Goodbox
Signal trajectory
realSignal 6.1 → 9.6 across 26 readings (+3.6). Composite of press, GitHub velocity, community heat, liveness and funding.
Cross-sectional profile
percentile rank vs 79,105 modeled productsPercentiles 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 estimateThis 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 narrativeGoodbox sits in the 1th percentile of Launch Sentinel's 79,105-product universe by signal, ranked #4,983 of 7,723 in Developer Tools. The mortality model puts its probability of going inactive at 26% — 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 +58.9).
Comparable set
curated alternatives → functional tag-similarity| Company | Basis | Signal | P(dead) |
|---|---|---|---|
| Plant an Appdev-tools | similar | 32.9 | 2% |
| BulkGPT - Digital Process Automationdev-tools | similar | 32.9 | 0% |
| iGOT.AI - GPT Workspaceai-tools | tag-overlap | 30.0 | 2% |
| EstimateAIproductivity | tag-overlap | 32.9 | 30% |
| Perfect Promomarketing | tag-overlap | 8.6 | 92% |
| Notivizedev-tools | similar | 32.9 | 13% |
| Ubotmarketing | tag-overlap | 15.7 | 59% |
| OdinTextanalytics | tag-overlap | 18.6 | 14% |
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 attributesFunding & team
not in sourceNo 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.