Dashworks Alternative for Small Teams | Context Link | Context Link
A Dashworks alternative built for founders, not enterprise IT
Dashworks was acquired by HubSpot and shut down in 2025. Context Link is a different shape entirely: one place for AI to talk to your whole business. Connect your sources, ask source-backed questions from inside ChatGPT, Claude, or any MCP-aware agent, and save settled decisions as Memories that every AI reads the latest version of.
Try Context Link Free See the comparison →
Key differences
- Dashworks was acquired by HubSpot in April 2025 and shut down as a standalone product in July 2025
- Context Link gives founders one connected knowledge base: Notion, Google Docs, Google Drive, email, Basecamp, websites, and files, kept in sync every 24 hours
- Every answer is source-backed with citations, retrieved by meaning, not keywords
- AI reaches Context Link from inside ChatGPT, Claude, and any MCP-aware agent. No new app to adopt (or lose to acquisition)
- Save settled decisions as Memories, and every connected AI reads the latest version
Use your existing AI
Your sources
With your existing knowledge sources
-
-
-
-
-
-
- -
Dashworks vs Context Link: Who Needs What?
You Might Miss Dashworks If...
- You need enterprise search across 50+ apps including Salesforce, Jira, and Confluence
- Your team lives in Slack and wants an AI bot that auto-answers channel questions
- You need permission-synced search that mirrors your existing access controls exactly
- You're a HubSpot customer and can wait for Dashworks tech to appear in Breeze
- You need HRIS integrations like BambooHR, Workday, or Gusto for onboarding bots
Choose Context Link If...
- You're a founder or owner-operator running an AI-forward small business
- You want AI to answer from your actual sources, with citations, not another app to adopt
- You want to save settled decisions as Memories, so every AI tool reads the latest version
- You need to connect Notion, Google Docs, Google Drive, email, Basecamp, Monday.com, websites, or uploaded files
- You want AI to reach the business from inside ChatGPT, Claude, or any MCP-aware agent, not behind another login
Feature comparison
| Capability | Dashworks |
Context Link |
|---|---|---|
| Where you work | Dashworks web app, Slack bot, and Chrome extension | Inside ChatGPT, Claude, and any MCP-aware agent. Context Link is reached from the AI tools your team already uses |
| AI model | Multiple (GPT-4o, Claude, Gemini, Llama). Business plan required for model choice | Model-agnostic. Same connected sources answer ChatGPT, Claude, and any MCP-aware agent |
| Connectors | 50+ enterprise apps (Google Drive, Salesforce, Jira, Slack, Confluence, etc.) | Notion, Google Docs, Google Drive, email (Gmail, Outlook, Zoho, Fastmail, IMAP), Basecamp, Monday.com, any website, uploaded files (PDFs, Word, Markdown), and custom connections (your AI pushes content from any service it can reach) |
| Setup time | Minutes for basic setup; full configuration takes longer | Minutes (self-serve, no IT needed) |
| Pricing | $10 to 15/user/month (product shut down July 2025) | SMB-friendly per-seat pricing, no enterprise minimums |
| Team size | Mid-market (10-seat minimum on Business plan) | Built for founders and teams of 3 to 200 |
| Memories (save the latest truth) | No equivalent. Dashworks was workplace Q&A; it didn't give AI a place to save knowledge back | AI and humans save settled decisions as Memories: named, canonical docs with version history. Update once and every connected AI reads the latest version |
| Status | Acquired by HubSpot, shut down July 2025 | Active and independently operated |
| Direct question answering (Q&A) | Dashworks' Q&A inside Dashworks' app / Slack bot | 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 | Was: AI-powered Q&A across 50+ workplace apps via its own interface | Founders and small teams who want AI to answer from their actual business sources, inside the AI they already use |
The Real Differentiation
Dashworks
Dashworks built a solid workplace Q&A tool. It connected 50+ apps and answered questions with citations through its own web app, Slack bot, and Chrome extension. It was well-designed for mid-market teams that wanted enterprise search without enterprise complexity. But it was still another app, and when HubSpot acquired it in 2025, the standalone product was shut down.
Context Link
Context Link is a different shape entirely. It gives AI one place to talk to your whole business. Connect, Ask, and Remember are the three pillars: connect your sources once (Notion, Google Docs, Google Drive, email, Basecamp, Monday.com, websites, uploaded files), ask the business from inside ChatGPT, Claude, or any MCP-aware agent and get source-backed answers with citations, and save settled decisions as Memories so every AI reads the latest version. Sources sync every 24 hours, so answers reflect what your business says today.
What Dashworks Did Well
- Real-time federated search: Dashworks didn't build a static index. It searched live across connected apps at query time, so results always reflected the current state of your tools.
- Slack-native experience: The Dashworks Slack bot was its strongest feature. It sat in team channels, automatically detected questions, and answered with citations, handling up to 45% of repetitive questions without human involvement.
- Broad connector coverage: With 50+ integrations spanning CRM, project management, HRIS, and messaging tools, Dashworks could reach into most corners of a company's tech stack.
- Cited answers with source links: Every Dashworks response linked back to the source documents, so you could verify the AI's work. This built genuine trust with users.
- Permission-aware search: Dashworks synced access controls from connected apps, so employees only saw answers from content they were authorized to access.
What Context Link Does Differently
- Connect: one knowledge base, kept in sync: Plug in the places work happens: Notion, Google Docs, Google Drive, email (Gmail, Outlook, Zoho, Fastmail, IMAP), Basecamp, Monday.com, any website, uploaded files. Sources sync every 24 hours, so the index reflects the current state. No content migration, no separate knowledge base to maintain.
- Ask: from inside the AI you already use: AI reaches Context Link from inside ChatGPT, Claude, and any MCP-aware agent. Context Link inverts Dashworks' approach: your team stays in their AI of choice, and the answer comes from your connected sources, with citations.
- Remember: Memories save the latest truth: AI and humans can save settled decisions as Memories: named, canonical documents like a positioning statement or a pricing rationale. Updating a Memory replaces the old truth while keeping version history, so AI reads the latest version.
- Always in sync: Sources sync every 24 hours, so AI reads what your business says today, not a snapshot from the month you set it up. No manual re-uploading, no stale context.
- Returned with citations: Every answer cites the exact sources it came from, and any information you don't want indexed can be excluded with a click. Trustable answers, not confident guesses.
- Won't disappear in an acquisition: Dashworks shut down 90 days after HubSpot's deal closed. Context Link is independently operated and running. And because AI reaches Context Link from inside ChatGPT or Claude, you're not betting the team's workflow on a single vendor's chat surface.
- SMB-friendly pricing: Built for founders and teams of 3 to 200. No 10-seat minimums, no enterprise-only features behind 'contact sales' pricing.
- Version history makes change visible: Memories keep version history: update the latest truth without losing what it replaced. You see not just what's current, but what it used to say and when it changed.
Frequently asked questions
What happened to Dashworks?
Dashworks was acquired by HubSpot in April 2025. The standalone product stopped accepting new sign-ups immediately and shut down on July 16, 2025. The technology is being folded into HubSpot's Breeze AI features, but there is no direct replacement for Dashworks as an independent product.
Is Context Link a direct replacement for Dashworks?
Context Link solves the same underlying problem (giving AI accurate company context) but the shape is different. Dashworks was workplace Q&A inside its own app. Context Link gives founders one connected knowledge base: sources synced every 24 hours, source-backed answers with citations, and Memories for saving settled decisions. AI reaches the business from inside ChatGPT, Claude, or any MCP-aware agent. For teams of 3 to 200, it delivers the core Q&A benefit without another app to lose.
Can Context Link connect to the same apps Dashworks did?
Dashworks connected to 50+ enterprise apps including Salesforce, Jira, Confluence, and Slack. Context Link focuses on the knowledge sources most SMBs actually run on: Notion, Google Docs, Google Drive, email (Gmail, Outlook, Zoho, Fastmail, custom domains via IMAP), Basecamp, Monday.com, any website, and uploaded files.
How does Context Link work without its own app?
Context Link integrates directly into ChatGPT (via its official ChatGPT app), Claude (via skill), and works with any MCP-aware agent over MCP. Your team keeps using whichever AI they prefer. When they need company context, they ask 'get context on {topic}' and Context Link retrieves the most relevant snippets from your connected sources. There is a dashboard too (where humans connect sources, review responses, and manage Memories), but the day-to-day asking happens inside the AI you already use.
What are Memories?
A Memory is a named, canonical document that holds the latest version of something your business wants AI to reuse: a positioning statement, an ICP definition, or a pricing rationale. AI or a human saves it once, then any AI tool connected to Context Link can retrieve it later. Updating a Memory replaces the old truth while keeping version history, so AI always reads the latest version.
Can I use Context Link with ChatGPT AND Claude?
Yes. Context Link is model-agnostic. The same connected sources and Memories are available from ChatGPT, Claude, and any MCP-aware agent. Different team members can use different AI tools and still pull from the same knowledge base.
How long does it take to set up?
Most founders are up and running in under an hour. Connect your sources (Notion, Google Docs, email, websites), open ChatGPT or Claude, and ask your first source-backed question. No IT department, no deployment project.
What about AI hallucinations?
Context Link reduces hallucinations by giving AI actual source material to work from instead of guessing. Semantic search retrieves the most relevant snippets from your connected sources, and answers cite the chunks they came from. It doesn't eliminate hallucinations entirely, but it dramatically reduces them for company-specific topics.
Does Context Link have an 'Ask' feature like Dashworks?
Yes. Alongside the primary "get context on [topic]" workflow, Context Link has an Ask Question skill invoked as /ask-question [question] or natural language ("ask Context Link what …"). It retrieves relevant sources and composes a grounded paragraph with numbered citations back to the exact snippets used.
The bottom line
Dashworks was a solid AI knowledge assistant that connected 50+ apps and answered workplace questions with citations. It was acquired by HubSpot in April 2025 and shut down as a standalone product in July 2025. Context Link gives founders and small teams one place for AI to talk to their business. Connect your sources, ask from inside the AI you already use, and save settled decisions as Memories that every AI reads the latest version of. Under the hood it works like an AI knowledge base and managed RAG: sources sync every 24 hours and every answer comes back with citations.
Quick decision guide
Your pain: I used Dashworks and need a working replacement fast
Solution: Context Link connects in minutes and works from inside the AI you already use
Your pain: I want AI to answer from my actual business sources, with citations, without adopting another app
Solution: Context Link is the right choice
Your pain: I need enterprise search across 50+ apps with SSO and compliance
Solution: Look at Glean or enterprise search platforms. Context Link is built for founders and smaller teams.
Pricing
Context for business
7-day free trial $19 per seat / month includes
- Search all your sources by meaning, not keywords
- Use directly from within ChatGPT and Claude
- Connect Google Drive, Notion, files, email, websites, workspaces & custom connections
- Save AI outputs as reusable memories under any slash
- Get a source-backed answer with citations.