Know if your idea is worth building. Before you build it.
We analyze every competitor that tried what you're planning, including the ones that failed, and tell you what they got wrong, what's still open, and whether the timing is right.
Built on live data from Crunchbase, Reddit, Google Trends, App Store, and 8 other sources.
This is what 60 seconds looks like.
A real report we generated for a real idea submitted by a founder last week. Every number is sourced. Every recommendation is tied to a specific signal.
TherapyScribe AI
An AI-powered clinical note generator for therapists that automatically drafts SOAP notes from session recordings, reducing admin time by 60%.
Market Reality
Strong market demand with clear therapist pain points. Competition exists but leaves significant gaps in group therapy and indie pricing. Timing favors entry post-HIPAA AI compliance wave.
12 active players, 3 well-funded, niche gaps remain
47% YoY search growth · therapist burnout signals
Well-defined ICP: independent therapists, $80–200k rev
Avg $32–48/mo subscription, low churn observed
Reddit + therapist directories underused channels
HIPAA-grade AI scribe market opened post-2024
$2.1M
$2.8M
$48M
HIPAA compliance failures killed 3 competitors in 2024
Source: r/therapists · 162 mentions
Insurance integration is the #1 unmet ask (54% of threads)
Source: r/therapists, r/socialwork
iOS-only launch will cut TAM by 38% (Android dominance in mental health)
Source: App Annie · 2025
Don't compete head-on with Eleos at the enterprise tier
Source: Crunchbase: $48M raised, 3 hospital partnerships
Lead with group therapy note automation, 0 dedicated competitors
Source: Reddit r/therapists · 89 unmet-need mentions
Price at $39/mo, below indie willingness-to-pay ceiling of $52
Source: BambooHR survey 2025 · n=412 indie therapists
Why not just ask ChatGPT?
Same idea, same prompt. Here's what you get.
"Validate this idea: AI scribe for independent therapists."
This is a promising market, mental health tech is growing rapidly, and AI scribes can save therapists significant administrative time.
Key competitors include:
- •Mentalyc, likely raised around $5M with strong adoptionInvented
- •Several other players in the transcription spaceVague
Recommendations:
- •Focus on user experience and differentiationGeneric
- •Make sure to comply with HIPAANo source
- •Consider pricing competitivelyGeneric
Overall, this idea has potential but will require careful execution.
Verified competitors
- Mentalyc · $2.1MCrunchbaseCited
- Eleos Health · $48MCrunchbaseCited
Community signal
Acquisition cost
Specific recommendation
ChatGPT tells you what might be true. MarketFit tells you what is.
We track every prediction we make.
Here are a couple of ideas we scored in Q1 2026. Here's where each one is today, including the ones we got wrong.
| Idea | Score | Date | Status today | Outcome | |
|---|---|---|---|---|---|
| AI meal planner for PCOS | 8.4Jan 2026Launched · 12K users | ||||
| Blockchain loyalty for coffee shops | 3.1Jan 2026Abandoned | ||||
| B2B virtual event analytics | 7.8Feb 2026Raised $800K seed | ||||
| Voice-only social for podcasters | 3.2Feb 2026Live · 4.2K MAU | ||||
| Pilates form-correction app | 8.4Feb 2026Live · App Store top 50 | ||||
| Carbon-tracking SMB card | 5.1Mar 2026Pivoted to expense reports | ||||
| Async standup tool for engineering teams | 4.6Mar 2026Acquired by Linear | ||||
| AI scribe for independent therapists | 7.2Mar 2026In private beta · 340 paying | ||||
How we build your intelligence briefing
Not a chatbot. Not a template. A multi-source analysis engine that cross-references real market data to surface what others miss.
Data Collection
Automated intelligence gathering
Competitor Mapping
Deep historical analysis
Pattern Recognition
Cross-referencing & synthesis
Intelligence Briefing
Actionable strategic output
What competitors got wrong
We study failures so you don't repeat them. Every analysis includes pattern-matched failure data from companies that burned through capital on the same thesis.
Quibi
DeadStreaming · Mobile-only
Timing + distribution > capital. $1.75B couldn't overcome a fundamental market-timing error.
Juicero
DeadHardware · D2C · Health
Reddit & Twitter flagged the value gap 8 months before Bloomberg. Community data predicted the collapse.
Vine
Shut downSocial · Video · UGC
200M users wasn't enough. Creator retention signals collapsed 18 months before shutdown.
Every MarketFit analysis includes failure pattern matching , so you see the landmines before you step on them.
Every insight is backed by real data
We don't generate opinions, we synthesize intelligence from 12+ premium data providers, updated in real-time.
Market Intelligence
Competitive landscape & funding signals
Search demand & seasonal patterns
Traffic estimation & digital benchmarks
Funding rounds, exits & competitor history
Product & App Data
Rankings, reviews & feature analysis
Product rankings & review sentiment
iOS app performance & ratings
Android metrics & growth signals
Community & Sentiment
Real conversations, real demand signals
Subreddit discussions & pain points
Real-time social sentiment tracking
Industry news & timing signals
Advertising Intelligence
CPC, ad spend & competitor ad strategy
CPC benchmarks & keyword costs
Competitor ad creative & spend
SEO authority & PPC competitive data
Stop guessing. Start with data.
Run one intelligence briefing on your idea. Decide in 60 seconds whether it's worth the next 6 months of your life.