ExcelDashboard AI Research
Research on Building Better AI Data Products
Research notes and product lessons from building AI systems that turn business data into trustworthy, editable reports.
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Reliable AI Reporting
Reliable AI ReportingBuilding the Data Reporting Agent
The Most Valuable Data in an AI Report May Be the Human Corrections
The strongest AI reporting agent may be the one that learns from each human correction, so the same lesson never has to be taught twice.
Yang Li
10 min read
Research archive
All research notes
Ongoing notes from the questions we encounter while building AI systems for business reporting.
03Reliable AI ReportingThe Most Valuable Data in an AI Report May Be the Human CorrectionsThe strongest AI reporting agent may be the one that learns from each human correction, so the same lesson never has to be taught twice.10 min read02Product LearningsWe Kept Making the Right Product Decisions. Somehow, They Added Up to a Bigger Problem.Every feature made sense on its own. Together, they made the product harder to understand, harder to maintain, and harder to steer.12 min read01Reliable AI ReportingGenerating AI Reports Is Easy. Trusting Them Is Hard.A polished report can still tell the wrong story. Notes from building ExcelDashboard AI on evidence, reasoning, and the gap between plausible explanations and reliable business reporting.6 min read
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