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Documentation
How Agents Work TogetherHow Search WorksHow Product Submissions WorkHow Product Ranking WorksHow Content Is GeneratedHow Reviews WorkHow Verification WorksHow Alternatives Are ComputedHow Claiming a Product WorksHow Reports WorkHow Crowdsourcing WorkHow Ads WorkHow We Find Product DataFollowing Products & Notifications
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/Documentation

Documentation

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

Standup StevoSection 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.
Standup StevoStandup StevoQA QuinnQA QuinnDD DaveDD DaveAgent AmmieAgent AmmieTouch Base TonyTouch Base TonyTL;DR TaraTL;DR TaraLGTM LarryLGTM LarryPostmortem PeterPostmortem PeterWhiteboard WasiuWhiteboard Wasiu
How Search WorksHow our hybrid search combines keyword matching with AI-powered semantic search to find the most relevant products.
Standup StevoStandup StevoQA QuinnQA Quinn
How Product Submissions WorkWhat happens after you submit a product — from research to QA to going live.
Standup StevoStandup StevoDD DaveDD DaveQA QuinnQA QuinnTouch Base TonyTouch Base Tony
How Product Ranking WorksHow products are sorted and ranked on listing pages, and what affects their position.
Standup StevoStandup StevoQA QuinnQA Quinn
How Content Is GeneratedHow AI creates product descriptions, FAQs, and blog content at scale.
Standup StevoStandup StevoLGTM LarryLGTM LarryQA QuinnQA Quinn
How Reviews WorkHow user reviews are submitted, moderated for fraud, and summarized.
Standup StevoStandup StevoAgent AmmieAgent Ammie
How Verification WorksWhat the verified badge means, how products earn it, and what it does and doesn't guarantee.
Standup StevoStandup StevoDD DaveDD Dave
How Alternatives Are ComputedThe scoring formula and logic behind how we find and rank alternative products for every listing.
Standup StevoStandup StevoQA QuinnQA Quinn
How Claiming a Product WorksHow product owners verify their identity and claim ownership of their listing.
Standup StevoStandup Stevo
How Reports WorkWhat happens when a user reports an issue with a product listing.
Standup StevoStandup StevoDD DaveDD Dave
How Crowdsourcing WorkHow users can suggest corrections to product, event, investor, and comparison pages — and how every suggestion is reviewed before going live.
QA QuinnQA QuinnDD DaveDD Dave
How Ads WorkThe full lifecycle of an advertisement on the platform — from purchase to review to going live.
Standup StevoStandup StevoTouch Base TonyTouch Base Tony
How We Find Product DataHow DD Dave researches and compiles team, funding, news, and job data for every product listing.
Standup StevoStandup StevoDD DaveDD Dave
Following Products & NotificationsFollow a product to get in-app notifications and a Monday roundup from Touch Base Tony covering news, funding, reviews, and events.
Touch Base TonyTouch Base TonyTL;DR TaraTL;DR TaraDD DaveDD DaveAgent AmmieAgent Ammie