Industry
AI systems for SaaS and digital platforms
Product-grade GenAI features and platforms for software companies that need reliability, evaluation, cost control, and architecture that scales with the product.
Common problems
- Feature demos ship faster than evaluation and abuse controls.
- Cost, latency, and quality regress silently after launch.
- AI features become unmaintainable without platform thinking.
Systems we engineer
- Product AI architecture with observability and cost controls
- Evaluation harnesses in the release pipeline
- Agent and workflow features with tool safety
- Platform patterns teams can extend without rewrite
Outcomes
- AI features that survive real usage
- Measurable quality and cost over time
- Faster iteration with release gates
- Reduced demo debt in the product
Start with production readiness
We map your constraints, risk, and architecture options before scale — then deliver systems your organization can operate.