Search less. Discover more.The next unicorn is hidden in today's signals.Ideas are everywhere. Opportunities are rare.The future belongs to those who build before everyone else sees it.Great products begin with evidence, not assumptions.Every breakthrough starts as an overlooked opportunity.Innovation happens where technology meets unmet demand.Don't chase trends. Discover them first.Build what the future demands — not what the market already has.Every great startup starts with one validated opportunity.

Evidence-backed opportunity engine

Find the product worth building before the world does.

AI Product Opportunity continuously analyzes open-source innovation, AI research, developer communities, and market signals to uncover validated product opportunities — so you spend less time searching and more time building.

Start discovering — free See what's trending

opportunities tracked: 2,000+
evidence items: 8,300+
domains: 44

Live · today's top opportunity

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20 cited evidence itemsUnlock analysis →

The difference

Stop researching. Start discovering.

What finding your next product looks like — before and after.

The old grind

With AI Product Opportunity

Six weeks of tab-hoarding market research

Six minutes on one dashboard

A hundred open tabs and a gut feeling

One leaderboard, every claim cited

Betting the roadmap on a hunch

Scores built from verified evidence

Another “genius idea” at 2 a.m.

Opportunities validated before you commit

Build first, pray later

Validate first, build with conviction

A PDF report that ages in a week

Living intelligence that updates every run

Why most products miss

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

How it works

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.

The scoring formula

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 three dimensions, 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 — so unproven claims can never carry an opportunity to the top of a leaderboard. Popularity metrics like GitHub stars never enter the score.

2,000+

product opportunities tracked

8,300+

evidence items analyzed

innovation domains

signal sources monitored

Coverage

44 business domains, continuously refreshed

Software DevelopmentDevOps & Platform EngineeringCloud & InfrastructureCybersecurityObservability & SREIT Operations (AIOps)Data EngineeringAI/ML & MLOpsTesting & QAProduct ManagementSalesMarketingCustomer SupportHuman ResourcesFinance & AccountingLegal & ComplianceHealthcarePharmaceuticals & Life SciencesInsuranceBanking & FinTechRetail & E-commerceSupply Chain & LogisticsManufacturingReal EstateConstructionEducationGovernment & Public SectorEnergy & UtilitiesTelecommunicationsAgricultureMedia & EntertainmentTravel & HospitalityAutomotive & MobilityRobotics & Industrial AutomationSmart Cities & IoTClimate & SustainabilityProcurement & Vendor ManagementKnowledge ManagementCollaboration & ProductivityCreator EconomyAtlassian Marketplace AppsCursor Ecosystem AppsClaude & MCP Ecosystem AppsGaming

Pricing

Simple plans

Free

Browse leaderboards across 2 domains — opportunities scored up to 35 (early-access boost, back to 30 on Jul 22).

Personal

$25/mo

6 domains and full analysis on every opportunity scored up to 70.

Pro

$40/mo

Everything: 12 domains, no score ceiling, deep research and MVP build prompts.

Compare plans in detail →

Ideas are everywhere. Opportunities are rare.

Free to start — browse evidence-backed product opportunities in minutes, no credit card required.

Start discovering

Curious how the engine works? About AI Product Opportunity