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Markets
  • Signal Feed
  • Startups
  • Categories
  • Founders
  • Revenue
  • Beyond the launch
Intelligence
  • Content Desk
  • Editorial QA
  • Ask Market
  • Signature Index
  • Trends
Lab
  • Metric Bench
  • Tagline Lab
  • Smart Search
Yours
  • Watchlist
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17,045 products · 82,562 snapshots
UGC Creator Fit Score Calculator

UGC Creator Fit Score Calculator

Quiet signal

Score a creator against your brief before you email them

Launched 21d ago
Signal
20
Velocity
0

What this means

19Founder Conviction Index: 19 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.
13 launchesSerial maker — this is their 13th launch.
Best prior: The Brains, attention 106.

Prediction

Top-5 finish probability
4%
today
Projected end-of-day votes
3range 2–4
Trajectory
stable
Vote pace holding steady.
Speed vs peers
0.6×
104 Marketing launches

About

Rate a creator on niche match, audience fit, content quality, prior paid work and responsiveness, and get a weighted fit score plus the reasons behind it. It is the same scoring idea UGC Agent runs automatically on every search result, exposed as a manual checklist you can use on any shortlist. Deterministic, free, no signup.

AI Summary

The UGC Creator Fit Score Calculator allows users to manually evaluate creators based on niche match, audience fit, content quality, prior paid work, and responsiveness, generating a weighted fit score with detailed reasoning. It operates as a free, deterministic tool without the need for signup.

Attention & discussion velocity

Performance

Velocity0
Vote pace vs average
Momentum0
Sustained over 6h
Virality0
Spread × engagement
Engagement—
not measured

Signal sources

2 of 6 active
  • Launch tracking6 readings since we picked it up
  • AI analysisMarketing
  • Comment intelligencethread not yet analysed
  • Outside discussionnot checked — domain is a storefront or shared
  • Revenue signalsno match on this domain
  • Editorial scoringbelow the signal threshold for this pass

A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.

Founders

Victor Giurgiu
@vicdevelopmently
rep 45
Victor Giurgiu
@vicdevelopmently · hunter

Topics

MarketingProductivityInfluencer marketing