Insurance AI · AxisMapper

Medical billing intelligence,
built into your pocket.

AxisMapper is OceanAI's fine-tuned insurance model — trained on ICD-10-CM 2026, CPT codes, and MS-DRG mappings. Ask about any code in plain English. Understand what your insurance actually covers.

Try Insurance AI →View model on HuggingFace ↗
What AxisMapper covers

Three code systems. One AI.

ICD-10-CM

Diagnosis Codes

Over 70,000 codes covering every diagnosis. Ask in plain English and get the exact code plus coverage notes.

e.g. E11.9 — Type 2 diabetes without complications
CPT

Procedure Codes

Current Procedural Terminology codes for every medical procedure, from office visits to complex surgeries.

e.g. 99213 — Office visit, established patient
MS-DRG

Hospital Reimbursement

Medicare Severity Diagnosis Related Groups — how hospitals get paid for inpatient stays.

e.g. DRG 470 — Major joint replacement
Impact

Why coding intelligence matters at scale

13%
True insurance penetration in India today
70K+
ICD-10-CM diagnosis codes covered
400M
Indians with zero health coverage
Apache 2.0
Fully open-source model license
Who uses this

Built for more than just billing departments

Patients

Understand what diagnosis codes appear on your bills and what they actually mean for your coverage.

Caregivers

Navigate insurance paperwork for elderly parents or family members with complex conditions.

Healthcare workers

Quick reference for coding questions during documentation without switching tools.

Investors & analysts

Understand the complexity of medical billing that OceanAI is automating.

Model details

AxisMapper — open source, Apache 2.0

For the technically curious.

Fine-tuned on a Qwen2.5 base using ORPO training. Training data sourced from ICD-10-CM 2026 tabular listings, CMS CPT crosswalks, and MS-DRG v41 grouper documentation. The model maps natural-language medical descriptions to precise billing codes and explains coverage implications in plain English — the same model backing the insurance mode of OceanAI's own API route.

Qwen2.5 baseORPO fine-tuningICD-10-CM 2026Apache 2.0Published on HuggingFace
FAQ

Common questions

Is AxisMapper's output official for billing?

No — it's a reference and explanation tool, not a certified coding system. Final billing codes should always be confirmed by a certified medical coder or the treating provider.

Which languages does it work in?

The model responds in English today; regional-language support follows the same 12+ language roadmap as the rest of OceanAI's voice and chat features.

Can I use it without the app?

Yes — the playground demo runs the same model with no login required.

Ask AxisMapper anything.

Free to use in the Playground. No account needed.

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