Models that stay
honest
in production.
Getting models deployed and keeping them accountable once they are. Monitoring, drift detection, retraining triggers, evaluation harnesses and audit trails that satisfy a board as readily as an engineer.
What the work involves.
Three stages. We will tell you at any point if we think the engagement is not worth continuing.
-
Deploy
Containerised, versioned deployment with a rollback path. Nothing reaches production without a way back.
-
Monitor
Data drift, performance drift, latency and cost. Alert thresholds set with you rather than left at defaults.
-
Govern
Audit logging, evaluation on protected attributes where relevant, and documentation written for a board as well as an engineer.
“We found out our model had drifted six months earlier from a customer complaint. Now we find out in a day.”
When to call us.
If your situation is not here, ask anyway. We would rather say no early than take work we cannot do well.
- Models in production with no monitoring
- Regulated environments needing audit evidence
- A team shipping models faster than it can maintain them
- Preparing for external assurance or review
Significant discounts, and gratis for some.
Not-for-profits, charities, community organisations, purpose-driven bodies and education partners pay substantially less than the rates above. Community and grassroots groups are frequently charged nothing at all. Commercial engagements fund that work, which is the whole model.
- Gratis · community
- Discounted · NFP
- Discounted · purpose
- Discounted · education