A map of decisions.
Not a pile of listings.
See what ToolPickly has independently reviewed, which buying paths have enough evidence, what changed recently, and where research is still incomplete.
Coverage by buying lane
Start where the evidence is strongest.
Counts include public, evidence-complete profiles only. Internal discovery candidates are deliberately excluded.
Compare operating models, not feature counts.
Each comparison begins with a real buying fork, then checks cost, limits, portability, and a shared pilot.
Freshness ledger
A change matters only when it changes the decision.
Every record returns to current first-party product or help documentation before we explain what a buyer should re-test.
Two new signals merit pilots, but privacy and automation scope matter more than momentum
Open Analytics may reduce consent and operating friction for lightweight analytics, but cross-day attribution, identify, Stripe scope, and AGPL still require separate decisions. Compound Engineering can improve process consistency while giving autonomous flows broad permission to edit, test, commit, push, and open PRs.
Instantly replaced Lead Finder with SuperSearch; total cost is more than the Outreach plan
A $47 sending plan does not represent the complete purchase cost. Teams needing lead search, CRM, Inbox Placement, multiple workspaces, or more Credits may carry several separate subscriptions.
Two new Product Hunt open-source signals belong in validation, not automatic adoption
Both have clear problem boundaries, but launch attention cannot replace permission, recovery, and failure-mode tests. Open Index's writable-by-default MCP and remote serving need tighter access review; envfix is valuable only if its fixes remain conservative without exposing secrets.
OpenSEO drew Product Hunt attention, but open source does not mean zero data cost
It is better understood as a controllable SEO workspace and data orchestration layer than a complete Ahrefs or Semrush replacement with its own search index. Include hosted fees, API usage, deployment maintenance, and agent permissions in total cost.
Fewer pages. Clearer boundaries.
- 01A real job
The page must answer a recurring small-team buying problem.
- 02Current evidence
Product, pricing, help, legal, or repository sources must support material claims.
- 03Fit and non-fit
A useful profile states who should not buy, not only who might benefit.
- 04Cost and exit
Long-term cost, portability, and cancellation must be visible before a deal link.