What does the Framework migration signal mean?

The Framework migration 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 ai-shifu's historical signal data across periods?

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

GitDealFlowsignals

Q1 2026 · Historical Snapshot

ai-shifu — Q1 2026 Engineering Signal

ai shifu is aedtech series a/b startup based in APAC, modernizing their technology stack for scale.

Signal — Q1 2026

In Q1 2026, ai-shifu showed +41% commit velocity change with 21 active contributors (+11% growth). Signal type: Framework migration. Ranked #13 of 39 in EdTech for Q1 2026.

Metrics — Q1 2026

Commit Velocity (14d)

Velocity Change

+41%

Contributors

+11% growth

New Repos (30d)

Context

Sector: EdTech (full Q1 2026 ranking)

Stage at time of snapshot: Series A/B

Geography: APAC

Signal classification: Framework migration — learn what this signal means

See ai-shifu'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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