Verifying residential projects in AI answers: developer, building, schedule and purchase terms

Separate the development brand, legal entity, building and unit

A marketing brand can cover multiple construction stages. Project obligations should be checked against the relevant legal entity and documentation, rather than being inferred from a shared logo. Store building identifiers, address and source dates along with the AI response.

Saying that an entire development will be ready this year is misleading when individual stages have different schedules. The buyer needs the date associated with the selected building and contractual delivery conditions.

• Keep developer brand and legal project entity as different fields.
• Record project, construction stage, building and offer identifiers.
• Distinguish planned completion from applicable handover terms.
• Attach a source date to availability and price statements.

Five unbranded purchase-intent examples

Build a baseline from real constraints: district, budget, transport, layout, delivery date and household needs. Keep prompts mentioning the project name in a separate branded group.

These are examples for designing a test set, not answers from a completed AI measurement.

• Which new developments in this district fit a family and this budget?
• Which buildings are scheduled for handover by a specified month?
• What developments near a particular transit corridor offer the requested layout?
• How do two buildings compare on dates, specification and available units?
• Where can I verify the declaration and legal developer of this project?

Housing construction information and declarations

For projects subject to the applicable Russian shared-construction legislation, the official housing information system publishes construction materials. Article 19 of Federal Law 214-FZ covers project declarations. A published declaration does not independently certify marketing promises about finishing quality or travel times.

When descriptions disagree, inspect the current declaration, change history and the actual transaction documents. Verify each claim against its own source rather than applying a blanket verified status to a development.

• Find the exact legal entity and building.
• Review the current declaration and relevant amendments.
• Match dates and characteristics to the specific stage.
• Distinguish projected plans from completed outcomes.

A fact passport suitable for buyers and AI retrieval

A project page should expose stable facts, such as location, project identity, construction status and documentation, separately from fast-changing offers. Unit prices, stock and financing terms require a dated source.

Structured data must correspond to information actually visible to visitors. Do not add fabricated offers, ratings or delivery dates merely to populate Schema.org.

• Project identity and address.
• Building, stage, legal developer and documents.
• Offer fields with update date and evidence.
• The difference between official project facts and third-party neighbourhood opinions.

Four different outcomes from an AI response

A brand mention is not the same as a relevant building recommendation. Record the full output, cited sources and a manual assessment for each prompt and AI interface.

For BMR changes, keep the same prompt set, response denominator and classification rules. A new building or a changed test panel creates a different sample, not evidence of an automatic improvement.

• Developer brand mentioned only.
• Correct project or building recommended.
• Project named but factual entity or deadline confused.
• Answer absent or claim not verifiable at the tested date.

Editorial guide, not a duplicate commercial landing

GAEO already has a bilingual real-estate service page and standard pricing. This guide adds a verification protocol for a specific project; it is neither a new service tariff nor evidence of a newly completed client project.

Any future narrower commercial page should be justified by genuinely distinct buyer demand and additional verifiable facts.

Related industry services and current GEO plans

Each service has its own buyer questions and applicable evidence. Explore the exact scope before estimating the engagement.

Methods, research and a comparable case example

GAEO keeps the measurement framework separate from evidence about clients in this sector. No completed client performance in this sector is asserted by this page.

• Related GEO service
• How GAEO measures BMR and recommendations
• Measured MethodLab case from a different industry (measurement example only; no sector-specific result claimed)
• GAEO research: 110 AI answers and recommendation measurement (general methodological research; not a sector client case)
• Existing real-estate GEO strategy and pre-audit

Published GAEO pricing and contractual BMR terms

The baseline audit defines the sample for monthly reporting. Current plans, the calculator and the financial-guarantee conditions are provided on their canonical pricing pages. The guaranteed plan targets +5/+10/+15 percentage points of BMR against baseline after months 1/2/3, subject to contract.

• GEO promotion plan
• GEO + content plan
• Contractually guaranteed GEO plan
• All pricing, calculator and 107 sectors

Primary sources checked for this sector

These sources establish the general legal context. They do not certify any named business; statuses and transaction conditions must be verified individually at the time of use.

• Official unified housing construction information system: projects, developers and declarations
• Federal Law 214-FZ, Article 19: project declaration obligations

Frequently asked questions