- Nonprofit & Civic Tech
- Web

Clinician Advocacy Platform
Evidence based CMS comments in minutes, built in 4 weeks
LLM features with model routing, guardrails and auditable outputs, built for products that need AI to pay for itself.
We work with leading LLM providers and route each task to the model that fits it. Every feature is designed with cost, latency and trust in mind, and every output can be traced back to its inputs.
Large models for hard tasks, small models for the rest.
Outputs constrained to approved inputs.
Prompts, versions and outputs stored as records.

Evidence based CMS comments in minutes, built in 4 weeks
Tell us about your goals and we will suggest the best solution and estimate the scope.