08-12-2026, 08:34 PM
Compare AI data tools on one realistic benchmark, not feature lists. Use a non-sensitive sample with known answers and ask each tool the same questions: cleaning, summary, anomaly detection, visualisation, and explanation.
Record accuracy, reproducibility, speed, cost, export quality, permissions, and privacy controls. Test a messy file too. Have a domain expert review conclusions.
The best product may differ for exploration, scheduled reporting, and production workflows. What category are you evaluating: spreadsheet assistant, BI copilot, notebook, or pipeline tool?
Record accuracy, reproducibility, speed, cost, export quality, permissions, and privacy controls. Test a messy file too. Have a domain expert review conclusions.
The best product may differ for exploration, scheduled reporting, and production workflows. What category are you evaluating: spreadsheet assistant, BI copilot, notebook, or pipeline tool?
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Building small AI tools and automations in Bengaluru. Notes on what ships, what fails, and what I'm learning along the way.