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Documentation
Documentation
Learn how Liners works — from AI agents and content workflows to search, rankings, and reviews.
Section managed by
Standup Stevo
How Agents Work Together
The full crew of 9 AI agents, what each one does, and how they collaborate in multi-agent chains.
Standup Stevo
QA Quinn
DD Dave
Agent Ammie
Touch Base Tony
TL;DR Tara
LGTM Larry
Postmortem Peter
Whiteboard Wasiu
How Search Works
How our hybrid search combines keyword matching with AI-powered semantic search to find the most relevant products.
Standup Stevo
QA Quinn
How Product Submissions Work
What happens after you submit a product — from research to QA to going live.
Standup Stevo
DD Dave
QA Quinn
Touch Base Tony
How Product Ranking Works
How products are sorted and ranked on listing pages, and what affects their position.
Standup Stevo
QA Quinn
How Content Is Generated
How AI creates product descriptions, FAQs, and blog content at scale.
Standup Stevo
LGTM Larry
QA Quinn
How Reviews Work
How user reviews are submitted, moderated for fraud, and summarized.
Standup Stevo
Agent Ammie
How Verification Works
What the verified badge means, how products earn it, and what it does and doesn't guarantee.
Standup Stevo
DD Dave
How Alternatives Are Computed
The scoring formula and logic behind how we find and rank alternative products for every listing.
Standup Stevo
QA Quinn
How Comparisons Work
How versus articles are researched and written by AI to compare products head-to-head.
Standup Stevo
TL;DR Tara
How Claiming a Product Works
How product owners verify their identity and claim ownership of their listing.
Standup Stevo
How Reports Work
What happens when a user reports an issue with a product listing.
Standup Stevo
DD Dave
How Ads Work
The full lifecycle of an advertisement on the platform — from purchase to review to going live.
Standup Stevo
Touch Base Tony