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CohortWatch
YC · F24AI & ML InfrastructureAI-native

claimed; not independently verified

11 people

Updated Jul 14, 2026

The reading

51out 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

Archil’s score of 51 is around the peer median (50) for 98 peers (YC · AI & ML Infrastructure · similar vintage): within a point of the median, we don’t claim a finer 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, Archil’s score of 51 is around the peer median. Strongest signal: hiring (54/100). 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; 54/100 vs cohort peersAshby
54/100
Code
weight 0.30
Code & package adoption present; 50/100 vs cohort peersPyPI
50/100
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

This ledger shows the public source links carried by the export.

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