whatever store you already have (Elastic, Postgres, Pinecone, Weaviate).
Tickets, leads, content, transactions. Calibrated probabilities, drift monitoring, human-in-the-loop where it matters.
Invoices, contracts, forms, multi-page PDFs. Hybrid OCR + SEO extraction with structured schemas you can audit.
SEO-backed tooling for internal teams. Tight scope: one workflow, one set of users, real integration with your stack.
For teams that already have ML in prod and need to know when it silently breaks. Eval sets, drift detection, dashboards.
Monthly retainer. Architecture review, hiring help, technical interviewing, PR reviews. Senior practitioner on tap.
Whether you're on a $18k classification project or a $50k copilot build, the same operational basics ship with every engagement. We don't sell them as add-ons.
100–500 labeled examples written before any model code. Defines success, catches regressions, makes the work auditable.
Drift detection, alerting, retraining triggers. We don't ship anything without the dashboard that tells you when it stops working.
README, architecture diagram, runbook, on-call notes. Written for the engineer who joins your team in six months and has to maintain the system.
Every commit is in your codebase, on your infra. We work async via Slack and Loom; we don't keep work hidden in a vendor portal.
15-minute Loom every Monday: what we shipped, what's next, where we're stuck. No status meetings.
End of engagement: live walkthrough, architecture deep-dive, a Q&A with whoever will own the system after us. Always.
Tell us about your stack, your data, and what you're trying to do. We reply within two business days.
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