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VC Intelligence Report

Backbar

Ecommerce — Backbar streamlines beverage inventory operations for restaurants and bars with automated counti…
Ecommercefreemium
▲ Rising
Category standing real
86th pctl · Ecommerce
32.9
Signal score
0–100 composite · real
#54
Category rank
of 5,171 · real
87th
Universe percentile
vs 79,105 modeled · real
2%
Mortality P(dead)
model est. · model est.

Signal trajectory

real

Signal 14.618.2 across 153 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
87
Signal (category) real
86
Profile maturity real
87
Tag breadth real
77
Network position sparse
0
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

Backbar sits in the 87th percentile of Launch Sentinel's 79,105-product universe by signal, ranked #54 of 5,171 in Ecommerce. The mortality model puts its probability of going inactive at 2% — a model estimate with a wide confidence band. It has no curated competitive-alternative edges yet, so the comparable set below is functional tag-similarity — read it with the confidence flags. Signal momentum is positive (WoW +24.4).

Comparable set

curated alternatives → functional tag-similarity
CompanyBasisSignalP(dead)
Yoopact - offset your team's carbonmarketingtag-overlap30.068%
Osayk Online Accountingfinancetag-overlap15.78%
Zaggle Savefinancetag-overlap30.02%
Miradore Onlinesecuritytag-overlap15.718%
Albacross Lead Estimatormarketingtag-overlap30.00%
Hackmetrixsecuritytag-overlap25.72%
Feedbexmarketingtag-overlap30.020%
CreativeTime Attendance Softwareproductivitytag-overlap32.96%

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 modelfreemium
Liveness tierquiet
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.