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CohortWatch

Topological

topological.com
YC · S25AI & ML InfrastructureAI-enabled

claimed; not independently verified

2 people

Updated Jul 14, 2026

The reading

~49out of 100
Low data: estimate, pulled toward 50
UncertainLow data confidence

vs 98 peers · YC · AI & ML Infrastructure · similar vintage

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

Not enough longitudinal signal yet to call momentum; read this as a low-confidence estimate.

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

data is thin, so we don't state a percentile yet
0peer median 50100

Topological is compared within 98 peers (YC · AI & ML Infrastructure · similar vintage): data is thin, so we don't state a percentile yet.

Why this score

Not enough longitudinal signal yet to call momentum; read this as a low-confidence estimate. Strongest signal: hiring (39/100). 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
No public code signal found; lowers confidence, not a zero
N/A
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 S25 · AI & ML Infrastructure · AI-enabled (claimed; not independently verified)source· as of Jun 15, 2026
  • Codenot found Not found; lowers confidence, not a zeroNot found
  • 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?