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AISA Score™ - The AI Fluency Assessment

Measure, improve and prove AI fluency across your workforce

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AISA now measures AI fluency across your whole workforce. Every person has a 20 to 40 minute conversation with Aisa and gets an AISA AI Fluency Score™ from 0 to 100. Leaders see it in one dashboard: fluency tiers, a skill heatmap, team strengths and gaps, and where AI training should go first. Re-assess after training to prove what moved. Built on 3,000+ assessments, covering 93% of Anthropic's AI fluency markers. Individuals still take it free, with a full report and a LinkedIn certificate.

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PH · launched Oct 28, 2026 · 2 upvotes (top 23%)

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Could you build this?

Partial The chat-based assessment, scoring UI, and team dashboards are buildable with an LLM and standard charts. A credible 0–100 fluency score needs a validated rubric and psychometric calibration, which vibe coding does not supply.

What it would actually take: The app itself is a conversational interview flow using an LLM with a structured rubric, storing transcripts and scores, plus an admin dashboard with heatmaps and cohort views. The hard part is validity: a scoring model that is reliable, consistent across raters, and tied to observed skills, requiring psychometricians or assessment designers and calibration data from many respondents. Anti-gaming and bias testing also need expertise.

Competitors

Other products that read as similar to this one : 272 launches clear the similarity bar, closest 8 shown.

Attention rank: #34 of 273 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 357 days after the earliest competitor.

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