Market intelligence from real conversations

We track real
user pain.

16 sources. 11,000+ posts scanned daily. Only signals with cross platform evidence, real workarounds, and dollar amounts survive.

We scan these. Every 6 hours.

RedditProduct HuntHacker NewsStack ExchangeDev.toDiscourseGitHubMastodonLemmyTrustpilotTrustRadiusShopify AppsPlay StoreAppSumoApp StoreCFPBRedditProduct HuntHacker NewsStack ExchangeDev.toDiscourseGitHubMastodonLemmyTrustpilotTrustRadiusShopify AppsPlay StoreAppSumoApp StoreCFPB

This is what we actually produce.

Signals that passed. Signals that did not. We show both because this is how trust works.

✓ PassedDaily · Apr 3
63/100

Remote payroll admins overpay $400/mo because Wise and Deel mis calculate FX and fees on every contractor payment.

“Fees on 12 payments a month are adding up fast.” Another person said, “Spending close to $400/month just on transfer fees and FX spread.”

RedditTrustpilot3 people2 platforms
✓ PassedDaily · Apr 3
59/100

Finance teams manually match SaaS charges to bank statements because corporate cards bundle all spend.

“I export CSV from Stripe, then manually match each line to our bank feed.” Another person said it takes 2 to 3 hours every month end.

App StoreReddit3 people2 platforms
✓ PassedWeekly · Mar 30
75/100

Freelancers abandon Deel and Stripe because monthly SaaS fees never match their invoice and reconciliation workflow.

“Built a business dashboard for freelancers inside one HTML file, with no subscriptions, no login, and offline access.”

RedditTrustpilotApp Store3 platforms
✗ RejectedDaily · Apr 3
31/100

Airbnb guests cannot get timely help or refunds for substandard stays.

Rejected: review only signal. The complaints mention tools but do not describe a real workflow problem. All quotes came from one platform.

App Store only1 platform
✗ FilteredDaily · Apr 2

HVAC technician says coil maintenance is “a pain in the ass to service.”

Filtered: physical trade labor, not a software workflow problem. Actor matched the non software blocklist.

RedditNon-software filter
✗ Too thinWeekly · Mar 30
22/100

Shopify store owner says Google integration silently drops 70% of product listings after sync.

Discarded: only 1 person reported this. Minimum cluster size is 3 events across 2+ platforms.

Reddit1 person1 platform

Sometimes there are
no signals today.

Our gates are strict. Most clusters fail scoring. Some days, nothing passes, and we tell you that instead of padding the report.

When we ship a system update that affects signal quality, we note it. When we change a filter threshold, you will know. No silent changes.

Every signal shows its score, evidence, source platforms, and why it passed. Every rejected signal explains why it failed.

──────────────────────────────
[ANALYZER] 2026-04-03 02:44 UTC
──────────────────────────────

Items loaded         2,336
Pain flagged          538 (−77%)
Events extracted      113 (−62%)
After actor filter     70 (−38%)
Clusters formed        3 (−94%)

✓ PASS  Contractor payroll 63/100
✓ PASS  SaaS reconciliation 59/100
✗ FAIL  Airbnb complaints review only

→ 2 signals delivered
→ 2,334 items rejected

Six stages. Most content does not survive.

01 Source ingestion

We scan 16 public sources every 6 hours and normalize the raw content into one stream.

02 Pain extraction

AI isolates complaints, frustrations, workaround behavior, and switching intent. Vague content gets removed.

03 Cross platform clustering

Pain events are grouped when multiple people describe the same problem across different platforms.

04 Scoring and gating

Each cluster is scored on volume, recurrence, workaround behavior, economic signals, and platform spread.

05 Signal construction

Surviving clusters become structured signals with the problem, the quotes, the workarounds, and the opportunity angle.

06 Delivery

Right now the best path is a live demo. We walk you through the product and show how the reports look in practice.

Start with a demo.

We are opening access carefully. Book a demo and we will walk you through the current product and the right plan.

Starter

$0

Best for understanding the product and seeing how the reports are structured.

  • Email based demo scheduling
  • Product walkthrough
  • Report structure preview
  • Early access updates

Common questions

What exactly is a signal?
A signal is a recurring pain pattern found across multiple platforms. It includes the problem, who has it, what tools are involved, what workarounds they use, and real user quotes as evidence.
What happens in the demo?
We will walk through the product, show how the reports look, explain what is live today, and answer questions about fit.
Why book a demo first?
The product is moving quickly right now. A demo is the fastest way to show the real workflow and make sure expectations are clear.
Do you still scrape live sources?
Yes. The backend pipeline still runs across public sources. The demo path is only about making the front end conversion flow simpler right now.

Want to see the product live?