ML Product Features
We integrate ML into product surfaces: classification, ranking, forecasting, and assistive features, wired through the same agentic patterns so models and Claude agents work as one system.
Timeframe
3-8 weeks
Deliverables
3 items
Approach
Claude agentic harness
Best for
Ops & product teams
What's included
- Feature design and scoping
- Model integration and APIs
- Feedback and labeling loops
- Claude + ML orchestration
- Performance monitoring
How we deliver
Outcome definition → data readiness check → model or API selection → feature integration → Claude + ML orchestration where agents need predictions → monitoring and feedback loops. We optimize for business KPIs, not model vanity metrics.
Who it's for
Product teams adding ranking, classification, or assistive ML into an existing product surface with a clear path to production.
Deliverables
- Shipped ML feature
- Monitoring hooks
- Iteration plan
Related work
HeyEd : Agentic Migration Copilot
Migration copilot powered by a Claude agentic harness that plans, validates, and executes data moves with operator oversight and rollback-safe steps.
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