Problem Pilot – Find Profitable SaaS Ideas with AI is an AI-powered platform that analyzes Reddit discussions to uncover validated SaaS opportunities. It surfaces real software problems with assigned pain scores and provides data-backed insights on market demand. The tool is designed to help founders validate ideas before building, reducing guesswork and increasing the chances of product-market fit.
How to Use Problem Pilot
- Discover Communities – Get AI-powered subreddit suggestions based on your skills or browse communities where target users discuss their needs.
- AI Analysis – The AI processes thousands of Reddit discussions in seconds to identify recurring pain points.
- Review Insights – Problems are ranked by pain scores and community validation to highlight the most valuable opportunities.
- Find Opportunities – Identify promising SaaS ideas worth pursuing and validate them quickly.
See It In Action
Watch Problem Pilot In Action to see how quickly you can discover validated software problems with an interactive demo.
Pricing Plans
Simple, Transparent Pricing to fit different needs.
- Starter Plan (Best for indie makers): 40% OFF first month. $3 first month (then $5/mo). 250 monthly credits. Includes problem analysis credits refreshed monthly.
- Pro Plan (For serious entrepreneurs): 40% OFF first month. $9 first month (then $15/mo). 1,000 monthly credits. Includes advanced market analysis and custom problem filters.
How It Works
- Discover Communities: AI suggests relevant subreddits or lets you pick where users discuss needs.
- AI Analysis: The system processes thousands of Reddit discussions in seconds.
- Review Insights: Problems are ranked by pain scores and validation signals.
- Find Opportunities: Identify high-potential SaaS problems to solve.
Frequently Asked Questions
- How does Problem Pilot find SaaS ideas? It uses AI to analyze Reddit discussions, scoring problems by pain level, frequency, and market potential.
- Are there limits to AI suggestions? Yes, to ensure quality, AI-powered subreddit suggestions are limited to 10 requests per 30 minutes per user. If you hit the limit, we provide popular fallback suggestions.
- How accurate are the results? The tool analyzes real user conversations to surface market-validated problems; higher pain scores indicate stronger opportunities.
- Credits per analysis? Most subreddit analyses use 5-10 credits depending on size/depth. Starter includes 250 credits; Pro includes 1,000 credits.
- Can I cancel? Yes, anytime via account settings; access lasts through the current billing period.
- Is there a free trial? There is a free tier to try core functionality before upgrading.
What Makes a Good SaaS Problem
High pain scores, broad impact, and gaps in existing solutions. Problem Pilot helps identify these opportunities so you can build software people actually want to pay for.
Start Your Optimization Journey
Discover validated SaaS opportunities by analyzing real user discussions on Reddit with our AI-powered tool. Limited-time offer: 40% off your first month!
Core Features
- AI-driven discovery of SaaS problems from Reddit discussions
- Pain-score ranking and community validation for prioritization
- Subreddit suggestion engine tailored to skills and target users
- Instant, data-backed validation to de-risk idea selection
- Clear pricing tiers with monthly credit quotas for analyses
- Free tier to try core functionality before upgrading
- Simple sign-up and cancellation with transparent terms