FOR DEVREL & DOCS TEAMS

Make your docs answer back

Turn your documentation, API reference, and community threads into a cited assistant that lives on your docs site, in Discord, and inside the IDE via MCP — and shows you exactly which docs to write next.

Sound familiar?

The friction points every devrel & docs teams team knows

These are the recurring patterns we hear from devrel & docs teams leaders — and the ones BeforeQuery is built to remove.

01

You answer the same Discord question every single day

The install-and-auth question gets asked, answered brilliantly, and scrolls away within the hour. DevRel time goes to repetition instead of content, talks, and community building.

02

Coding assistants hallucinate your API

Developers ask their AI assistant instead of reading your docs — and it answers from stale training data, recommending endpoints you deprecated a year ago. You get the ticket either way.

03

You have no idea which docs are actually missing

Docs roadmaps get planned by gut feel. The questions developers actually fail to answer never make it back to the docs team in any structured way.

Capability 01

Ask AI on your docs site

The embeddable widget adds chat, search bar, and Cmd+K modes to your docs, answering from your indexed documentation, OpenAPI specs, GitHub READMEs, and changelog with the source shown to the exact page.
grounded answer · sources
answer

Priya’s Okta lockout can be cleared via self-serve MFA challenge — no IT intervention required. If MFA fails, escalate to IT on-call.

cited from
01
IT · Okta account lockout policy
runbook · updated 4d ago
02
HR · Emergency access procedure
policy · updated 2w ago
03
Ticket #48211 · priya · resolved
past ticket · similar match
Capability 02

MCP server for in-IDE answers

Each knowledge base exposes an MCP endpoint (search_docs, ask_question, list_sources) so Cursor, Claude, and other MCP clients retrieve your current docs instead of guessing from training data.
approvals · pending 4
unlock okta account
priya.sharma · self-serve · read-only
denyapprove
refund $128.40
stripe · ord_A4b2c · manager approval
denyapprove
revoke prod IAM role
aws · role/analyst · step-up MFA
denyapprove
reset zoom SSO
kiran.mehta · self-serve
denyapprove
Capability 03

Discord and Slack bots with the source shown

The bot answers community questions instantly from your docs, so good answers stop scrolling away — and your team only steps in for the genuinely novel questions.
context · priya.sharma
priyateamon-calloktagithubworkday
Capability 04

Gap analytics as a docs backlog

Every question the assistant could not answer well becomes a prioritized gap, and doc proposals draft the missing pages for your team to review, edit, and publish.
reports · this week
Auto-resolved
78.4%
+4.1 pt
Avg. loop time
11.4s
-2.1s
Approvals pending
12
-3
Coverage
94%
+1.2 pt
monsun
Connected out of the box

Relevant sources for devrel & docs teams

Website crawlerGitHubGitLabOpenAPIDiscordSlackDiscourseStack OverflowYouTubeMCP
Enterprise-grade by default

The controls your security team is going to ask about

SOC 2 Type II
audited annually
GDPR
EU data residency
HIPAA-ready
BAA available
SSO / SAML
Okta · Entra · Google
SCIM 2.0
auto-provision
Audit log
every write, traceable
Bring your key
AES-256-GCM at rest
Bring your model
Anthropic · OpenAI · self-host
Zero training
your data stays yours
Rollback
every write reversible
TLS 1.3
in transit
99.9% uptime
SLA on Enterprise
FAQ

Frequently asked questions about devrel & docs teams

How do answers keep up with releases?

Website sources re-crawl on a schedule, and GitHub/GitLab sources re-index via webhook on every push. Ship a docs change and the assistant answers from the new content — no retraining step.

What exactly does the MCP server expose?

A JSON-RPC endpoint at /mcp with search_docs, ask_question, and list_sources tools, authenticated by a client key that scopes it to one knowledge base. Any MCP-compatible client — Cursor, Claude, and others — can use it.

Can we index community answers, not just official docs?

Yes. Discourse forums, Stack Overflow tags, Slack channels, and YouTube videos can all be indexed alongside official docs, with source groups keeping official and community content separable at retrieval time.

How long does setup take?

Most teams are live the same day. Connect a source — a docs URL, GitHub repo, Notion workspace, or a file upload — and BeforeQuery crawls, normalizes, chunks, and embeds the content automatically. The website widget is a single script tag, and the Slack/Discord bots install in a few clicks.

Are answers backed by source paragraphs?

Yes. Every answer includes a structured sources list with the URL, title, and excerpt of each source used, so users can click through and verify any claim against the original document.

Is my content used to train AI models?

No. Your indexed content, semantic vectors, and conversations are isolated to your workspace and are only used to answer your own questions. Content is never shared across customers, and data is encrypted at rest and in transit.

Is there a free plan?

Yes. The Free plan includes 1 knowledge base and 100 AI questions per month — no credit card required. Pro comes with a 14-day free trial, and Enterprise plans add SSO, audit logs, and advanced governance features.

Bring grounded AI answers to your devrel & docs teams

Connect your knowledge sources and see grounded AI answers in minutes — free, no credit card required.

Get Started Free