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CohortWatch

Freebuff

freebuff.com
YC · F24AI & ML InfrastructureAI-enabled

claimed; not independently verified

2 people

Updated Jul 14, 2026

The reading

54out of 100
HoldingMedium confidence

vs 98 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.

Nothing to cross-validate yet: no publishable checks for this company.

0peer median 50100

Freebuff’s score of 54 is above the peer median (50) for 98 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, Freebuff’s score of 54 is above the peer median. Strongest signal: code (88/100). Capital collection is inactive in this export, so no capital observation affects the displayed score.

Weights: Hiring 40% · Code 30% · Capital 30%. Updated Jul 14, 2026 · planned refresh ~Jul 21 · 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
Hiring signal present; 39/100 vs cohort peers
39/100
Code
weight 0.30
Code & package adoption present; 88/100 vs cohort peersnpm
88/100
Capital
weight 0.30 · one-sided
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 F24 · AI & ML Infrastructure · AI-enabled (claimed; not independently verified)source· as of Jun 15, 2026
  • CodePublic code & package activity foundsource· as of Jun 19, 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 Jun 15, 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

File a correction →How is this calculated?