Stop guessing what to build.
Discover and validate AI product opportunities using real customer pain, competitive signals, and evidence you can inspect.
- opportunities tracked
- 3,300+ opportunities tracked
- evidence items
- 16,000+ evidence items
- domains
- 44 domains
Shopify AI Knowledge Base & Deflection Suite
MCPAuth Shield – Enterprise SSO Gateway for Langfuse MCP
Zone Occupancy AI: Space Utilization Intelligence for Warehouses
BatchVision: GPU-Optimized Batch Inference Slicer for Industrial Vision Pipelines
Shopify Email Revenue Booster
ActionSync – AI Meeting to Ticket Automation
SheetCRM: AI-Powered Sales Tracking Spreadsheet
Automated Invoice Collections with AI
WhatsApp Sales CRM for SMBs
Voice2Pipeline: AI Call Transcription & Intake Agent for Real Estate CRM
Stop researching. Start discovering.
What finding your next product looks like — before and after.
The old grind
- Six weeks of tab-hoarding market research
- A hundred open tabs and a gut feeling
- Betting the roadmap on a hunch
- Another “genius idea” at 2 a.m.
- Build first, pray later
- A PDF report that ages in a week
With AI Product Opportunity
- Six minutes on one dashboard
- One leaderboard, every claim cited
- Scores built from verified evidence
- Opportunities validated before you commit
- Validate first, build with conviction
- Living intelligence that updates every run
Most founders fail because…
- They build products nobody wants
- They discover trends too late
- They spend weeks researching
- They copy existing startups
We solve this by…
- Finding emerging technologies
- Validating market demand
- Ranking opportunities by evidence
- Generating implementation plans
Find. Validate. Build. Monitor.
Find
Discover product opportunities hidden inside open-source projects and research.
Validate
Every opportunity is backed by research, market signals, and competitive analysis.
Build
Generate an AI-ready MVP build prompt in one click.
Monitor
Get notified when an opportunity you watch evolves.
What happens on every discovery run
Signals from 15 evidence sources travel the same six stages — nothing reaches a leaderboard without surviving all of them.
- 1
Discover
Sweep 15 evidence sources for fresh signals
- 2
Gate
Keep only AI-product-shaped candidates
- 3
Pain point
Extract the underlying problem being described
- 4
Ideate
Draft a product answer to that pain
- 5
Score
Challenge it, then score: 16 dimensions, 4 pillars, evidence-capped
- 6
Rank
Compete for a top-100 leaderboard slot
- 1
Discover
Sweep 15 evidence sources for fresh signals
- 2
Gate
Keep only AI-product-shaped candidates
- 3
Pain point
Extract the underlying problem being described
- 4
Ideate
Draft a product answer to that pain
- 5
Score
Challenge it, then score: 16 dimensions, 4 pillars, evidence-capped
- 6
Rank
Compete for a top-100 leaderboard slot
How we evaluate every opportunity
We don't generate random startup ideas — every score traces back to sources you can click. Each product opportunity is scored 0–100 on four weighted pillars, and each pillar is the mean of four dimensions — sixteen in all — scored against cited evidence pulled from GitHub, Hacker News, Reddit, arXiv, Product Hunt and the open web.
Demand
30%Is the pain real, frequent and severe — with people saying so in public?
Monetization
30%Will someone pay? Budget owners, comparable products, pricing headroom.
Buildability
20%Can a small team ship it with today's models, data and open tooling?
Openness
20%Is the space still open — or already locked up by entrenched incumbents?
The honesty rule: any dimension without verified evidence is capped at 6/10, and a URL only lifts that cap for the claims its kind of evidence can actually prove — so unproven claims can never carry an opportunity to the top of a leaderboard. Popularity metrics like GitHub stars never enter the score.
Put a whole domain on one chart
A ranked list tells you the order. It does not tell you which opportunity is cheap to build, which one is worth the most, or which one is defensible — and those are different questions with different answers.
Compare plots any two of 36 axes against each other across one domain or several, with bubble size and colour carrying two more. The default is the effort-versus-score quadrant every PM already reasons in — quick wins, big bets, fill-ins, money pits — split on the medians of the ideas you selected, not an arbitrary threshold.
Effort (proxy) — lower is better × Score — 1/3
Filled = has a PM one-pager · hollow = none yet · triangle = marketplace plugin · bubble area = Year-1 ARR (mid).
Quality
Score, the four pillars, all 16 scored dimensions, and evidence integrity — how much of a score is actually proven rather than assumed.
Economics
Weeks to MVP, build cost, year-one ARR, ROI, payback months, LTV/CAC, market size, moat strength, competitor count.
Momentum
Evidence count, times rediscovered, and 7- or 30-day score movement.
Missing estimates are left unplotted rather than drawn as zero — an idea with no revenue estimate is not an idea worth nothing, and a chart that quietly conflates the two is worse than no chart. Every value is also in a data table beneath, so nothing is locked behind the picture.
Open the compare view → (free account — 2 domains)
Trending now
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- 583Shopify Email Revenue Boostermarketing
Join free to see the full leaderboards — the top 100 opportunities in every domain.
44 business domains, continuously refreshed
Simple plans
Free
$0Explore the leaderboards and get a feel for the evidence-backed idea engine at no cost.
Most popularPersonal
$10 for 30 daysFull analysis on each domain's top opportunities, for indie builders hunting their next product.
Pro
$20 for 30 daysEverything unlocked — top-scored ideas, deep research and MVP prompts — for serious operators.
Curious how this works and who builds it? About AI Product Opportunity
Ideas are everywhere. Opportunities are rare.
Free to start — browse evidence-backed product opportunities in minutes, no credit card required.
Curious how the engine works? About AI Product Opportunity