ML Production Readiness
Teams with models that work in notebooks and stall at release.
- Duration
- 3–6 weeks
- Tangible output
- Model inventory, reproducibility, deployment pattern, monitoring, drift and model-risk controls
- Decision enabled
- What blocks safe production?
- Accountable principal
- Sim Cuthbert
Week by week
A published flow, with a working cadence.
- 01Week 1 — inventory and reproducibility audit
- 02Weeks 2–4 — deployment and monitoring pattern
- 03Weeks 5–6 — model risk controls and handover
What we need from you
- Model repositories
- Deployment environment access
- Risk and security contacts
Explicit exclusions
- New model development
- Platform migration
Commercial and IP treatment
Price bands are scope-dependent and review-dated; we quote against agreed inputs rather than publishing a number that cannot hold. Client data stays in your tenancy where practical, and you own every deliverable we produce for you.
The next step is a scoped proposal. There is no obligation to continue past this engagement.
Review data handling