OPEN DATA · CC BY 4.0

The Honest Software Atlas, as a dataset

239 hand-researched B2B & AI tools. 296 cost-trap flags — per-seat, usage-metered, quote-only, renewal jumps, real free tiers — and every single flag carries the evidence sentence it was derived from. Free to use with attribution.

aibm-atlas.jsonfull dataset, nested, with evidence + price notesaibm-tools.csvone row per toolaibm-flags.csvone row per flag, with evidence

What’s inside

FlagTools
quote-only pricing18
per-seat pricing65
usage-metered66
renewal jump7
add-ons extra41
annual lock-in4
real free tier95

Preview

ToolCategoryFromFlags
1PasswordIT & Productivity$19.95/moper-seat pricing
800.comCommunication & Voice$23/mo
ActiveCampaignGrowth & Revenue$15/moadd-ons extra, real free tier
AdCreative.aiGrowth & Revenue$249/mousage-metered
AdwiselyGrowth & Revenue$49/mousage-metered, add-ons extra
AfterSellGrowth & Revenue$9.99/mo
AgencyAnalyticsGrowth & Revenue
AiraGrowth & Revenueusage-metered

…and 231 more. Explore interactively in the Atlas.

License & citation

CC BY 4.0. Use it in articles, research or products — just credit “AIBuilder Marketplace” with a link to aibuildermarketplace.com/atlas/.

Methodology: flags are rule-derived from our hand-researched pricing notes; we publish the evidence sentence with every flag and never invent numbers. Entry prices are what we found at research time (2026-07) — always check live pricing. How we review →

This dataset contains no affiliate links. The Atlas and our reviews do carry them (disclosed on every page); this page exists so the research itself is free to reuse.