A Dashworks alternative
built for founders, not enterprise IT

A virtual version of your business

Dashworks was acquired by HubSpot and shut down in 2025. Context Link is a different shape entirely: a virtual version of your business that AI can ask, observe, and help evolve. Connect your sources, talk to the business from inside ChatGPT, Claude, or any MCP-aware agent, and let Lenses surface what's true right now, what changed, and what needs attention.

Dashworks
VS
Context Link
At a Glance

Key Differences

1

Dashworks was acquired by HubSpot in April 2025 and shut down as a standalone product in July 2025

2

Context Link gives founders a virtual version of their business: Lenses on positioning, competitors, customer support pulse, and business activity

3

Each Lens combines connected sources with recurring AI deep research to surface what's true right now, what changed, and what needs attention

4

AI reaches Context Link from inside ChatGPT, Claude, and any MCP-aware agent. No new app to adopt (or lose to acquisition)

5

Pick a goal for a Lens and Suggested Actions turn it into concrete next moves grounded in your sources

No New Tools

Use Your Existing AI

Getting context in ChatGPT
ChatGPT Get Context · ChatGPT
Getting context in Claude
Claude Get Context · Claude
Your Sources

With Your Existing Knowledge Sources

Sources: Google Docs
Google Drive
Notion
Basecamp Basecamp
Websites
Files
Email
Memories
Decision Time

Dashworks vs Context Link: Who Needs What?

Dashworks is no longer available as a standalone product, but understanding what it offered helps clarify whether Context Link fits your needs.

Dashworks

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
Context Link

Choose Context Link If...

  • You're a founder or owner-operator running an AI-forward small business
  • You want a virtual version of the business you can ask, observe, and act on, not another app to adopt
  • You want Lenses on positioning, competitors, customer support pulse, and business activity, kept current by recurring AI deep research
  • 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
Side by Side

Feature Comparison

Capability
Dashworks Dashworks
Context Link 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)
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
Living business state (Lenses) No equivalent. Dashworks was workplace Q&A; it didn't surface a source-backed business state Lenses observe positioning, competitors, customer support pulse, and business activity, kept current by recurring AI deep research. Pick a goal and Suggested Actions turn it into concrete next moves
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 a virtual version of their business, asked from inside the AI they already use
Two Approaches

The Real Differentiation

Dashworks

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. The promise was 'ask the workplace and get an answer'. The shape was retrieval inside Dashworks.

Context Link

Context Link

Context Link is a different shape entirely. It gives founders and small teams a virtual version of their business. Connect, Ask, Observe, and Evolve are the four 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, observe Lenses on positioning, competitors, customer support pulse, and business activity (kept current by recurring AI deep research) to see what's true right now, what changed, and what needs attention, then pick a goal and work through Suggested Actions to move that part of the business forward.

Dashworks was workplace Q&A behind another app. Context Link is a virtual version of your business, talked to from the AI you already use.

No New Tools

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
Ellie
(ChatGPT)
Claude
Joel
(Claude)
Bot
Marketing
agent 004
ChatGPT
Deep research
session
Website
Services page
Website
Blog posts
Google Docs
Proposal template
Notion
Pricing list 2026
PDF
Legals policy
Notion
Case studies
Google Docs
5-Step Growth Playbook
Website
About page
PDF
Brand guidelines
Notion
Onboarding flow
Google Docs
Quarterly review
Memory +
Keyword tracker
Memory +
New customer checklist
Memory +
Brand voice notes
Their Strengths

What Dashworks Did Well What Dashworks Did Well

Dashworks was a well-built product that solved real problems before its acquisition. Here's what it did well — and what you might be looking to replace.

1

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.

2

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.

3

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.

4

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.

5

Permission-aware search

Dashworks synced access controls from connected apps, so employees only saw answers from content they were authorized to access.

Our Strengths

Context Link What Context Link Does Differently

1

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 auto re-sync, so the picture reflects current state. No content migration, no separate knowledge base to maintain.

2

Ask: from inside the AI you already use

AI reaches Context Link from inside ChatGPT, Claude, and any MCP-aware agent. Dashworks asked you to come into Dashworks (web app, Slack bot, Chrome extension). Context Link inverts that: your team stays in their AI of choice, and the answer comes from your connected sources, with citations.

3

Observe: Lenses give you a virtual version of your business

Lenses are source-backed analytical views: positioning, competitors, customer support pulse, business activity, and more. Each one combines connected sources with recurring AI deep research to surface what's true right now, what changed, and what needs attention. Dashworks did Q&A. Context Link goes further.

4

Recurring AI deep research

Each Lens re-runs deep research on a schedule, feeding the model fresh external evidence: competitor moves, market shifts, what's been written about your space. The picture stays current without you having to sit and watch.

5

Evolve: Suggested Actions close the loop

Pick a goal for a Lens (go upmarket, tighten your ICP, respond to a competitor launch) and Context Link briefs an AI on your sources, your Lens, and your latest deep research, then turns the goal into concrete next moves. Not generic AI brainstorming, lightweight strategy moves grounded in evidence.

6

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.

7

SMB-friendly pricing

Built for founders and teams of 3 to 200. No 10-seat minimums, no enterprise-only features behind 'contact sales' pricing.

8

Snapshot history makes change visible

Each Lens keeps a snapshot history. Not just 'here's the current Positioning Lens', but 'here's how it shifted in the last month'. Memories are a quiet supporting feature too: AI-pushed namespaced docs your team's AI can save and update over time.

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 a virtual version of their business: connected sources, Lenses on positioning, competitors, customer support pulse, and business activity (kept current by recurring AI deep research), and Suggested Actions that turn insight into next moves. 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 and a lot more, 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. If your critical knowledge lives in Salesforce or Jira, you may need a different tool for those specific sources.
How does Context Link work without its own app?
Context Link integrates directly into ChatGPT (via app connector), 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, observe Lenses, and pick goals), but the day-to-day asking happens inside the AI you already use.
What are Lenses?
A Lens is a source-backed analytical view of the business from one specific angle: Positioning, Competitors, Customer Support Pulse, Business Activity, and more. Each Lens combines your connected sources with recurring AI deep research and surfaces what's true right now, what changed, and what needs attention. Dashworks had no equivalent. Lenses are the most distinctive thing Context Link does.
Can I use Context Link with ChatGPT AND Claude?
Yes. Context Link is model-agnostic. The same connected sources and Lens evidence are available from ChatGPT, Claude, and any MCP-aware agent. Different team members can use different AI tools and still pull from the same business state.
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), pick a Lens or two, and you're observing what's true right now, what changed, and what needs attention. 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, every Lens indicator is grounded in retrievable evidence, 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 runs the same semantic retrieval across your connected sources, then a small fast LLM composes one grounded paragraph with numbered citations back to the exact snippets used. The difference: instead of logging into another app to ask, you invoke it from inside the AI you already use: ChatGPT, Claude, or any MCP-aware agent. Ask Question is a Pro feature and counts toward the monthly LLM allowance (1,000 requests/month, shared across LLM-powered features).
Summary

The Bottom Line

Dashworks

Dashworks

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. If you're a HubSpot customer, some of its technology may appear in Breeze.

Context Link

Context Link

Context Link gives founders and small teams a virtual version of their business. Connect your sources, observe Lenses on positioning, competitors, customer support pulse, and business activity (kept current by recurring AI deep research), ask from inside the AI you already use, and pick a goal to work through Suggested Actions. Under the hood it works like an AI knowledge base and managed RAG, but the promise is bigger than search: you see what's true right now, what changed, and what needs attention.

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 a virtual version of my business that AI can ask, observe, and help evolve

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

Get Started

Give AI a Virtual Version of Your Business

Context

$19 per seat / month
7-day free trial
includes
  • 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
  • Use /get-context for bigger briefings, or /ask-question for concise answers with citations
  • Connections auto re-sync every 24 hours
Start Your 7-Day Free Trial
start for free · cancel any time

Context + Lenses

$59 /month, then $19 per extra seat
7-day free trial
includes
  • Living Lenses on positioning, competitors, customer support and more
  • Backed by recurring AI deep research and your live-updating context
  • Pick a goal in any Lens — AI suggests actions to move your business there
  • Lens history shows how your business shifts over time
Start Your 7-Day Free Trial
start for free · cancel any time

No credit card required. No IT department needed.