ADO leaderboards

Which products do AI agents actually choose?

Agent Decision Optimization (ADO) leaderboards rank real products by how often AI agents select and cite them. These rankings come from PromptEden's owned benchmark corpus across ChatGPT, Claude, Gemini, and Perplexity -- starting with developer tools and expanding into marketing software, e-commerce, and professional services.

Agent selection data Multi-provider coverage Snapshot-backed rankings

ADO leaderboard data is still being collected. Categories will appear here as they clear the publish gate with enough benchmark coverage across multiple AI providers.

Payments

Agent Selection: Payments

Awaiting publish gate

Which payment processor do AI agents choose?

ADO rankings for the payment processors AI agents recommend when asked to integrate checkout, billing, and transaction workflows.

Coverage too thin

This ADO category is still collecting data across multiple AI providers. Rankings will appear here once enough benchmark coverage clears the publish gate.

When published, this card will show selection rates, citation rates, and the top-ranked products that AI agents choose in this category.

Auth

Agent Selection: Auth

Awaiting publish gate

Which auth library do AI agents choose?

ADO rankings for the authentication and identity libraries AI agents reach for when setting up login, sessions, and access control.

Coverage too thin

This ADO category is still collecting data across multiple AI providers. Rankings will appear here once enough benchmark coverage clears the publish gate.

When published, this card will show selection rates, citation rates, and the top-ranked products that AI agents choose in this category.

Hosting

Agent Selection: Hosting

Awaiting publish gate

Which hosting platform do AI agents choose?

ADO rankings for the hosting and deployment platforms AI agents recommend for shipping web applications and APIs.

Coverage too thin

This ADO category is still collecting data across multiple AI providers. Rankings will appear here once enough benchmark coverage clears the publish gate.

When published, this card will show selection rates, citation rates, and the top-ranked products that AI agents choose in this category.

What is ADO

Agent Decision Optimization explained

ADO measures which products AI agents actually recommend and select when users delegate decisions -- from building software to choosing business tools and consumer products.
Rankings come from PromptEden's owned benchmark corpus, not customer data or self-reported surveys.
Selection rate tracks how often a product is the chosen recommendation. Citation rate tracks how often it is mentioned at all.
Current categories cover the real decisions AI coding agents make: which payment API to use, which auth library to integrate, and which hosting platform to deploy on.

Coming soon

New ADO categories are in development for marketing tools (email automation, CRM, analytics), e-commerce (product recommendations, shopping agents), and professional services (accounting, legal, consulting). The same winner-take-most dynamics we've documented in developer tools are emerging across every industry where AI agents handle selection.

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