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Large Language ModelsAI in HealthcareITmedia AI+Published: Sep 17, 2026, 19:01 JST

Clinic runs on Mac Studio: Dr. 村岡洋典 builds in-house local LLM

Clinic runs on Mac Studio: Dr. 村岡洋典 builds in-house local LLM

3 Key Points

  1. What happened

    Honjo Masago Heart Clinic's director 村岡洋典 built a local LLM setup on Apple's Mac Studio, used mainly to summarize past records and assist voice-to-chart transcription.

  2. Why it matters

    The clinic says all processing stays on in-house equipment and lets patients opt out of having their data fed to the AI, so sensitive exam content is not sent outside.

  3. What to watch

    Few clinics can build this themselves; vendor GENSHI AI says its local LLM business is new but has received more than 20 inquiries, with setup from about 4 million yen plus roughly 300,000 yen monthly maintenance.

WHO IT HITSClinic directors and small-practice administrators weighing in-house AI for handling patient records, plus the IT vendors selling and maintaining those local LLM setups, are the ones this touches.

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Context & Analysis

The post by X user Tokoroten, which quoted the clinic's notice, drew reactions such as "cutting-edge" and "maybe it's cheaper than medical equipment," and has passed 590,000 views. The clinic's own notice frames the work as improving care quality and operational efficiency, and it tells patients who do not want their information taken into the in-house AI to say so at reception.

GENSHI AI's representative Daichi Nagashima, whose company builds local LLM environments for medical settings, said the business is just starting but has drawn more than 20 inquiries. He said the strongest on-site demand is for transcribing and summarizing voice during medical interviews and transferring it to charts, because exam content full of private patient information can be processed by AI without leaving the facility. The company says its setup keeps inference inside the clinic's closed network and follows the government's "3 Ministry 2 Guideline" rules for handling medical information.

The Mac Studio the clinic installed starts at about 420,000 yen for the cheapest model with the M5 Max chip and 36GB unified memory, rising to about 950,000 yen with the M5 Ultra chip and 96GB unified memory, according to the article. Through a vendor, it is hard to call this cheaper than medical equipment, and whether ordinary clinics follow may hinge on whether these setups become affordable and easy enough for staff without engineering backgrounds.

FAQ
What is the clinic using the local LLM for?
Its main uses are summarizing past medical records and assisting with chart creation using voice recognition, according to the clinic's director.
How much does it cost to set up a vendor-built local LLM?
GENSHI AI says initial costs start at about 4 million yen including the machine, with maintenance from about 300,000 yen per month; full customization could push initial costs to about 10 million yen.
What hardware and model does GENSHI AI use?
It offers NVIDIA's DGX Spark as the operating environment and adopts Google's Gemma 4 31B-it as the LLM, while developing embedding and OCR models specialized for medical data.

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