Knowledge & Research

Internal Knowledge Agent

Slack/Teams bot that answers staff questions from Notion, Confluence, Drive, and SharePoint.

Features

5

Tech

13

Steps

5

AI Agent

Internal Knowledge Agent

Production-readyObservable
Notion API
Confluence API
Google Drive API

Capabilities

What this agent does

Every capability is shipped end-to-end — not a feature flag. You get a working slice on day one and we expand from there.

Feature 01

Multi-source sync

Pulls Notion, Confluence, Drive, SharePoint, Slack history.

Feature 02

Role-based access

Engineering can't read HR docs; finance can't read salaries.

Feature 03

Continuous indexing

Re-embeds within minutes of edits.

Feature 04

Feedback loops

Upvotes/downvotes on answers feed back into ranking.

Feature 05

Citation links

Click through to the exact source doc.

Stack

13 technologies we use

Production-tested tools chosen for reliability, observability, and developer velocity. Every piece is swappable.

Notion APIConfluence APIGoogle Drive APISharePoint APIOpenAI GPT-5Anthropic Claude 4.7LangChainLlamaIndexpgvectorPineconeSlack BoltTeams Bot FrameworkPostgreSQL

System at a glance

How the agent flows

A simplified view of what comes in, what the agent does with it, and what it produces. Each arrow is observable end-to-end.

Inputs

User questionIndexed documentsPermission context

Agent

Internal Knowledge Agent

Plan → tool-call → reflect, with approval gates.

Tools the agent calls

Notion APIConfluence APIGoogle Drive APISharePoint APIOpenAI GPT-5Anthropic Claude 4.7+7 more

Outputs

Cited answerSource linksFollow-up suggestions
Every step traced in Langfuse / Braintrust · cost + latency monitored · full replay on failure · human-in-the-loop where it matters

Engagement

How we roll it out

A 5-step process from kickoff to handover. Every step has a deliverable you can sign off on.

  1. 01

    Connect sources

    OAuth into your knowledge platforms with scoped tokens.

  2. 02

    Permission map

    Mirror your existing roles into vector-level ACLs.

  3. 03

    Index + deploy

    Embed all accessible content; install the Slack/Teams bot.

  4. 04

    Train on org speak

    Tune for acronyms, team names, internal jargon.

  5. 05

    Ship + iterate

    Quarterly reviews of unanswered questions feed back into docs.

Outcomes

What you can expect

Real numbers we see when Internal Knowledge Agent ships on top of an actual workflow. Specifics vary with starting baseline, data quality, and scope — but these are the ranges.

Outcome 01

−85%

Lookup time

From minutes searching to seconds answering with citation.

Outcome 02

92-97%

Answer accuracy

Against ground-truth Q&A set, tuned over 6-8 weeks.

Outcome 03

10K+ docs

Source coverage

Per workspace, with permissioning and version awareness.

Sample use cases

What this looks like in practice

Three concrete scenarios where teams deploy Internal Knowledge Agent today. Your engagement starts with one of these (or your own variant) and expands from there.

01

Onboarding new hires in 1 week

Engineers ask the bot anything about the codebase, runbooks, or product — answers cite the exact doc + line. Ramp time drops from 3 weeks to under 1.

02

Legal due-diligence acceleration

A counsel team uploads 200+ contracts. The agent surfaces non-standard clauses, missing indemnities, expiry windows — saves 60+ hours per quarter.

03

Cross-team policy clarity

HR + Finance answer 'can I do X?' questions from the workforce automatically, with permission-aware retrieval — sensitive policies stay private.

Typical engagement

From kickoff to live in 4-8 weeks

Most Internal Knowledge Agent engagements follow this shape. We give you a firm quote after a 30-minute scoping call, and the price is fixed up-front so you can budget.

2-3 weeks

Pilot

  • Discovery + playbook write-up
  • Tool design + guardrails
  • Eval suite + sandbox deploy
Core

2-4 weeks

Production

  • Hardened deploy on your stack
  • Observability dashboard + alerts
  • Two-week supervised mode

Ongoing

Handover & support

  • Runbook + team training
  • Monthly tuning + eval review
  • Pause or expand any time

Indicative range

$2,000 — $5,500

Full project, scoped + fixed up-front. Includes pilot, production, and 30 days of post-launch support.

Or hire us by the week

from $750/wk

Embedded retainer — best for evolving scopes.

Ready to ship Internal Knowledge Agent?

Tell us about your data, your tools, and what success looks like. We come back within one business day with a clear plan, price, and timeline.

Get started

Ready to ship the software your business actually runs on?

Tell us what you're building. We respond within one business day with a clear plan, price, and timeline.

16 industry CRMs shipped96+ clients · 14 countriesRemote-first · Global delivery