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VC Intelligence Report

Free ATS by Dover

Productivity — A comprehensive applicant tracking system designed to streamline the hiring process for early-st…
Productivityfreemium
● Stable
Category standing real
63th pctl · Productivity
30.0
Signal score
0–100 composite · real
#1,201
Category rank
of 10,124 · real
68th
Universe percentile
vs 79,105 modeled · real
3%
Mortality P(dead)
verified label · real

Signal trajectory

real

Signal 13.216.8 across 150 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
63
Profile maturity real
67
Tag breadth real
86
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
3%
P(inactive)
Low risk
Higher risk than 8% 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

Free ATS by Dover sits in the 68th percentile of Launch Sentinel's 79,105-product universe by signal, ranked #1,201 of 10,124 in Productivity. The mortality model puts its probability of going inactive at 3% — 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)
Leverfinancecurated30.00%
Pry Financialsfinancetag-overlap32.99%
polllyproductivitysimilar30.023%
I Hate My Spreadsheetproductivitysimilar18.688%
Dropship Connectorecommercetag-overlap32.959%
Bulk Products Editorecommercetag-overlap30.010%
Startup Boston - Creating a better hiring experienceproductivitysimilar15.761%
AutoTaskdev-toolstag-overlap30.061%

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.