- Nonprofit & Civic Tech
- Web
Clinician Advocacy Platform
Evidence based CMS comments in minutes, built in 4 weeks
AI Integration and LLM Development
Add AI to your product with guardrails and predictable costs: LLM routing, async generation flows and auditable outputs.
How we help
AI features are easy to demo and hard to run profitably. We design the pipeline around cost and trust: routing between large and small models, running generation asynchronously and keeping an audit trail of every output.
We also harden AI generated prototypes from tools like V0, Cursor or Bolt into production systems.
Cost control
Model routing and serverless orchestration that cut compute cost by 75% on a recent project.
Guardrails
Generation constrained to approved sources, never inventing facts.
Prototype hardening
Refactor vibe-coded prototypes into secure, scalable products.
AI Integration use cases
All Use CasesRelated
Industries
Technologies
Have a project in mind?
Tell us about your goals and we will suggest the best solution and estimate the scope.