Building market intelligence from zero.
I built VisibleDoor to show how organic markets move. It connects search, website and company data.
Product view
Every decision keeps its evidence.
Product logic
Signals become reviewable conclusions.
Evidence
What supports it
Confidence
How strongly
Caveat
What could change
263
Versioned benchmark cases
24
Recorded evaluation runs
588
Results with provenance
37
Blindly relabelled real cases
Market model
Connect the entities behind search visibility.
Companies operate through locations and websites. They compete across topics and appear in changing search results. I modelled these relationships to compare entire markets.
Decision quality
Preserve the reasoning behind each result.
The backend preserves the source, confidence and caveats behind each result. Reviewers can trace every conclusion. They can also see what may change it.
AI delivery
Direct agents through benchmarks and quality gates.
I own the research, product logic, specifications and acceptance. Codex runs inside an isolated Docker harness with task-specific MCPs. Blind benchmarks guide model selection. Independent reviews, automated tests and manual comparisons verify each result.