01
Signals
Live posts, launches, and workflow pain from real builder channels.
Live opportunity intelligence
See what real builders need next.
Search live signals, ranked opportunities, and decision paths from one product loop.
Search the live opportunity map
Start with a market, workflow, or pain point.
Hacker NewsRedditGitHubProduct Hunt
Signals → Opportunities → Decision → Validation
LiveSignals
Live source activity
Opportunities
Recurring product wedges
Decision
Worth building now?
Validation
Clear next move
Live inputs
Hacker NewsRedditGitHubProduct Hunt
Signals → Opportunities → Decision → Validation
One continuous product loop from raw signal to next move.
Starfi moves from live source activity to ranked opportunities, decision context, and what to validate next without making you leave the system.
02
Opportunities
Recurring pain gets clustered into a clearer product wedge.
03
Decision
Score, momentum, and source depth make the next move clearer.
04
Validation
Follow, revisit, and keep validating as new evidence lands.
Live source coverage
8 inputs monitored
Hacker News (HN, Ask HN, Show HN)
GitHub Issues
GitHub Discussions
Product Hunt
Indie Hackers
Stack Overflow
YC Request for Startups
Reddit
Why the system holds up
Grounded in live source material
Every opportunity starts from real evidence, not a blank prompt.
Multi-source evidence
The case strengthens when the same pain shows up across communities.
Momentum-aware ranking
Fresh movement matters more than stale spikes.
Weekly intelligence digest
The digest keeps the loop readable as signals continue to move.
Live opportunity map
Updating from live signalsOpportunities forming right now
Ranked by signal depth, source breadth, and fresh movement.
7 ranked opportunities updating from live source activity.
Score 100/100
Momentum +26 this week
Why this?Based on trending developer signals
Candidate Handoff Tracker
Track candidate stages, interview feedback, and recruiter follow-ups without spreadsheet handoffs.
Evidence spans Indie Hackers, Product Hunt, and n8n Community
Momentum accelerated this week (+26)
recruitingcandidate opshiring
Updated 2026-04-19
Score 100/100
Momentum +116 this week
Why this?Based on trending developer signals
Client Approval Tracker
Keep agency reports, revisions, and approvals in one client-facing workflow.
Evidence spans YC RFS, GitHub Issues, and Show HN
Momentum accelerated this week (+116)
agencyreportingapprovals
Updated 2026-04-19
Score 98/100
Momentum +10 this week
Why this?Based on trending developer signals
Chargeback Evidence Desk
Assemble dispute evidence and billing exceptions before chargebacks turn into revenue loss.
Evidence spans Shopify Dev, Show HN, and Indie Hackers
Momentum accelerated this week (+10)
chargebackbillingfinance ops
Updated 2026-04-19
Score 98/100
Momentum +13 this week
Why this?Based on trending developer signals
Clinic No-Show Workflow
Automate reminders, confirmations, and backfill steps for clinic appointments.
Evidence spans Product Hunt, n8n Community, and GitHub Issues
Momentum accelerated this week (+13)
clinichealthcarepatient ops
Updated 2026-04-19
Score 98/100
Momentum +12 this week
Why this?Based on trending developer signals
Onboarding Handoff Tracker
Run onboarding and implementation handoffs from one accountable workflow.
Evidence spans Shopify Dev, n8n Community, and Indie Hackers
Momentum accelerated this week (+12)
onboardinghandoffimplementation
Updated 2026-04-19
Score 98/100
Momentum +80 this week
Why this?Based on trending developer signals
Shopify Merchant Workflow
Run post-purchase follow-up and merchant tasks from a focused Shopify workflow layer.
Evidence spans Shopify Dev, GitHub Issues, and Product Hunt
Momentum accelerated this week (+80)
shopifyecommercemerchant ops
Updated 2026-04-19
Score 98/100
Momentum +40 this week
Why this?Based on trending developer signals
SLA Escalation Desk
Surface at-risk accounts, SLA breaches, and support escalations before customers chase updates.
Evidence spans Product Hunt, GitHub Issues, and Indie Hackers
Momentum accelerated this week (+40)
supportslacustomer ops
Updated 2026-04-19
Signal → Opportunity → Decision → Validation
Watch one live signal turn into a clearer product decision.
This is the loop on real data: raw signal in, ranked opportunity out, then a faster decision about what to validate next.
SignalN8n_communityMar 10, 2026
📣 HIRING: Freelance/Agency AI Automation Engineer (n8n / Make / APIs) — Remote
📣 HIRING: Freelance/Agency AI Automation Engineer (n8n / Make / APIs) — Remote
8 score
Signal → Opportunity
OpportunityScore 100Momentum accelerating
Client Approval Tracker
Keep agency reports, revisions, and approvals in one client-facing workflow.
Agency teams still rebuild reports, revision status, and client approvals across slides, email, and chat every week. That creates rework, missed context, and slow campaign delivery.
Decision
Decide from score, momentum, and repeated evidence.
The opportunity page turns this signal cluster into one decision surface instead of another raw feed item.
Validation
Move straight into the next validation step.
Open the opportunity to review the evidence, see the judgment, and keep working the wedge without losing context.
Weekly digest
Stay on the loop as the market keeps moving.
The digest condenses what changed, what is worth revisiting, and where the strongest wedges are forming next.
View Full Weekly Digest →Latest digest
April 19, 2026
Operational workflow software continues to dominate the signal set this week, with the clearest clustering around Agency, Approvals, Audit. Client Approval Tracker leads the ranked set this week, which suggests the strongest ideas are still the ones tied to repeated operational pain rather than one-off novelty.