From discovery to production in 4 phases
A proven process that balances speed with safety. We ship incrementally so you see value early and confidence grows with each phase.
Discovery & ROI
We dig into your workflow, data, and constraints to understand what success looks like. We define KPIs and build the business case.
- Workflow analysis and feasibility assessment
- KPI definition and success criteria
- Architecture design and integration plan
- Risk assessment and mitigation strategy
- Project scope and timeline
Prototype & Evaluation
We build quickly and validate constantly. A working prototype with an evaluation harness—so we can measure quality before production.
- Working prototype with core functionality
- Evaluation harness with test cases
- Integration with your existing systems
- Quality benchmarks and baseline metrics
- Iteration based on early feedback
Production Rollout
We harden the system with guardrails, monitoring, and staged rollout. Start with a subset of traffic, expand as confidence grows.
- Guardrails and safety controls
- Monitoring dashboard and alerting
- Staged rollout (10% → 50% → 100%)
- Performance optimization
- Edge case handling
Handoff & Enablement
We document everything, train your team, and hand over ownership. You're not dependent on us—your team can operate and iterate.
- Complete documentation and runbooks
- Team training session
- Operational handoff
- 30-day support window
- Recommendations for next iterations
How we think about AI engineering
The beliefs that guide every engagement.
Ship fast, ship safe
Speed matters, but not at the cost of reliability. We move quickly while building in the guardrails that let you sleep at night.
Measure everything
Evaluation isn't an afterthought—it's built in from day one. We define success metrics upfront and track them throughout.
No black boxes
You should understand what we build. We document decisions, explain tradeoffs, and train your team to own the system.
Production-grade by default
Every system includes monitoring, alerting, and graceful degradation. We build for the real world, not demos.