97 Signals

AI-Powered Idea Validation From Social Proof

Automatically mine Reddit, forums, and communities to validate startup ideas with real user pain points before you write a single line of code.

Added Mar 28, 2026

Finding and validating ideas before building

Startup Tools

Market Research

Product Management

Opportunity score

Medium opportunity (50%)

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The Problem

Founders and indie hackers waste weeks or months building products nobody wants because they skip proper idea validation. Manual customer discovery — digging through Reddit threads, analyzing competitors, identifying paying segments — is tedious, unstructured, and easy to get wrong. Even when founders do talk to users, they often listen to the wrong (most vocal) ones, leading to misguided product decisions.

Potential Solution

An AI agent that continuously crawls Reddit and online communities to surface validated pain points, cluster real user complaints into opportunity themes, and score ideas by demand signals like frequency, intensity, and willingness to pay. It replaces months of manual scrolling and subjective gut-checks with structured, data-backed validation reports founders can act on before committing to building.

Why Now?

The explosion of solo founders and AI-assisted development means more people can build faster than ever — but idea selection remains the bottleneck. Simultaneously, LLMs have made it feasible to parse, cluster, and summarize unstructured community discussions at scale for the first time.

Market validation

Search demand

Trend snapshot pending

Competition

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Showing 1-20 of 97 signals

Apple App StoreSep 11, 2026

More Extraction, Less Reddit This is a 1 star product until Reddit backs off their current trajectory. Reddit keeps making the product worse in the name of extraction. The current “For You / Following” experiment is another example of many. I deliberately chose the communities I wanted to follow. Reddit is now pushing algorithmic discovery in their feed experience alongside more AI, shopping (arguably ad-ware), recommendations and other engagement focused “features” that degra

RedditSep 10, 2026

r/micro_saas

Drop Your SaaS - I’ll Find Your Potential Customers

Drop your SaaS below 👇 I’ll give you a report with conversations where your potential customers are already engaged right now. You can jump into those conversations, talk to relevant people, and potentially turn them into users/customers.

Apple App StoreSep 3, 2026

The internet’s last bastion of unfiltered, crowdsourced truth Most platforms force you into an algorithm-driven bubble, but Reddit operates on its own pedestal. It is less of a traditional social network and more of a massive, decentralized library of human experience.Whether you have a hyper-specific technical question or want to explore an obscure hobby, there is a community (subreddit) dedicated to it. The real value lies in the raw, unpolished nature of the discussions. In

RedditSep 1, 2026

r/SelfPromotionYouTube

VibeGenie Review: Turn Real Market Problems Into Strong Software Ideas and a Clear Build Plan

Building software has never been more accessible. With modern AI tools and vibe-coding platforms, a motivated creator can turn an idea into a working product faster than ever. But easier development has created a new challenge: if almost anyone can build software, how do you decide what is actually worth building? [Get Started Today](4dimearts.com/.../VibeGenie-ReviewRD) That is the problem VibeGenie is designed to solve. Instead of asking you to stare at a blank screen, guess what customers might want, or copy a product that already exists, VibeGenie helps you begin with real problems in a chosen market. It brings together a specialist AI venture team that researches opportunities, develops product concepts, compares the possibilities, and creates a practical plan for the idea you choose. This VibeGenie Review looks at the platform's core approach, its AI specialists, and the ways entrepreneurs, agencies, consultants, and first-time software creators can use it to move from uncertainty to a focused product direction. Why Product Research Matters Many software projects begin with enthusiasm but no reliable evidence that the intended customer needs the product. A creator thinks of an interesting feature, starts building, and only later tries to find an audience. Even a polished product may struggle when the original idea was not tied to an urgent or repeated market problem. VibeGenie reverses that sequence. It starts by looking for common frustrations, slow processes, repetitive tasks, unmet needs, and gaps in existing solutions. The goal is to identify a problem people already recognize before investing time in a solution. That research-first approach is what makes VibeGenie exciting. It does not merely generate random app ideas. It guides you from market demand to a product opportunity, then helps you select a direction and plan the build. ...

Job adsAug 30, 2026

amazon

Principal PM-T, Seller GenAI Initiatives, Amazon Business

Our 3P sellers face unique challenges: many are unaware of the business customers they serve; B2B features are often disconnected from familiar workflows, and sellers of different sizes and sophistication levels need different levels of support. You will lead the charge in transforming this experience through intelligent, AI-powered solutions that make B2B selling accessible to any seller while helping them identify and capture high-value opportunities.

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Reddit discussions

See the original problems, requests, and conversations.

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App reviews

Read real customer complaints and feature requests.

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Job ads

See which companies and roles are investing in this problem.

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