MATCH ENGINE 2.0 · DATA-BASED DISCOVERY

Find the right AI tools. Build a stack within your budget.

Tell us your task and monthly budget. See a transparent shortlist from 1,002 tools with vendor pricing evidence — not paid rankings or untested quality scores.

Clear reasons for every matchNo invented ratingsSave and compare

What are you trying to do?

How scores work: Match scores represent documented query/category relevance, selected price constraints and evidence completeness — not quality, performance or a recommendation to purchase. Unknown paid prices remain unknown. The tool does not test products or guarantee support for a task.

PERSONAL AI STACK

Your AI tool stack

Select up to 5 tools to compare documented entry-level monthly costs. Each tool counts once. Exact tasks, usage and pricing must be verified with its vendor.

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Your stack stays in this browser session only. Costs do not include taxes, credits, add-ons or usage-based charges.

How these matches work

We filter by your selected category, query, budget and documented free-plan availability. Exact names rank first, followed by task/category and description matches. Match scores are transparent fit indicators, not ratings. We do not claim that a tool produces the best output: this site has not independently tested every product.

Plan pricing is a vendor-page snapshot, not a live quote. Monthly and yearly-billed plans are considered separately. Missing prices are disclosed rather than guessed. For verified status and vendor sources, open each tool's details before purchasing.

Prefer advanced filtering? Open Decision Lab · View your saved tools