Convert text to structured data and codes

Quippe converts free-text clinical documentation into structured, coded data using MEDCIN clinical terminology, which is purpose-built to match clinical language rather than generic text. Because MEDCIN reflects the way clinicians actually speak and document — with extensive built-in synonymy — Quippe captures clinical nuance that general-purpose LLMs, which aren’t designed for coding, typically miss.

No. Quippe’s mappings and diagnostic links are deterministic, not probabilistic, grounded in the expert-curated Quippe Clinical Knowledge Graph and 45+ years of clinical knowledge engineering. Every mapping traces to validated logic developed by medical experts and informaticists, producing a consistent, reproducible result every time.

General-purpose LLMs aren’t built for medical coding. They lack coding-rule logic and clinical selectivity, and they hallucinate or miss codes because standard code systems and their descriptions are not written the way clinicians think or speak. Most code systems are poor matching targets for raw clinical narrative. Quippe addresses this using MEDCIN as a natural language, clinically specific intermediary between free text and code systems, which drives higher specificity and accuracy than an LLM can achieve working alone.

Quippe supports more than 20 globally-accepted standard terminologies and vocabularies, including ICD-10-CM, ICD-10-PCS, ICD-11-WHO, SNOMED-CT, CPT, CDT, DSM-5, LOINC, RxNorm, HCPCS, and more — all mapped through MEDCIN. Because MEDCIN sits at the hinge point between vocabularies, Quippe can map between any two vocabularies (e.g., SNOMED to ICD-10, CPT to HCPCS) in a single call, not only to and from MEDCIN.

No. It spans any meaningful clinical concept entered into a patient chart, across every domain of medicine, including diagnoses, procedures, medications, symptoms, physical exam findings, history, nursing documentation, labs, and genomics — mapped across 20+ code systems.

Quippe’s text-to-medical-coding capability is built on MEDCIN, a terminology written the way clinicians actually think and speak, with extensive synonymy built in. It’s grounded in the Quippe Clinical Knowledge Graph, which connects millions of diagnostic links and external codes to those granular data points.