Managed services
Your models change. Your results shouldn’t.
We monitor, test and operate the AI you run in production, so drift, model updates and outages get caught and fixed before your customers notice.
Why managed
AI doesn’t stay finished.
The system that worked on launch day is running on models, data and usage that keep moving. Someone has to watch it.
- 01Models updateProviders ship new versions and retire old ones, sometimes with little notice.
- 02Data shiftsCustomers, products and documents change, and inputs drift away from what you tested.
- 03Usage growsMore teams, prompts and agents, and costs that compound quietly.
- 04Quality slipsSmall regressions add up long before anyone files a ticket.
The services
Observe. Test. Operate. Support.
Take one service or the full stack. Each plugs into the models, tools and clouds you already use.
Observe · Drift Ops
Catch the slide before your users do.
Continuous monitoring of model inputs, outputs and quality against your own baselines, with alerts and a runbook for every kind of drift.
What’s included
- Data, output and concept drift monitoring
- Quality baselines built from your golden sets
- Alerts into Slack, Teams or PagerDuty
- Root-cause analysis and remediation
What you get
A live drift dashboard and a monthly health report.
Every alert comes with what changed, why it matters and what we did about it.
When a new model ships
From launch day to a decision in days, not quarters.
Our embedded researchers put every relevant release through your benchmarks, so you upgrade on evidence and never on hype.
- Day 0 · ReleaseWe pick it upWe track the launch and load the new model into our test harness.
- Days 1–2 · RegressionWe test it on your workYour private benchmarks and regression suites run against it, side by side with what you use today.
- Day 3 · BriefYou get a recommendationA clear go or no-go covering quality, cost, latency and risk.
- Day 5+ · MigrateWe cut over safelyCanary release, live monitoring and a rollback ready the whole way.
Models we cover
- Claude
- GPT
- Gemini
- Copilot
- Llama
- Mistral
- Open-weight models