We compute 95% of the answer before AI touches anything.
The result: systems that cost $60/month to run at 5,000 users.
Every MDS system uses a deterministic-first architecture. AI is the last resort, not the first.
Pre-computed templates, lookup tables, cached results. Zero API cost.
Business logic, validation, transformations. Near-zero cost.
Only the 5% that genuinely needs intelligence touches an AI model.
Based on 5,000 monthly active users with deterministic-first architecture.
Our internal framework for building production AI systems. Every product and client system runs on this pipeline.
Raw data enters the pipeline. Documents, APIs, user inputs — any format.
Templates, rules, and computations handle 95% of the work. No AI needed.
Only genuinely ambiguous cases route to an AI model. 5% of total volume.
Automated validation checks every output. Confidence scores gate delivery.
Clean, structured output. API, dashboard, email — whatever the use case needs.
Battle-tested tools. No hype-driven choices.
Every product in our portfolio runs on this architecture. Want to see what it can do for your business?
