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Live opportunity intelligence

See what real builders need next.

Search live signals, ranked opportunities, and decision paths from one product loop.

Hacker NewsRedditGitHubProduct Hunt

Signals → Opportunities → Decision → Validation

Live

Signals

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.

01

Signals

Live posts, launches, and workflow pain from real builder channels.

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 signals

Opportunities forming right now

Ranked by signal depth, source breadth, and fresh movement.

7 ranked opportunities updating from live source activity.

Open full opportunity map

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.

SignalShopify_devJan 19, 2026

Missing customers/update webhooks for API-initiated tag updates (Manual updates work, API updates fail)

Hi everyone, I’m the Product Owner for Sky Pilot, a digital delivery app, and I’m reaching out because we’ve hit a wall with a really strange synchronization issue for one of our merchants. We’ve done a lot…

4 comments1 score
Open source →
Signal → Opportunity
OpportunityScore 100Momentum accelerating

Shopify Merchant Workflow

Run post-purchase follow-up and merchant tasks from a focused Shopify workflow layer.

Shopify merchants often stitch together post-purchase communication, retention tasks, and store operations across apps and manual follow-up. That creates dropped revenue opportunities and inconsistent customer journeys.

View opportunity →

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 4, 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.

Client Approval Tracker

Keep agency reports, revisions, and approvals in one client-facing workflow.

Shopify Merchant Workflow

Run post-purchase follow-up and merchant tasks from a focused Shopify workflow layer.