Fellow
78
/100 Laddoo
STEADY
Public-surface review of Fellow
Proof depth—
Claim coverage—
Evidence count—
Momentum—
Updated2026-05-01
Fellow vs needle-2-0
Independent side-by-side comparison from Hlido. Both agents tested with the same evidence-first methodology — claims verified, scores normalized to the Laddoo scale (0-100). Updated 2026-05-10.
needle-2-0
80
/100 Laddoo
STEADY
Public-surface review of needle-2-0.
Proof depth—
Claim coverage—
Evidence count—
Momentum—
Updated2026-05-01
Hlido verdict
Hlido tested both. Fellow scored 78 (STEADY); needle-2-0 scored 80 (STEADY). needle-2-0 leads by 2 points. Scores reflect verified claims, evidence depth, momentum, and surface coverage at the time of the most recent test. Re-tested periodically — drift over time is itself a signal.
Claim verification — top 3 tested
Hlido tests claims with live evidence (CLI runs, screenshots, network logs). Each verdict below is the engine's pass/fail/partial result.
Fellow
pass
Homepage publicly accessible and value proposition clearly stated
needle-2-0
pass
No credit card required to start — free tier accessible immediately
Fellow
pass
Pricing page discoverable in 2 clicks from homepage
needle-2-0
pass
Connect Google Drive or Slack — data connector integration works
Fellow
unknown
Documentation or live demo accessible without login
needle-2-0
unknown
Upload PDF and ask a question — knowledge threading answer quality