KODACHIDEVELOPMENT

AI & property research · Published / sources checked: 9 November 2026 · KODACHI Editorial Team

Could this land support a villa business? What AI can organise and what needs on-site checks

AI can help organise evidence, compare documents and identify gaps. It cannot by itself establish building or operating permission, boundaries, ground conditions or future returns. Use it to build a research record with sources and clear next steps.

Aerial image of Okinawa with the Onna area indicated
Aerial context, not a parcel or development assessment. Image: OIST · CC BY 4.0. Resized and compressed.

Do not start with only a yes-or-no question

An address alone may lead to confusion with a similar place, neighbouring zone or outdated material. Establish the parcel, boundaries of the enquiry, document dates and intended use first. Do not present a precise conclusion from ambiguous inputs.

Separate confirmed official facts, map-based reference information, site checks and questions for authorities or specialists. The useful result is a next-action list, not an instant pass/fail score.

Pair desk research with its source

Japan’s MLIT Real Estate Information Library lists price, hazard and planning information among its content. Check the source, date and geographic scope of each layer. A map display is an initial research aid, not final evidence of a parcel boundary or legal determination.

TaskAI assistanceHuman verification
DocumentsCompare fields, dates and figuresOriginals, parcel scope and transcription
Land use and hazardsOrganise public sources and open questionsCurrent local rules, applicability and evacuation
PricesBuild a like-for-like comparisonAsking versus transaction price, date, area and use
Site visitPrepare questions and checklistsLevels, roads, services, noise and odours
OptionsIdentify differing assumptions and missing evidenceDesign, construction, permissions, quotes and decisions

Keep “unverified” visible in the report

The following is an illustrative record for a hypothetical site, not a completed KODACHI assessment.

ItemExample recordNext step
ZoningPublic map consulted; parcel location not yet reconciledConfirm parcel and use with the municipality
RoadWidth stated in sales particulars; legal status unknownObtain road and rights records
DrainageNo evidence availableCheck connection conditions with the relevant office/provider
ViewSales photo; camera height unknownPhotograph proposed seating positions on site
EarthworksNo estimateObtain specialist review based on surveys

If AI fills an empty field with a guess, the report looks fuller without becoming more reliable. Recording that evidence is unavailable helps prevent an assumption becoming a decision.

Turn questions into inspections

A connected line on a map does not establish vehicle turning room, unloading space or night-time wayfinding. Likewise, a view depends on camera height and neighbouring conditions. Convert questions into specific tasks: photography, surveys, service checks and authority enquiries.

Record photo direction and position. Avoid sending unnecessary faces, registration plates, contracts or guest information to an external AI service. Check its data terms and the organisation’s approval scope, using only the data needed.

Review the evidence before using the conclusion

Check that links exist and support the statement, that nearby sites have not been confused, and that update/verification dates are recorded. Keep asking prices separate from completed sales. Unknown costs must not become zero, and predicted occupancy must not become historic performance.

Retain access to original records, rather than keeping only the AI summary. Record the assumptions that would change the decision so the report can be updated when new evidence arrives.

Prepare for an initial consultation

Bring the location/parcel, available drawings or sales particulars, intended use, budget scope and timing. If there is no chosen plot yet, begin with areas and priorities. KODACHI’s free land-use and AI-research consultation accepts enquiries from Okinawa, Tokyo and elsewhere in Japan. Confirm the consultation scope first; surveys, design and specialist investigations may require separate arrangements and fees. Architectural design is undertaken by the introduced practice.

Sources and further reading

Published / sources checked: 9 November 2026