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Market intelligence

Market notes for founders who do not want to build blind.

Snapshots, launch patterns, and competitive reads pulled from real data.

Find more startups without starting over
August 1, 20262 min read

Find more startups without starting over

Continue your startup competitor research, keep every result you found, and see what each new search round adds.

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I improved Find Similar Startups: search by company name and see which competitors matter
July 24, 20266 min read

I improved Find Similar Startups: search by company name and see which competitors matter

Enter a company name, URL, or startup idea to find similar startups and see which competitors are major, established, or emerging.

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Does your app idea already exist? Check before you build
July 25, 20266 min read

Does your app idea already exist? Check before you build

Learn how to check whether your app idea already exists, find similar startups, and use competitors to sharpen what you build next.

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I analyzed 3,826 Product Hunt launches. The market is trying to make work disappear.
May 18, 20268 min read

I analyzed 3,826 Product Hunt launches. The market is trying to make work disappear.

Product Hunt API data from 3,826 launches shows a week where launch attention was brutally concentrated, and 757 high/medium-confidence launches clustered around one promise: make work disappear.

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Vibe coding made launching easier. It did not make distribution easier.
May 14, 20265 min read

Vibe coding made launching easier. It did not make distribution easier.

Product Hunt API data from 2023-01 to 2026-05 shows launch volume rising after Karpathy's vibe coding moment, but more products also means more competitors.

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Product Hunt weekly launch analysis: 3,913 products in 2026-W19
May 14, 20265 min read

Product Hunt weekly launch analysis: 3,913 products in 2026-W19

A Product Hunt launch analysis using API data from 3,913 launches, showing what Product Hunt AI, developer tools, and crowded markets mean for founders before they launch.

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