Field guides

Living docs, explained.

Practical writing on continuous documentation, AEO, and how AI agents keep SaaS product knowledge current as the product changes underneath it.

Concept · 8 min read
Living documentation: what it is and why static docs are dying
Living documentation updates itself as your product changes. Here's what it means in 2026, why static docs fail SaaS teams, and how AI agents make continuous documentation finally practical.
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AEO · 10 min read
Answer Engine Optimization (AEO) for SaaS documentation
ChatGPT, Claude, Perplexity, and Google AI Overviews now answer most product questions before users reach your site. Here's how to structure docs so AI engines cite you accurately.
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Comparison · 9 min read
Why doc generators fail SaaS teams (and what replaces them)
Doc generators turn code or screenshots into static pages. They miss the actual user experience. Here's why SaaS teams are moving to agent-driven documentation and what that looks like in practice.
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How it works · 11 min read
How AI agents audit a SaaS product to write its documentation
A walkthrough of how Knowlistic's agent uses a sandboxed demo account to sign up, complete real workflows, and produce documentation that reflects what the product actually does today.
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Feature deep-dive · 9 min read
How a community forum becomes a continuous learning loop for product docs
Knowlistic's community forum doubles as a structured signal source for the documentation agent. Every question, answer, and reaction tells the agent what to document next.
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Feature deep-dive · 10 min read
Keeping docs, community, and roadmap in sync as your product ships
Knowlistic's roadmap feature is the canonical source of what's planned and what shipped. When items move to Released, the agent updates the docs and posts release notes in the forum automatically.
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Living docs, explained.

Living documentation: what it is and why static docs are dying

Answer Engine Optimization (AEO) for SaaS documentation

Why doc generators fail SaaS teams (and what replaces them)

How AI agents audit a SaaS product to write its documentation

How a community forum becomes a continuous learning loop for product docs

Keeping docs, community, and roadmap in sync as your product ships