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VC Intelligence Report

Amazon CodeWhisperer

AI Tools — CodeWhisperer is an ML-powered IDE companion that generates intelligent code recommendations fro…
AI Tools
● Stable
Category standing real
59th pctl · AI Tools
32.9
Signal score
0–100 composite · real
#186
Category rank
of 3,814 · real
87th
Universe percentile
vs 79,105 modeled · real
2%
Mortality P(dead)
model est. · model est.

Signal trajectory

real

Signal 14.6 → 22.1 across 167 readings (+7.4). Composite of press, GitHub velocity, community heat, liveness and funding.

Cross-sectional profile

percentile rank vs 79,105 modeled products
Signal (universe) real
87
Signal (category) real
59
Profile maturity real
87
Tag breadth real
86
Network position sparse
100
Press footprint sparse
0

Percentiles computed over the modeled cohort (embedding + signal + tags). Sparse dimensions — network and press — reflect that most products have zero, so a single edge or mention lifts the rank; read those with the coverage flag.

Mortality outlook

model estimate
2%
P(inactive)
Low risk
Higher risk than 6% of the universe.

This is a model estimate, not a verdict. 78,505 of the 79,105 modeled products are unlabeled and scored by the model only.

  • LightGBM · binary mortality (dead vs surviving)
  • Held-out AUC 0.71 · CV AUC 0.79 ± 0.05 · Brier 0.21
  • Trained on 600 verified labels (150 dead / 450 surviving)
  • Leakage-guarded: excludes status, discontinued_year, profile_maturity
  • Top drivers: tag breadth, signal, vintage, liveness, business model

n=600 is thin → 95% CI on AUC ≈ ±0.10. Treat as a directional signal, not a calibrated probability.

Analyst read

generated from the metrics above · no external narrative

Amazon CodeWhisperer sits in the 87th percentile of Launch Sentinel's 79,105-product universe by signal, ranked #186 of 3,814 in AI Tools. The mortality model puts its probability of going inactive at 2% — a model estimate with a wide confidence band. It sits on the competitive-alternatives graph with 7 linked rivals, so the comparable set below leans on curated edges. Signal momentum is roughly flat.

Comparable set

curated alternatives → functional tag-similarity
CompanyBasisSignalP(dead)
DevGPTai-toolssimilar32.92%
Copilot by Github x OpenAIai-toolssimilar41.052%
Pine Script Wizard AIai-toolssimilar32.94%
Bentoeducationtag-overlap15.777%
Code Vacationsdev-toolstag-overlap30.012%
Back4app AI Agentai-toolssimilar32.91%
Hugobotsai-toolssimilar15.764%
Rabbitsdev-toolstag-overlap8.693%

Confidence reflects source and category coherence: curated = an editorially linked alternative; similar = strong functional tag-overlap in the same category; tag-overlap = shared tags only and may be noisy. Signal & P(dead) are real / model.

Structure

observed attributes
Business modelunknown
Liveness tierfading
Open sourceNo
Public APINo
Free tierNo
Enterprise tierNo

Funding & team

real

2 disclosed funding rounds on record. See the full cap table on the product profile →