// sigatlas · monthly intelligence for builders

know what founders are actually struggling with.
every month.

We scan 12+ public web sources — developer communities, issue trackers, launch boards, review feeds, founder forums — for real pain signals, score them against your niche, and send you the top 20 in a monthly report.

no credit card · cancel anytime · $49/mo after

// what the data looks like

58 clusters. updated monthly.

Every bubble is a pain signal cluster. Bigger = more signals. Redder = higher urgency. Sign up free to explore all of them.

AI / LLM Tools1,378CI/CD Pipelines1,024Trades Paperwork391Auth & Identity306API Cost Control159

// 12 public sources · scanned monthly · de-duped across all of them

Community forumsTech communitiesIssue trackersQ&A platformsDev communitiesFediverse instancesFounder communitiesLaunch boardsPublic review feedsApp store review feedsIndustry trade forumsPublic status pages

We ingest public web content only. We respect robots.txt. We do not scrape private communities or buy datasets. Specific commercial platforms are aggregated into category feeds rather than named individually.

// what's in a report

this is what one report looks like.

Twenty of these every month. Scored against your stack, your niche, your budget. Every entry links to the actual source threads so you can verify. No summaries-of-summaries.

indie-saas

signals

198

Trial users miss the "14-day" language and churn on day 8

Founder community · 94Community forum · 62Tech community · 42
fit score 96/100
+310% first seen 2026-03

Biggest jump this month. Every indie founder thread is someone asking why conversion dropped after their trial length change. Clear build-candidate: a lightweight "trial health" monitor.

dev-infra

signals

116

Cloudflare R2 CORS presigned URLs fail intermittently from localhost

Tech community · 48Issue tracker · 39Community forum · 29
fit score 88/100
+180% first seen 2026-02

Stripe-adjacent frustration. Workarounds involve manually toggling CORS rules per env. A dev-tooling wrapper that handles this is a 2-week MVP.

mobile

signals

74

Mobile build pipelines fail silently on iOS provisioning expiry

Community forum · 31Issue tracker · 26Q&A platform · 17
fit score 71/100
+90% first seen 2026-01

Stable but persistent. Lower priority for non-mobile builders; highly valuable for the React Native crowd.

// + 17 more in your full 2026-05 report

Get your first report →

// but couldn't i just ask chatgpt?

you could scroll reddit every saturday morning.

You won't. You tried it for three weeks last year and stopped. So did I. Sigatlas is what that looks like after someone decided to actually do it properly.

chatgpt + reddit (free)

  • × You'll forget to do it by week 3
  • × Same pains from six months ago keep resurfacing
  • × Training cutoff means "recent trends" are stale
  • × No scoring against your niche, your stack, your budget
  • × You read 200 threads, half of them stale

sigatlas ($49/mo)

  • Runs every month — we remember so you don't have to
  • Deduped across runs — you see what's NEW
  • Real pain signals from real threads, with links
  • Fit score per opportunity against your profile
  • Top 20 curated with editorial notes — not 200

// methodology

we don't invent opportunities.

Sigatlas runs a real market-intel pipeline every month. We pull threads from 12 sources, extract pain signals with a scoring model, dedupe via fuzzy matching on pain descriptions (not raw keywords), and score each opportunity against your scan profile — your stack, your niche, your price range, your MVP timeline.

We show the month's top 20, not 200. Every opportunity links to the actual source threads. We don't hallucinate signals. We don't pad reports. If a month is quiet in your niche, we tell you.

47,283

signals ingested last month

89.2%

dedupe hit rate

5,217

unique opportunities

// pricing

three tiers. no "contact us".

Self-serve. No sales calls. No enterprise pretense. Cancel in one click.

Starter

$49 /mo

one niche, one founder, one report a month

  • 1 niche profile
  • All 12 sources
  • 3-month backfill
  • Monthly email digest
  • Watchlist with notes
  • Accelerating-signal alerts
  • × Multiple niche profiles
  • × Weekly digest
  • × Slack integration
  • × Competitor tracker
  • × API access
  • × CSV / Notion / Linear export

Pro

$99 /mo

multiple niches, weekly updates, competitor-entrant alerts

  • 3 niche profiles
  • All 12 sources
  • 12-month backfill
  • Weekly email digest
  • Watchlist with notes
  • Accelerating-signal alerts
  • Slack integration
  • Competitor-entrant tracker
  • Custom search terms
  • Priority scan queue
  • × API access
  • × CSV / Notion / Linear export

Team

$199 /mo

small teams, API access, custom sources on request

  • Unlimited niche profiles
  • All 12 sources
  • Unlimited backfill
  • Weekly email digest
  • Watchlist with notes
  • Accelerating-signal alerts
  • Slack integration
  • Competitor-entrant tracker
  • Custom search terms
  • Priority scan queue
  • 5 user seats
  • API access
  • Outbound webhooks
  • CSV / Notion / Linear export
  • Custom source additions

// all tiers include the 14-day trial · no credit card required to start

// why i built this

"I kept scrolling Reddit every saturday morning looking for pains I could turn into products. Then I'd forget half of them by tuesday."

"I realized everyone I know does the same thing. So I built the scan pipeline I wished existed — one I'd actually pay $49 a month for. This is it."

g

gr1mfr0st

founder, sigatlas

// faq

the things you're about to ask.

ChatGPT trains on data that's months stale, makes up citations when it can't find one, and has no concept of 'what changed this month.' Sigatlas runs a real scan pipeline every month, pulls from 12 sources, dedupes across runs, and shows you the delta. Every opportunity links to the source threads so you can verify. It's the difference between 'vibes' and 'signal.'

// ready?

know what to build next.

Start the 14-day trial. No credit card. Your first report drops within 24 hours.