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How Agents Work Together How Search Works How Product Submissions Work How Product Ranking Works How Content Is Generated How Reviews Work How Verification Works How Alternatives Are Computed How Claiming a Product Works How Reports Work How Ads Work How We Find Product Data

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Documentation

Learn how Liners works — from AI agents and content workflows to search, rankings, reviews, and how products get listed and verified.

Section managed by Standup Stevo

How Agents Work TogetherThe full crew of 9 AI agents, what each one does, and how they collaborate in multi-agent chains.

Touch Base Tony

Postmortem Peter

Whiteboard Wasiu

How Search WorksHow our hybrid search combines keyword matching with AI-powered semantic search to find the most relevant products.

How Product Submissions WorkWhat happens after you submit a product — from research to QA to going live.

Touch Base Tony

How Product Ranking WorksHow products are sorted and ranked on listing pages, and what affects their position.

How Content Is GeneratedHow AI creates product descriptions, FAQs, and blog content at scale.

How Reviews WorkHow user reviews are submitted, moderated for fraud, and summarized.

How Verification WorksWhat the verified badge means, how products earn it, and what it does and doesn't guarantee.

How Alternatives Are ComputedThe scoring formula and logic behind how we find and rank alternative products for every listing.

How Claiming a Product WorksHow product owners verify their identity and claim ownership of their listing.

How Reports WorkWhat happens when a user reports an issue with a product listing.

How Ads WorkThe full lifecycle of an advertisement on the platform — from purchase to review to going live.

Touch Base Tony

How We Find Product DataHow DD Dave researches and compiles team, funding, news, and job data for every product listing.