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It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).

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Hard Look

System for assessing the viability of your proposed project

Design Tools
Analytics
Artificial Intelligence
Visit WebsiteSee on Product Hunt

Hunted bylukin Augustuslukin Augustus

Hard Look subjects your business plan to simultaneous scrutiny by 13 domain-specific AI experts — from strategy and economics to tech feasibility and legal — before you commit capital. Each evaluation runs a structured multi-phase pipeline: independent scoring, cross-domain debate, integrated report. Output: 0–100 scores per domain, blind spots ranked by severity, calibrated operational suggestions. Its outputs are distinct from other AI models like GPT.

Top comment

I believe inspiration can strike anyone, anywhere and at any time. This project is designed to help creators verify whether their ideas are viable.

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About Hard Look on Product Hunt

System for assessing the viability of your proposed project

Hard Look was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #16 on the daily leaderboard. Hard Look subjects your business plan to simultaneous scrutiny by 13 domain-specific AI experts — from strategy and economics to tech feasibility and legal — before you commit capital. Each evaluation runs a structured multi-phase pipeline: independent scoring, cross-domain debate, integrated report. Output: 0–100 scores per domain, blind spots ranked by severity, calibrated operational suggestions. Its outputs are distinct from other AI models like GPT.

Hard Look was featured in Design Tools (260.6k followers), Analytics (172.2k followers) and Artificial Intelligence (470.6k followers) on Product Hunt. Together, these topics include over 151.9k products, making this a competitive space to launch in.

Who hunted Hard Look?

Hard Look was hunted by lukin Augustus. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

Want to see how Hard Look stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.