Machinify’s AI Stack
Cutting-edge generative artificial intelligence (AI) and large language models (LLMs) that have learned the language of medical coding and bring unprecedented accuracy and insights to healthcare admin.



Program Optimization
Enhance your program through KPI improvement, executing identified fixes, and implementing important feedback loops.
Policy Enforcement ● Complex Decision Making ● Continuous Improvement
Autonomous Task Execution
Harness fine-tuned AI models to interpret policy and automate typically manual admin processes.
Ranking and Prioritizing ● Complex Reasoning ● Generating Code
Foundational Models
Core models analyze billions of medical claims, contracts, and policies while extracting relevant data to serve as a documented source of truth tailored to each individual payer.
Medical Coding Models ● Policy and Contract Models ● Medical Record Models
What our customers are saying
My team loves Machinify! Their AI capabilities have increased recoveries by over 30% and reduced our dependence on PI vendors. Even more, as a leader of a large PI organization, Machinify multiplied reviewer productivity while eliminating false positives.
VP of Payment Integrity at leading Medicare health plan
Working with Machinify has been a uniquely positive experience. Machinify helped us identify opportunities that were previously missing and continues to serve as valuable thought partners.
AVP of Claims Operations at leading US health plan
Machinify is very flexible and has clearly demonstrated a track record with our payment integrity team. We couldn’t ask for better partners. Internally, there is a high level of respect and trust in Machinify and when you say something, you do it.
AVP of Data Science at leading US health plan
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