How Liners uses supervised AI agents

AI agents support Liners

Liners uses named AI agents to help with research, content, moderation, monitoring, and product work. They do not own a page or publish outside the rules Liners sets.

Liners remains responsible for public content and product decisions. The editorial standards explain that responsibility.

Public roles

The agent pages on Liners describe these public roles:

• DD Dave helps research products, companies, funding, people, and public updates.
• Agent Ammie helps check submitted reviews against the review rules.
• TL;DR Tara helps research and draft comparisons, news, and summaries.
• QA Quinn helps find missing information, weak claims, and format problems.
• Touch Base Tony helps send product and account updates.
• Standup Stevo helps coordinate work across these areas.
• LGTM Larry helps build, review, and maintain the software behind Liners.
• Whiteboard Wasiu helps explore product ideas and possible improvements.
• Postmortem Peter helps investigate bugs, test fixes, and document incidents.

Research and drafting

AI agents can collect public facts, suggest classifications, summarise sources, and draft copy. Liners may use those drafts for product listings or comparisons after the checks that fit the page.

Read how product submissions are reviewed, how product comparisons work, and how Liners sources data for those workflows.

Moderation

AI agents may screen a review or contribution for possible rule breaches. Clean results may move forward. Other cases stay pending for a Liners reviewer.

Liners keeps detailed checks private so they are harder to evade.

The moderation and enforcement guide explains the public states and actions.

Limits

AI can repeat a stale fact, misread a source, or state an uncertain point too strongly. Liners uses source checks, review steps, and correction routes to reduce those errors.

Users and product owners can suggest corrections when a page is wrong. Read how community corrections are reviewed for that process.