AI Academy

A gap is a signal, not permission to hallucinate.

When EstateIQ cannot answer a question, that failure becomes useful product signal without allowing the AI to guess.

Why unanswered questions matter

A failed answer can still teach the product team what to build next.

Unsupported questions are valuable because they show what landlords expected the system to understand.

Product learning

The Gap Tool helps the product team understand what users are asking for.

The AI does not answer unsupported questions just because a gap exists. A gap shows demand for coverage; it does not create verified financial truth.

How a gap is captured

The system records safe metadata about missing coverage.

Gap capture is structured so the team can learn from demand while protecting financial trust.

  1. 01

    Question received

    A user asks for financial or portfolio insight through the AI experience.

  2. 02

    No supported tool match

    The router cannot match the question to a registered analyst tool with the right selectors or report coverage.

  3. 03

    Gap event captured

    EstateIQ records safe metadata such as intent, domain, missing capability, and org-safe context.

  4. 04

    Taxonomy first

    The gap is categorized into a deterministic taxonomy before any later clustering is considered.

  5. 05

    Product review

    The team decides whether the gap calls for a new tool, selector, report, dashboard card, or documentation page.

  6. 06

    Reviewed coverage

    New coverage must be implemented, tested, and reviewed before becoming part of the AI system.

Gap taxonomy

Gaps are categorized before they are grouped.

A deterministic taxonomy creates consistent signal before any later clustering groups repeated gaps.

Missing analyst tool

Missing selector or service coverage

Missing report metric

Missing dashboard card

Missing document or lease context

Missing education or documentation

From gap to new analyst tool

New AI coverage must be built, tested, and reviewed.

Repeated gaps can reveal a missing product capability, but they still require deliberate implementation.

A new analyst tool for a supported question type.

A selector that safely exposes an existing record view.

A report or dashboard card that makes repeated analysis easier.

A documentation page when the question is educational rather than computational.

Why this is safer

The Gap Tool improves coverage without letting the AI guess.

Free-form AI often tries to be helpful by filling gaps. EstateIQ's approach keeps missing coverage visible instead.

Safety boundary

A gap is not an answer.

New coverage must be implemented, tested, and reviewed before becoming part of the AI system. Until then, the unsupported question remains a gap, not a model-generated financial conclusion.

Next topic

See why financial truth stays upstream of AI.

Financial Truth