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CohortWatch
YC · SP25AI & ML InfrastructureAI-enabled

3 people

Updated Aug 10, 2026

The reading

55out of 100
HoldingMedium confidence

vs 97 peers · YC · AI & ML Infrastructure · similar vintage

includes code signals as of Jun 17, 2026

A level reading. The file carries no history yet, so no trend is claimed.

The published read

Holding steady against its YC AI & ML Infrastructure peers.

Cross-checks agree: all 2 checks run agree. 2 checks · details

Independent reads of this company were compared. Each check below names what was compared and what it found.

  • agreeAI claim vs code evidence. AI claim is corroborated by code evidence. · cohortwatch:ai_scores
  • agreeAI level vs ML hiring/build motion. AI-enabled level matches some ML motion. · cohortwatch:ai_scores · observations
0peer median 50100

Feyn’s score of 55 is above the peer median (50) for 97 peers (YC · AI & ML Infrastructure · similar vintage): score position on the 0-100 scale, not a percentile rank; we show the spread, not a global rank.

Why this score

Holding steady against its YC AI & ML Infrastructure peers. Against the peer median of 50 for YC · AI & ML Infrastructure · similar vintage, Feyn’s score of 55 is above the peer median. Strongest signal: code (90/100). Capital collection is inactive in this export, so no capital observation affects the displayed score.

Weights: Hiring 40% · Code 30% · Capital 30%. Updated Aug 10, 2026 · planned refresh ~Aug 17 · score version momentum-v2.

Signal record

Signal breakdown

Hiring 40% · Code 30% · Capital 30%, renormalised over the families present in the scoring record. Each meter is that family’s 0-100 sub-score. Direct source links appear when the public export carries them.

Hiring
weight 0.40 · No direct public source
Hiring signal present; 45/100 vs cohort peers
45/100
Code
weight 0.30 · Direct source
Code & package adoption present; 90/100 vs cohort peersGitHubnpmPyPI
90/100
Capital
weight 0.30 · one-sided · Not observed
Collector inactive in this export: no capital observation; no effect on displayed score.
N/A

Linked evidence

Available public sources

The signal record above drives scoring. This linked-source ledger is narrower: at least one present scoring signal has no matching direct link in the public export.

  • ClaimAccelerator: Y Combinator SP25 · AI & ML Infrastructure · AI-enabledsource· as of Jul 20, 2026
  • CodePublic code & package activity foundsource· as of Jun 17, 2026
  • Hiringsignal present No direct source link is included in this export.No direct link
  • Capitalcollector inactive No capital observation exists in this export. Capital has no effect on the displayed score.Inactive
  • WebWebsite on record (accelerator directory)source· as of Jul 20, 2026

History

Momentum over time

readings on file: 00–100 scalethe ledger

Not enough history to measure a trend yet tracked weekly across active sources.

0 of 6 weekly readings. A trend appears at 6