What does the Deploy frequency spike signal mean?

The Deploy frequency spike signal indicates a specific pattern of engineering acceleration. Full classification logic and the four-signal taxonomy are documented at /methodology and /signals.

Where can I find neuml's historical signal data across periods?

The startup hub at /startup/neuml consolidates every period of historical signal data for neuml, including commit-velocity change, contributor growth, and signal classification. The free /api/signals.json endpoint exposes the same data for programmatic access.

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Q1 2026 · Historical Snapshot

neuml — Q1 2026 Engineering Signal

NeuML is the company behind txtai, one of the most popular open-source AI frameworks in the world.

Signal — Q1 2026

In Q1 2026, neuml showed +567% commit velocity change with 26 active contributors (+0% growth). Signal type: Deploy frequency spike. Ranked #7 of 27 in Healthcare for Q1 2026.

Metrics — Q1 2026

Commit Velocity (14d)

Velocity Change

+567%

Contributors

+0% growth

New Repos (30d)

Context

Sector: Healthcare (full Q1 2026 ranking)

Stage at time of snapshot: Series A/B

Geography: Unknown

Signal classification: Deploy frequency spike — learn what this signal means

See neuml's current signal

This page shows a historical snapshot. For the most recent data, view the full profile.

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21–47 days
Signal Lead Time (median 31d)

$80M+
Rounds Tracked

90 sec
Per Scan

5,000+
Founders Tracked

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