See how the market will react before you ship.
Describe your product idea. DNE Insights scans Reddit discussions, app reviews, competitors, and category demand. Then a market research analyst reviews and verifies your report before you receive it.
Human intervention on every report
This is not another AI SaaS. Software gathers the market signals; a trained analyst signs off before anything reaches you.
Not an AI SaaS · Human analyst on every report · No credit card required
We are registering with the applicable regulations and regulatory bodies. We take responsibility for your data, and every client relationship includes a contract that reflects that.
Live market scan
Reflecta · AI Journaling
Demand
Competition
Sentiment fit
Trust risk
Recommendation
Strong demand tailwind. Differentiate on privacy positioning before competitors close the gap.
The problem
You're guessing. The market isn't.
Most founders validate ideas with gut feel, a few Twitter polls, or hours of manual Reddit scrolling. By the time you spot the real objections like privacy backlash, crowded competitors, or the wrong audience, you've already built the wrong thing.
DNE Insights replaces guesswork with structured market intelligence
What are people actually saying in communities and reviews?
Who already owns this space?
Does your positioning create trust or trigger skepticism?
What should you change before writing a single line of production code?
How it works
From idea to verified market report in four steps
Market validation that works like a product dashboard, not a research report.
Describe your concept
Tell us what you're building in plain language. Confirm the features you want to test and the audience you're targeting. We structure your idea into a scan-ready product config.
What concept are you evaluating?
Describe, confirm features, select audience
Scan the market
DNE Insights searches the open web for relevant signals: community threads, app store reviews, competitor pages, category trends, and market news. Every scan is tuned to your concept, not generic industry noise.
Market response
What people are saying
Real conversations and reviews from your product space
Opportunities
Privacy-first positioning resonates strongly in community discussions
Daily prompts + streak tracking is the killer combo users want
Risks
AI companion framing triggers trust backlash in wellness category
Crowded space. Differentiation on offline mode is critical
Analyst verifies your report
Before your report goes live, a market research professional reviews the findings, checking sources, sharpening recommendations, and flagging anything the model missed. You get an analyst-verified report, not raw AI output.
Human review
Analyst verification
Market research professional reviewing your scan…
Iterate with evidence
Open your dashboard. See scores, citations, competitors, and recommended moves. Tweak positioning or features, save a new version, and watch how the market response changes.
Every published report carries an analyst verified badge, so you know a real person reviewed it before delivery.
Iteration history
Analyst verifiedClick a version to load it into the workspace.
Change impact
Privacy-first positioning improves sentiment fit by +16 points.
Not another AI SaaS.
Every report gets human review.
DNE Insights is market decision intelligence with mandatory analyst verification. Our software scans the market; a market research professional reviews every report before it is published to you. No instant AI dump. No chatbot wrapper.
Step 1
AI gathers the signals
Our pipeline scans Reddit, reviews, competitors, and trends, ranked for relevance to your concept.
Step 2
An analyst reviews your report
A market research professional checks the findings, sharpens recommendations, and flags anything the model missed.
Step 3
You get a verified report
Every published scan carries an analyst-verified badge: insights you can trust in a pitch, not raw AI output.
The difference is the human sign-off
Most AI tools ship output the moment you hit submit. We do not. Every published scan report carries an analyst verified badge because a real person reviewed the findings, checked the sources, and approved the recommendations before delivery.
What you get
Market intelligence with receipts
Software scans the market. A human analyst verifies every report. Built for founders who want cited research, not another AI tool.
Analyst-verified reports
Every scan is reviewed by a market research professional before delivery, not just AI output. Look for the verified badge on your report.
Concept intake
Three-step onboarding: describe your idea, confirm features, select audience. No spreadsheets.
Live validation dashboard
Edit positioning, pricing, features, and audience in real time. See how signals shift as you iterate.
Market response panel
Community discussions, app reviews, and competitor breakdown, filtered for relevance to your concept.
Explainable validation score
A single 0–100 score built from demand, competition, sentiment fit, and trust risk, with the math visible.
Opportunities & risks
Concrete signal cards sourced from real market evidence, not generic startup advice.
Version history
Save V1, V2, V3 and compare iterations. See what changed and why the score moved.
Competitor-informed scans
We discover who you're really competing with first, then search for how people talk about them.
Cited insights
Every important claim links back to a source. Trust what you read; verify what you share.
What makes it different
Not another AI SaaS
Typical AI tools automate everything and ship instantly. We add a human analyst between the scan and your report.
Who it's for
Built for people who ship
and can't afford to ship the wrong thing
Indie founders
Validate before quitting your day job or burning runway
Solo marketers
Test positioning and messaging without a research agency
Product managers
Pressure-test feature bets and audience fit early
Agencies & studios
Run fast concept checks for client pitches and discovery
“I would've killed the AI companion angle weeks earlier if I'd seen the Reddit sentiment first.”
“Finally, validation with links I can actually put in a pitch deck.”
What founders use it for
Pre-build validation
"Should I build this AI journaling app, or is the market too skeptical about AI companions?"
Positioning tests
"Privacy-first journal vs. AI emotional coach: which resonates?"
Audience fit
"Self-improvement users vs. therapy seekers: where's the trust risk lower?"
Feature prioritization
"Does adding offline mode materially improve sentiment?"
Pitch prep
"I need cited market signals for my deck, not vibes."
Used by founders validating: SaaS · Consumer apps · Digital wellness · AI tools · B2C products
Pricing
Simple pricing for early builders
Early access
For solo founders: real market scans, not a toy demo.
- Analyst-verified reports on every scan
- Real market scans with cited insights
- Explainable validation scores
- Version comparison (V1, V2, V3)
- Early-access pricing locked in
- Priority onboarding
Final pricing announced at launch. No charge to join the waitlist.
Join the waitlistFAQ
Common questions
A market decision intelligence tool for founders and marketers. You describe a product concept; we analyze how the market might respond using community discussions, reviews, competitors, and category signals, then help you iterate.