Relevance AI
Relevance AI
NotionZendeskGoogle DocsIntercom

The article writes itself from resolved tickets

The Knowledge Base Writer spots the questions your team answers again and again, then drafts or updates the help-center article that stops them coming back.

12 similar tickets · no article
Knowledge Base Writer

Twelve tickets this month ask how to bulk-export data, and the help center has nothing on it. Worth an article if the answer is stable.

Reading all twelve resolved tickets6s

The resolution is the same each time: the export lives under Settings, not the Reports tab where everyone looks first.

Confirming no existing article covers this2s
Drafting the article from the resolutions9s
Filing the draft for a human to review1s
Drafted a new article, “How to bulk-export your data”, from the 12 resolved tickets. It leads with the thing everyone misses, that the export is under Settings and not Reports, because that single point resolved every one of these tickets. It is in Notion for review, with the source tickets linked so a human can verify each step before it goes live.

How it works

12 tickets · same questionRepeated chat topicSpike · SSO setupLead: “document this”
Article drafted · 12 sourcesEvery step traced to a fixStale article updated in placeThin topic flagged, not written

Triggered by ticket volume

As tickets resolve in Zendesk and Intercom, the agent clusters the recurring ones and picks up any theme with no article, or a stale one, behind it.

Grounds every step in real fixes

It writes only from resolutions that actually worked, decides whether to update an existing article or write a new one, and will not invent a step it cannot trace to a ticket.

Files a draft for review

The article lands in Notion or Google Docs with its source tickets linked, ready for a human to approve before it reaches the help center.

Without Relevance

With Relevance

Nobody notices the same question is answered fifty times until a quarterly review.

The agent clusters recurring tickets as they resolve and surfaces the ones with no article behind them.

Docs get written once at launch, then quietly rot as the product changes.

The agent drafts from the resolutions that actually worked this month, so the article matches the current product.

An article gets written from one memory of how the fix goes, right or not.

Every step is grounded in resolved tickets, and the agent will not write a step it cannot trace to a real resolution.

Only the topics someone volunteers to document ever get an article.

Every recurring cluster is caught, from the top ten questions to the long tail nobody has time for.

Article quality swings with whoever found a spare afternoon to write it.

The same structure, tone and grounding on every article, whoever the tickets came through.

Thin topics get padded into vague articles that help no one.

When there are too few real resolutions to write accurately, the agent flags the gap instead of publishing filler.

Held to a quality bar, on every run

Every draft is checked against eval test cases written for this exact job before it reaches the help center. If a run fails the bar, it never ships.

Knowledge Base Writer
92959890

Sampling 2% of live runs · 96% passing this week

Every step traces to a resolution
96%
Updates the right article, not a duplicate
93%
Matches the current product
87%
Thin topics are flagged, not padded
91%

Shaped by your team, not a template

Experts and engineers tune Knowledge Base Writer to your playbooks. Every change ships through the same evals.

Drag and drop

Compose agents and workforces on a visual canvas. Drag in agents, tools, and approvals in a flow anyone on the team can read.

Drag and drop

Compose agents and workforces on a visual canvas. Drag in agents, tools, and approvals in a flow anyone on the team can read.

Build with AI

Describe the agent in plain language and Invent builds it: the prompt, the tools, and the evals to prove it works.

Build with AI

Describe the agent in plain language and Invent builds it: the prompt, the tools, and the evals to prove it works.

Build with MCP

Engineers drive the same platform from Claude Code, Codex, or Cursor. Create agents, link knowledge, and run evals over MCP.

Build with MCP

Engineers drive the same platform from Claude Code, Codex, or Cursor. Create agents, link knowledge, and run evals over MCP.

Built for enterprise teams

Run agents on your real data with the access controls, audit trails, and residency guarantees enterprises require all built in.

AICPASOC 2TYPE II
SOC 2
GDPR
GDPR

Security & data privacy

  • Data residency
  • PII masking
  • Audit logs
  • No training on your data

Access & controls

  • Role-based access control
  • SSO / SAML
  • Human-in-the-loop approvals
  • Version control

Monitoring & oversight

  • Real-time monitoring
  • Full agent tracing
  • Cost visibility
  • OTEL & Delta Share export
KPMG
"The ability to be vendor agnostic and the ability to scale across a breadth of functions is a really key feature."

Levi Watters

Partner, KPMG Australia

Read more
Autodesk
"The key for us was how we can modularize industry knowledge and the best playbooks, and apply it."

Allen Roh

Senior Marketing Manager, Autodesk

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Canva
"We're looking for every place where AI can allow sellers and customer success reps to be more engaged with customers."

Rob Giglio

Chief Customer Officer, Canva

Read more
"The ability to be vendor agnostic and the ability to scale across a breadth of functions is a really key feature."

Levi Watters

Partner, KPMG Australia

Read more

Team it up with more customer support agents

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Ticket Resolver

Resolves routine tickets, escalates the rest.

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Escalation Manager

Routes hard tickets to the team that owns them.

Bug reported
  1. 1
    Reproduced the issue
  2. 2
    Checked open issues
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Bug Report Triager

Reproduces reports and files clean engineering bugs.

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SLA Watchdog

Reprioritizes the queue before an SLA breaks.

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Mid (3)
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High (4-5)
Fix: slow first reply

CSAT Responder

Recovers low CSAT scores and surfaces the drivers.

Tickets
Chats
Ratings
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Weekly themes

Voice of Customer

Synthesizes the week of tickets into clear themes.

Hi Sam, you’re right that the export failed. Here’s the fix and why it happened.

ZendeskIntercom

Reply Drafter

Drafts on-brand replies for an agent to send.

Every agent you add shares one stack

These agents all run on one platform: one gateway, one router, one eval suite, one audit trail. Every agent after the first ships faster.

  • Triggered by key events or signalslike Zapier
  • Given access to contextlike Zep
  • Connected to your appslike Composio
  • Access to all LLMslike OpenRouter
  • Performance evaluatedlike Braintrust
  • No-code agent builderlike Dust.tt
  • Coordinated into teamslike CrewAI
  • Kept alive through long-running worklike Temporal
  • Traced at every step of every runlike Langfuse

Put the Knowledge Base Writer to work this quarter

We partner with enterprise teams to take this work off their plate. An agent built with you, proven against your quality bar, and live in weeks.