THK AI exterior-design evaluation
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THK AI exterior-design evaluation is an AI system developed by Ko Yamasaki during university. It evaluates the exterior design of a detached house from an uploaded photograph and is used as a feature of the THK Home Appraisal System operated by the Building Evaluation Research Institute (THK).
THK announced that the feature was added to its appraisal system on 1 August 2025. It converts an area previously dependent on an appraiser’s visual judgment into a reproducible numerical assessment.[1]Building Evaluation Research Institute, “AI exterior design evaluation added to the THK Home Appraisal System,” 2 December 2025.
Overview[edit]
The system accepts a photograph of a detached house and uses AI to quantify its exterior design. Yamasaki worked on the AI and the system that makes its result available within the appraisal workflow.
The deployed feature forms part of the THK Home Appraisal System rather than a standalone price predictor. Its output is combined with the wider assessment performed by a certified home appraiser.[1]Building Evaluation Research Institute, “AI exterior design evaluation added to the THK Home Appraisal System,” 2 December 2025.
For the main biographical article, see Ko Yamasaki.
Background[edit]
THK researches, develops, and promotes a home-appraisal system and trains certified home appraisers. Its stated purpose is to assess the quality of existing homes fairly, communicate the basis of an appraisal clearly, and support transactions in the existing-home market.[1]Building Evaluation Research Institute, “AI exterior design evaluation added to the THK Home Appraisal System,” 2 December 2025.[2]Building Evaluation Research Institute, official website, “THK Home Appraisal.”
The system calculates base prices for individual building components, then reflects their performance and marketability. Exterior design is one of several factors that can receive an additional positive assessment.[1]Building Evaluation Research Institute, “AI exterior design evaluation added to the THK Home Appraisal System,” 2 December 2025.
Evaluation workflow[edit]
A user photographs the exterior with a smartphone and uploads the image. The AI evaluates shape, color, texture, and overall design, then immediately returns a composite score out of 100.[1]Building Evaluation Research Institute, “AI exterior design evaluation added to the THK Home Appraisal System,” 2 December 2025.
The two quoted screens document how the uploaded photograph, the four component scores, the composite score, and the corresponding appraisal adjustment are presented inside the operational system.[1]Building Evaluation Research Institute, “AI exterior design evaluation added to the THK Home Appraisal System,” 2 December 2025.

Use in appraisal[edit]
The design score is used as an addition to the THK appraisal. According to the official announcement, exterior design can add up to 5% to the overall appraisal when the AI rates the design highly.[1]Building Evaluation Research Institute, “AI exterior design evaluation added to the THK Home Appraisal System,” 2 December 2025.
This is an adjustment to the appraised value. It does not guarantee that the eventual transaction price will rise by the same amount.
“A building whose design is rated highly by AI receives an additional positive appraisal.” (translation)[1]Building Evaluation Research Institute, “AI exterior design evaluation added to the THK Home Appraisal System,” 2 December 2025.
