Has your app idea already been built?
Describe your idea. DittoScout searches the market, finds the closest competitors, shows what their customers want, and reveals where the opportunity is still open.
Real competitors · Feature comparisons · Customer pain points · Market gaps
Don’t just ask whether your idea exists. Scout the market.
Idea input
“An app that scans restaurant receipts, identifies what each person ordered, and calculates exactly what everyone owes including tax and tip.”
BUILD DIFFERENT
Very similar products exist
Meaningful differentiation remains
Strong market coverage
Building first and researching later is expensive.
Founders often spend weeks building, assume the concept is unique, search only by exact keywords, miss differently branded competitors, and discover too late that another product already solves most of the problem.
DittoScout helps you investigate the market before you commit the time and money to building. It performs a repeatable market-investigation workflow — not merely an opinion about whether an idea is “good.”
More than an AI answer.
A general AI assistant can give you an opinion. DittoScout is designed to scout the market with structure and evidence.
Searches the market
Looks across enabled market sources for real competing products.
Finds semantic competitors
Surfaces products solving the same problem under different names.
Builds a competitor dataset
Turns scattered findings into a structured landscape.
Compares features
Shows overlap and where functionality diverges.
Mines customer feedback
Groups recurring complaints and feature requests where reviews are available.
Shows the evidence
Important conclusions retain source provenance.
Remembers your ideas
Saved Scouts become part of your personal idea portfolio.
Watches the market
ScoutWatch rescans the ideas you save and flags new competitors and important changes. Builder & Studio
Don’t just ask if your idea exists. Scout the market.
How close is your idea to what’s already out there?
The Ditto Score is a structured comparison — not an arbitrary vibe check.
It considers factors such as core problem similarity, feature overlap, target audience, workflow, platform, and business model.
Ditto Score: 82 / 100
Very similar products already exist.
Competition doesn’t mean the opportunity is gone.
A high Ditto Score can exist alongside a high Gap Score.
Similar products may already exist, but users may still be asking for features those products don’t provide.
Find where the market left room.
See exactly what competitors are missing.
GapMap helps you find areas worth investigating — instead of only telling you that competition exists.
| Feature | Your Idea | App A | App B | App C |
|---|---|---|---|---|
| Receipt scanning | ✓ | ✓ | ✓ | ✓ |
| Automatic item recognition | ✓ | ✓ | ✓ | — |
| Person assignment | ✓ | ✓ | — | — |
| Direct payment | ✓ | — | — | ✓ |
| Shared group history | ✓ | — | — | — |
Opportunity detected
Shared group history appears underserved among the closest competitors. Example
Learn from competitors’ unhappy customers.
Where review data is available, DittoScout can group repeated complaints and requests.
Use those signals to spot product weaknesses, missing features, pricing objections, UX issues, integration requests, and reliability problems.
Sample demo clusters below — not live research results.
Example · 1,247 competitor reviews analyzed
Closest Ditto · Example
Closest match product
91% MatchIllustrative competitor card for a receipt-splitting workflow.
What overlaps
✓ Receipt scanning · ✓ Item recognition · ✓ Tax and tip calculation
What remains different
— Shared dining groups · — Automated settlement · — Loyalty integrations
Meet the product most like your idea.
Closest Ditto makes competitive differentiation immediately understandable — overlap, differences, platform, and sources when available.
“We didn’t find it” is not the same as “it doesn’t exist.”
Evidence Confidence separately evaluates how much useful market evidence DittoScout collected. Incomplete coverage is called out so you can treat a Scout as preliminary when needed.
Know what is fact, estimate, and interpretation.
DittoScout should never silently present an inference as fact.
Verified
Directly supported by a product page, store listing, source record, or other primary evidence.
Estimated
Third-party market estimates such as estimated downloads or consumer revenue.
Inferred
DittoScout’s interpretation based on available evidence — labeled as such.
No competitors can be good news — or bad news.
Greenfield
Few competitors · Strong demand signals · Visible workarounds · Repeated user pain
Potential opportunity
Dead Zone
Few competitors · Weak demand · Little discussion · Weak monetization signals
Low competition may simply mean low demand
DittoScout helps distinguish whitespace from absence of interest.
End with a decision, not a pile of research.
Scout Verdict is a decision aid — not a guarantee of business success.
BUILD
Strong opportunity with manageable competition.
BUILD DIFFERENT
The market exists, but meaningful differentiation is still possible.
VALIDATE FIRST
Promising signals, but more evidence is needed.
CROWDED
Strong competitors and limited obvious whitespace.
SKIP
Very high overlap with limited differentiation opportunity.
Compare all your ideas in one place.
Saved Scouts become an idea portfolio. BuildRank helps you see which idea deserves attention first.
| Idea | Ditto | Gap | Confidence | Verdict |
|---|---|---|---|---|
| Receipt AI | 82 | 87 | 94 | BUILD DIFFERENT |
| HOA Analyzer | 48 | 91 | 82 | BUILD |
| History Daily | 94 | 38 | 97 | SKIP |
| Auction Intelligence | 61 | 78 | 88 | VALIDATE |
Example portfolio data for illustration.
Your competition doesn’t stop moving after your first search.
ScoutWatch rescans the ideas you save and surfaces new competitors and important market changes.
Example alert
New Ditto Detected
A new product launched with 81% similarity to your saved idea.
New overlap: AI document analysis, obligation extraction, deadline reminders
Still missing: state-specific analysis, negotiation support, shared workspace
Builder rescans monthly and covers up to 10 ideas. Studio rescans weekly and covers up to 40. ScoutWatch is not available on the Free plan.
How it works
Describe
Tell DittoScout what you’re considering building.
Scout
Search enabled market sources.
Compare
Rank and analyze similar products.
Discover
Surface feature gaps and customer pain.
Decide
Get the Scout Verdict and evidence.
Coverage, carefully stated
DittoScout searches across multiple market sources to identify relevant competing products. It does not claim to find every product that exists.
Pay for research when you need it.
Buy a Scout outright, or subscribe when you want the market watched for you. Pricing shown for planning; live checkout arrives with public access.
Free
- 1 Quick Scout per month
- Ditto Score
- Gap Score preview
- Evidence Confidence
- Top competitors
- Limited GapMap
Builder
Or $190 a year — about 17% off.
- 3 DeepScout credits each month
- 15 Quick Scouts each month
- Up to 10 ScoutWatch ideas, rescanned monthly
- What Changed reports
- Idea Portfolio & BuildRank
- PDF exports
Studio
Or $790 a year — about 17% off.
- 15 DeepScout credits each month
- 60 Quick Scouts each month
- Up to 40 ScoutWatch ideas on a weekly rescan
- Priority processing
- Extended history
- For agencies and studios
No subscription? Buy Scouts outright.
A single DeepScout is $9.99. Packs bring the rate down: $39.99 for 5 ($8.00 each) or $99.99 for 15 ($6.67 each).
Built for people who scout a few ideas a year rather than every month.
How credits expire
Credits you buy are yours forever. A DeepScout credit from a single purchase or a pack never expires.
Credits included with a subscription last while you are subscribed, plus a three-month rollover window after that. Subscription credits are spent first, so your purchased credits stay untouched until they are the only ones left.
Your ideas stay private.
Private by default. No public idea feed. No public sharing without your action. Your reports stay in your account workspace. We don’t make extra technical privacy claims beyond what’s implemented.
DittoScout does not guarantee business success, market share, revenue, uniqueness, or complete market coverage. Findings are based on sources searched and may include verified, estimated, or inferred information — labeled accordingly where shown.
Before you build it, scout it.
Find the competitors. Find the gaps. Make the decision with evidence.
Find what's built. Discover what's missing. · Built by MadMooze