Chatfuel
Signal trajectory
realSignal 7.5 → 11.1 across 25 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
verified labelThis 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 narrativeChatfuel sits in the 46th percentile of Launch Sentinel's 79,105-product universe by signal, ranked #2,653 of 3,814 in AI Tools. The mortality model puts its probability of going inactive at 1% — a verified outcome label. It sits on the competitive-alternatives graph with 6 linked rivals, so the comparable set below leans on curated edges. Signal momentum is positive (WoW +47.6).
Comparable set
curated alternatives → functional tag-similarity| Company | Basis | Signal | P(dead) |
|---|---|---|---|
| Sessionizeproductivity | tag-overlap | 32.9 | 43% |
| ShortStackmarketing | tag-overlap | 15.7 | 6% |
| SmartGuidetravel | tag-overlap | 30.0 | 35% |
| ExpoSim - Hybrid Events Appmarketing | tag-overlap | 30.0 | 17% |
| Eventbrite Organizerproductivity | tag-overlap | 22.9 | 85% |
| Help Scout Beaconcommunication | tag-overlap | 15.7 | 94% |
| Convertixodev-tools | tag-overlap | 32.9 | 2% |
| Weebly 4ecommerce | tag-overlap | 18.6 | 43% |
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.