A Guru alternative
that lives inside your AI
Managed RAG-as-a-service
Guru asks your team to build and maintain a wiki. Context Link connects to the knowledge sources you already have — Notion, Google Docs, email, Basecamp, websites, and more — and makes them retrievable from inside ChatGPT, Claude, Gemini, and Copilot. No new app. No content migration. No wiki to maintain.
Key Differences
Guru is a knowledge base app your team has to write content into and maintain. Context Link connects to the sources you already keep current.
Context Link runs inside ChatGPT, Claude, Gemini, and Copilot — no new app to adopt, no new login
Connect Notion, Google Docs, Google Drive, email, Basecamp, Monday.com, websites, and uploaded files in minutes — no content migration
Guru starts at $250/month (10-seat minimum). Context Link is built for teams of 3-200 with transparent pricing.
Memories let your AI save and update its own living documents — something Guru's Knowledge Cards can't do
Use Your Existing AI
With Your Existing Knowledge Sources
Which Should You Choose?
Both tools help teams access knowledge faster, but they take fundamentally different approaches.
Choose Guru If...
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You're a mid-to-large company (100+ employees) with a dedicated knowledge manager
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You need content verification workflows with SME ownership and scheduled reviews
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Your team works primarily in Slack or Microsoft Teams and wants contextual answers there
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You need enterprise security features like SSO, SCIM, and DLP masking
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You're willing to invest in building and maintaining a structured wiki from scratch
Choose Context Link If...
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You're a team of 3-200 that uses AI daily and wants it to know your business
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You don't want to adopt another app — you want context inside ChatGPT, Claude, Gemini, or Copilot
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Your knowledge already lives in Notion, Google Docs, email, Basecamp, or your website — and you want AI to search it without migrating anything
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You want to be up and running this afternoon, not next month
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You want your AI to save and update its own documents through Memories — not just search a static wiki
Feature Comparison
|
Capability
|
|
|
|---|---|---|
| Where you work | Guru's own app, browser extension, Slack/Teams | Inside ChatGPT, Claude, Gemini, Copilot — the AI tools you already use |
| AI model | Locked to OpenAI/GPT | Model-agnostic — works with any AI, switch as models improve |
| Connectors | 100+ enterprise integrations (read-only indexing for most) | Notion, Google Docs, Google Drive, email (Gmail, Outlook, Zoho, Fastmail, IMAP), Basecamp, Monday.com, any website, uploaded files |
| Setup time | Days to weeks (content must be written or migrated into Guru) | Minutes (connect existing sources, no migration) |
| Pricing | $25/seat/month with a 10-seat minimum ($250/month floor). Enterprise: custom/sales-required. | SMB-friendly per-seat pricing — no forced minimums, no sales calls |
| Team size | Best for 100-10,000+ employees | Built for teams of 3-200 |
| Memories (writable AI docs) | No equivalent — Knowledge Cards must be created and maintained by humans | AI-owned living documents under /slash routes — save brand voice, approved claims, canonical facts |
| Content model | Write content into Guru's Knowledge Cards, or manage it in two places | Connect to where your content already lives — no duplication, no migration |
| Ongoing maintenance | Constant verification, tagging, and organising required | Sources auto-sync. No wiki to maintain. |
| Direct question answering (Q&A) | Guru AI Answers inside Guru's app or browser extension | Ask Question skill invoked from inside ChatGPT or Claude: `/ask-question [question]` or "ask Context Link what …". Returns one grounded paragraph with numbered citations. Secondary to the primary `get context on [topic]` workflow |
| Best for | Structured internal knowledge management at enterprise scale | Giving your team's AI accurate company context from existing sources, instantly |
The Real Differentiation
Guru
Guru is a knowledge management platform that centralises your company's knowledge into a searchable wiki of 'Knowledge Cards.' It works well for large organisations that can dedicate staff to writing, tagging, verifying, and organising content. But for small teams, that maintenance burden is the problem — not the solution. You end up managing another app, migrating content out of tools you already use, and paying for seats whether people log in or not.
Context Link
Context Link takes the opposite approach. Instead of building another app your team has to maintain, it connects to the knowledge sources you already keep current — Notion, Google Docs, Google Drive, email, Basecamp, Monday.com, websites, and uploaded files. Your team retrieves context from inside the AI tools they already use (ChatGPT, Claude, Gemini, Copilot) with a single prompt: 'get context on {topic}.' And with Memories, your AI can save and update its own living documents — brand voice, approved claims, product facts — without anyone maintaining a wiki.
Guru is another app to maintain. Context Link is a layer inside the apps you already have.
Meet your team where they already work
Your team stays on the best AI tools for them — ChatGPT, Claude, Gemini, Copilot. Context Link upgrades every conversation with your company's actual knowledge. Easy adoption, zero workflow disruption.
(ChatGPT)
(Claude)
agent 004
session
What Guru Does Well
Guru is a well-built knowledge management platform with strong reviews (4.7/5 on G2 from 2,300+ reviews). For the right team, it solves real problems.
Content verification workflows
Guru's verification system is genuinely unique. You can assign SME owners to each Knowledge Card, set review schedules, and automatically flag stale content. For compliance-heavy organisations, this matters.
Clean, intuitive interface
Guru is consistently praised for ease of use. Once content is written and organised, finding answers is straightforward — especially through the browser extension.
In-workflow access via browser extension
Guru's Chrome extension surfaces relevant Knowledge Cards while you're working in other tools. It reduces context-switching without leaving the tool you're in.
Enterprise search breadth
With 100+ integrations, Guru can index knowledge from across a large organisation's entire tool stack — Confluence, Salesforce, Jira, Zendesk, and more.
Knowledge Agents
Role-specific AI assistants (HR Buddy, Sales Optimizer, Support Agent) can be configured with different knowledge scopes and personalities. For large teams with distinct departments, this is useful.
What Context Link Does Differently
No new app to adopt
Runs inside ChatGPT, Claude, Gemini, and Copilot. Your team doesn't learn a new interface or add another daily login — they just get better context in the AI tools they already use.
Connect the tools you already have — no content migration
Guru requires content to be written into Knowledge Cards or managed in two places. Context Link connects to Notion, Google Docs, Google Drive, email (Gmail, Outlook, Zoho, Fastmail, IMAP), Basecamp, Monday.com, any website, and uploaded files (PDFs, Word docs, Markdown). Your knowledge stays where it is.
Model-agnostic
Guru is locked to OpenAI's models. Context Link works across ChatGPT, Claude, Gemini, and Copilot — different team members can use different AI tools, and you switch models as they improve without reworking anything.
Minutes to value
Connect your sources and start retrieving context the same day. No content migration project, no IT department, no weeks of writing Knowledge Cards before anyone gets value.
Memories — AI-owned living documents
Guru's Knowledge Cards must be created and maintained by humans. Context Link's Memories let AI save, retrieve, and update its own documents under /slash routes — brand voice, approved claims, product facts. One source of truth that stays current without a dedicated knowledge manager.
SMB-friendly pricing
Guru starts at $250/month (10-seat minimum at $25/seat) and has moved to sales-required pricing for most plans. Context Link is built for teams of 3-200 with transparent, affordable pricing.
No wiki to maintain
Guru's value depends on someone constantly writing, tagging, verifying, and organising content. Context Link auto-syncs from your existing sources. If your Notion pages and Google Docs are current, your AI's context is current.
Compounds over time
Every connected source and saved Memory makes every future AI conversation more accurate. Your AI gets smarter about your business the more you use it — without the 'hamster wheel' of wiki maintenance.
Frequently Asked Questions
Is Context Link a direct replacement for Guru?
What if I already have content in Guru?
How does Context Link handle the content verification that Guru offers?
Does Guru have a free plan?
Can I use Context Link with ChatGPT AND Claude?
How long does it take to set up Context Link vs Guru?
What about Guru's browser extension and Slack integration?
My team is under 10 people. Is Guru worth it?
Does Context Link have an 'Ask' feature like Guru?
The Bottom Line
Guru
Guru is a strong knowledge management platform for mid-to-large organisations. If you have 100+ employees, a dedicated knowledge manager, and the budget for structured wiki maintenance with verification workflows, Guru delivers real value — especially for onboarding, support, and sales enablement.
Context Link
Context Link is managed RAG-as-a-service for teams of 3-200. It runs inside the AI tools you already use, connects to the knowledge sources you already have, and sets up in minutes. No wiki to build, no content to migrate, no app to maintain.
Quick Decision Guide
I need a structured internal wiki with content verification and enterprise security
Guru is the right choice
I want my team's AI to know our business without building and maintaining a wiki
Context Link is the right choice
I can't justify $250/month minimum or dedicating someone to wiki maintenance
Context Link is the right choice
My knowledge already lives in Notion, Google Docs, email, and our website — I just want AI to search it
Context Link is the right choice
Give Your AI the Context It's Missing
Starter
- Search all your sources by meaning, not keywords
- Works with ChatGPT, Claude, Copilot & Gemini
- Connect Google Drive, Notion, files, email, websites & more
- Save AI outputs as reusable memories under any /slash
- Private links with PIN protection
Pro
- Everything in Starter
- Get context or /ask-question for concise answers
- Connections auto re-sync every 24 hours
- Higher source & page limits
- Team support
No credit card required. No IT department needed. No wiki to build.