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VC Intelligence Report

Torch

Education — A publication dedicated to exploring the complexities of leadership and common obstacles faced b…
Education
● Stable
Category standing real
74th pctl · Education
30.0
Signal score
0–100 composite · real
#560
Category rank
of 6,636 · real
68th
Universe percentile
vs 79,105 modeled · real
28%
Mortality P(dead)
verified label · real

Signal trajectory

real

Signal 13.216.8 across 25 readings (+3.6). Composite of press, GitHub velocity, community heat, liveness and funding.

Cross-sectional profile

percentile rank vs 79,105 modeled products
Signal (universe) real
68
Signal (category) real
74
Profile maturity real
67
Tag breadth real
12
Network position sparse
94
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

verified label
28%
P(inactive)
Moderate risk
Higher risk than 34% of the universe.

This product carries a verified outcome label (“surviving”) — it is one of 600 hand-labeled cases the model is trained and tested on.

  • 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

Torch sits in the 68th percentile of Launch Sentinel's 79,105-product universe by signal, ranked #560 of 6,636 in Education. The mortality model puts its probability of going inactive at 28% — a verified outcome label. It sits on the competitive-alternatives graph with 1 linked rival, so the comparable set below leans on curated edges. Signal momentum is roughly flat.

Comparable set

curated alternatives → functional tag-similarity
CompanyBasisSignalP(dead)
DailyVCentertainmenttag-overlap15.794%
A practical guide for building an online marketplace businesseducationsimilar15.725%
Startup Growth Engineseducationsimilar15.748%
Ventured - A Roadmap for Pitching your Startup in Silicon Valleyeducationsimilar8.683%
Growth Everywhere - The Billion Dollar Company That Was 4 Days From Going Bankrupteducationsimilar15.781%
Intercom on Product Managementeducationsimilar22.943%
VentureFocusfinancetag-overlap15.797%
Venture Perspectiveseducationsimilar30.030%

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 tiersunset
Open sourceNo
Public APINo
Free tierNo
Enterprise tierNo

Funding & team

not in source

No disclosed funding in our sources. Funding data covers only ~1% of the corpus (462 rounds across 79K products), so absence here is unknown, not zero— we don't estimate a number we can't source.