9 Best Dropbox Dash Alternatives for AI Enterprise Search in 2026

According to a survey of more than 5,000 professionals, 83% of knowledge workers say important information gets lost across scattered emails and chats. Dropbox Dash is one answer to that problem: a universal search bar and AI chat across your connected apps, plus Stacks for organizing what it finds.

Teams usually start looking for Dropbox Dash alternatives for one of these four reasons. Dash for Teams costs $19 per user per month on monthly billing and caps out at 100 users. Dash for Business is $35 per user per month, billed yearly only. The tool also reserves the right to add a future limit on how many items each member can use with Dash. And if a trial lapses, Dropbox removes connected apps and deletes search and chat history 30 days later.

A better search bar rarely solves this on its own. The bigger decision is which tool sits closest to where your files already live. So we’ve rounded up nine alternatives, ranked by how well each one replaces Dash’s core job, with live-verified pricing and the specific limit that should make you skip each one.

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9 Best Dropbox Dash Alternatives at a Glance

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How we review software at ClickUp

Our editorial team follows a transparent, research-backed, and vendor-neutral process, so you can trust that our recommendations are based on real product value.

Here’s a detailed rundown of how we review software at ClickUp.

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What Should You Look for in a Dropbox Dash Alternative?

A Dropbox Dash alternative should search your connected third-party apps, answer with links to the source, and respect the permissions each app already enforces. Every tool in this list passes that test. Use these questions to separate them:

• Does it cover the apps your team actually uses? List your top five content sources, then check each vendor’s connector page for all five, including which ones are still in beta
• Who sees what? Ask whether results inherit permissions from the source app or from a separate access model you have to maintain
• What does “included” cover? Check whether search, chat, and agents share one credit pool, and what happens when the pool runs out
• Which plan includes connected-app search? Several vendors gate it to a top tier, so price the plan that has the feature, not the entry plan
• What happens to your data if you leave? Read the trial and cancellation terms for how long indexed content and chat history are kept, and clean up stale files first, since a cluttered Google Drive produces cluttered answers
• Can you start with one team? Some platforms assume a company-wide rollout through sales, which slows a small pilot

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Where Does Your Content Already Live? The Content-Gravity Test

The right Dash alternative is usually the search layer attached to the place where most of your content already sits. We call this the content-gravity test, and it settles most shortlists before a single demo.

Every AI search tool works the same way underneath. It reads from source apps, checks permissions, and answers from what it can see. The closer the search layer sits to the source, the fewer connectors you configure and the fewer permission models you reconcile. A team with 80% of its files in SharePoint already pays for a search layer that reads SharePoint natively. Adding a standalone tool on top buys a second index of the same files, and a second document management workflow to maintain.

Standalone search tools like Glean and Dash earn their seat in one situation: content spread evenly across many vendors, with no single home. That’s common in large companies after years of team-by-team tool choices, and it’s exactly the pattern these knowledge management system examples illustrate. It’s far less common in smaller teams, which Dash’s 100-user Teams plan is built for.

The test has one caveat. If people search all day because work is scattered across tools, a better search bar treats the symptom. The cheaper fix is often fewer places to look, which is the same problem behind the cost of context switching.

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The 9 Best Dropbox Dash Alternatives

1. Glean (Best for company-wide search across a large app stack)

Glean indexes your company’s apps into one search bar and an assistant that answers with citations. It enforces each source system’s permissions, so people only see what they could already open. Its Enterprise Flex model is designed to be deployed to every employee, and the platform combines indexing connectors, federated search connectors, and live-query connectors under one admin console.

When a support lead needs the current refund policy, they can ask Glean from inside Slack, Zoom, or Microsoft Teams through Glean’s embedded apps. The answer cites the Confluence page and the Google Drive doc it came from, and your team doesn’t need to open a separate search tab.

Glean Assistant lets you choose how deeply it works on a question. Fast Mode handles quick lookups, like finding a policy or a doc owner. Thinking Mode takes more steps for harder questions, such as comparing two vendor contracts. Admins can choose which AI models the assistant can use. Glean also remembers context through saved memories, which you add yourself, and learned memories, which it builds from how you work. Over time, answers become more closely aligned with your role and your projects.

Standout features

• Go links and collections: Unlimited on every seat, so teams can pin the canonical doc for recurring questions
• Agent Builder: Create, test, and share agents at no extra charge, with runs drawn from the shared credit pool
• Deep Research: Build a full report from company data for questions that need more than a quick answer, then edit it in Canvas
• People directory: Unlimited org charts and team pages, so “who owns this?” is part of search

Pricing

• Enterprise Flex seats: Custom pricing

Ratings

• G2: 4.7/5 (300+ reviews)
• Capterra: Not enough reviews

Where it taps out: Glean’s cost isn’t fixed at the seat price. Fast Mode answers are unlimited, but heavier Thinking Mode use, premium models, agent runs, and learned memories all draw from a shared pool of credits. Pricing is available only through sales, so a small team can’t test how quickly that pool runs down before committing.

What real-life users are saying about Glean

A user review says:

2. Microsoft 365 Copilot (Best for teams whose files already live in Microsoft 365)

Microsoft 365 Copilot works inside the apps your team already has open: Word, Excel, PowerPoint, Outlook, and Teams. Its answers draw on Work IQ, which grounds AI chat in your Microsoft 365 content. Copilot connectors bring in data from outside tools too. If most of your files sit in SharePoint and OneDrive, Copilot searches where they already live, under the permissions Microsoft already enforces.

Take a client review on Friday. Copilot in Teams recaps the call where the scope changed, and Copilot in Outlook summarizes the latest status thread. A project manager can then ask Copilot Chat to pull those summaries and the current SharePoint deck into one prep brief. For a deeper question, like how this client’s spend compares to last quarter, the prebuilt Researcher agent takes over. Teams that mostly work in documents can see how this looks in Microsoft Copilot in Word.

Standout features

• Copilot connectors: Bring external sources into answers, included with the paid license
• Researcher and Analyst agents: Run multi-step research and data analysis without building an agent
• Copilot Notebooks: Group files and notes into a workspace Copilot can reason over
• Adoption analytics: Measure usage and business impact across licensed users

Pricing

• Copilot Chat: Included with eligible Microsoft 365 plans
• Microsoft 365 Copilot Business: $25.20/user/month
• Microsoft 365 Copilot: $30/user/month (billed yearly)

Ratings

• G2: 4.4/5 (300+ reviews)
• Capterra: 4.5/5 (28 reviews)

Where it taps out: Know which Copilot tier you are buying. Copilot Chat comes with eligible Microsoft 365 plans at no extra cost, but external connectors are metered, and search is limited there. The paid license includes connectors. Both paid tiers require a qualifying Microsoft 365 base plan, and Microsoft lists no trial for the enterprise tier.

What real-life users are saying about Microsoft 365 Copilot

A user review says:

3. ClickUp Brain (Best for teams that want search answers next to their tasks and docs)

ClickUp Brain answers search questions inside the Workspace where your team already plans and tracks work. Through Enterprise Search, it connects to 12 apps, including Google Drive, Slack, SharePoint, Jira, Salesforce, Microsoft Teams, and Dropbox, and respects each app’s permissions. For a team leaving Dash, files can stay in Dropbox and still show up in answers. The ClickUp Dropbox integration handles the connection.

Brain works with more than one AI model. Max is the default, and you can switch to ChatGPT, Claude, or Gemini models at the start of a chat or partway through one. Your Workspace context carries across every model. A project lead can ask Max to pull related tasks, past decisions, and the spec from Google Drive, then switch to Claude to structure the plan without re-explaining anything. The finished answer can become a ClickUp Task or ClickUp Doc from the same response.

ClickUp Super Agents handle multi-step workflows. Each agent has its own instructions, Skills, knowledge, tools, and model. It runs when someone @mentions it, assigns it a task, or sends it a DM, and it can also run on a schedule or from an Automation. Connect an external MCP server, such as GitHub, Atlassian, or your CRM, and both Brain and Super Agents can use that app’s tools, like creating a CRM record from a Chat request. ClickUp also runs its own MCP server, so ChatGPT, Claude, and Cursor can search and update your ClickUp work.

Standout features

• Workspace and personal connections: Admins connect apps and MCP servers for everyone, and each person can add their own accounts
• Persistent memory: Brain remembers your role, the people you work with, and your preferences across conversations
• Zero data retention: ClickUp AI isn’t trained on Workspace data, and its LLM partners don’t retain it after processing
• Super Agent activity log: Every agent run shows its trigger, the tools it used, and whether it completed

Pricing

Ratings

• G2: 4.6/5 (14,900+ reviews)
• Capterra: 4.6/5 (4,600+ reviews)

Where it taps out: Brain answers from a fixed list of 12 connected apps. Notion pages appear in Enterprise Search results, but Brain and Super Agents can’t read them to answer questions. A team whose main knowledge base lives in Notion gets links back, not answers.

What real-life users are saying about ClickUp

A user review says:

4. Gemini Enterprise (Best for Google Workspace teams that also touch Microsoft 365)

Teams that use Google Workspace don’t keep everything in Drive. Their contracts may be stored in OneDrive, while meeting notes are stored in Notion. Gemini Enterprise connects to Microsoft 365, Google Workspace, HubSpot, Notion, Slack, Jira, GitHub, and more. The tool grounds its answers and the content it generates in that company data, which helps teams split across OneDrive and Google Drive.

The same chat handles very different jobs. An operations lead can pull inventory data from OneDrive, Google Drive, and Box, list this week’s five best sellers, and flag anything below 500 units. A sales rep can draft outreach using context from Confluence, Notion, and Slack. For campaigns, Nano Banana generates images grounded in your product photos and brand guidelines.

Gemini Enterprise also runs multi-step workflows that span several apps. Google doesn’t use your prompts, outputs, or company data to train its models. Model Armor, its built-in protection layer, blocks harmful content and guards against data leakage.

Standout features

• Gemini Notebook: Build shareable, source-grounded notebooks from up to 300 internal documents
• Deep Research agent: Produces a cited, multi-source report instead of a quick chat reply
• Workflow Builder: Describe a repeatable task in plain language to create a no-code agent
• Canvas: Draft and edit docs and slides in Microsoft 365 and Google Workspace formats beside the chat

Pricing

• Business: Starts at $21/seat/month
• Standard and Plus: Custom pricing

Ratings

• G2: 4.6/5 (27 reviews)
• Capterra: Not enough reviews

Where it taps out: The Business edition comes with basic admin controls. Admins can add or remove members, choose which connectors the team can use, and turn chat sharing on or off. Employees can’t connect their own data to anything an admin hasn’t approved. Enterprise-grade compliance needs the Standard or Plus edition, which you buy through Google’s sales team.

What real-life users are saying about Gemini Enterprise

A user review says:

5. Guru (Best for teams that need answers a person has verified)

Guru treats company knowledge as something people maintain, with search built on top. It connects to more than 100 tools, including Slack, Microsoft Teams, Salesforce, Zendesk, Confluence, and SharePoint, and organizes what it finds into one governed knowledge layer. Every answer comes with citations and lineage. Permissions carry over from your existing systems and are enforced in real time.

When a support team’s return policy changes, the owner corrects it once in Guru, and the fix carries to every tool that pulls from Guru. That includes other AI assistants and agents, which read the same knowledge layer over MCP without rebuilding permissions for each tool.

Further, Guru is built for teams where a wrong answer has consequences, such as support, HR, and compliance. Content owners set verification intervals, so a policy page has an expiry date and comes back for review before it goes stale. On the governance side, Guru is audited for SOC 2 Type II and supports HIPAA and GxP requirements.

Standout features

• Verification workflows: Usage signals and review cycles flag answers that may be out of date
• MCP delivery: Other AI tools pull from the same governed knowledge without separate permission setups
• DLP masking: Data loss prevention masking hides sensitive values in answers
• Centralized audit logs: One audit trail across every human and AI consumer of your knowledge

Pricing

• Packages: Custom pricing

Ratings

• G2: 4.7/5 (2,200+ reviews)
• Capterra: 4.8/5 (600+ reviews)

Where it taps out: Guru depends on people keeping it current. Setup is scoped on a call, with Guru’s solution engineers designing your knowledge architecture. After launch, someone on your team has to review flagged pages and keep answers accurate. A team without a clear owner for shared knowledge ends up with more process than it needs. This is the job a knowledge base manager usually holds.

What real-life users are saying about Guru

A user review says:

6. Slack (Best for organizations where Slack is already the front door to work)

For teams that already ask questions in Slack all day, enterprise search brings the answer to the same place. A search pulls results from connected apps like Google Drive, GitHub, OneDrive, SharePoint, and Salesforce. Slack AI answers appear at the top of the results page. You can ask a plain question, like “What’s the status of Project Acme?”, instead of guessing at keywords.

Results are personal to each person. Every member connects their own account to each data source, so search and Slackbot only surface content that person can already open. Guests can use enterprise search too. If your org already runs the Google Drive or OneDrive and SharePoint apps in Slack, members may be connected to those sources automatically. People can start searching without extra setup.

When an engineer searches for a release decision, the results can show the GitHub pull request and the Google Drive spec next to the thread where the team agreed on the change. Slack is also adding agent features on top of search, which we cover in Slack AI agents.

Standout features

• AI answers above results: Slack AI answers appear at the top of the search results page
• Slackbot with outside context: Slackbot draws on connected sources when it replies
• Salesforce as a source: A configured Salesforce connection becomes a search source automatically
• Per-member control: People can disconnect a source to remove it from their own results

Pricing

• Free
• Pro: $8.75/user/month
• Business+: $18/user/month
• Enterprise+: Custom pricing

Ratings

• G2: 4.5/5 (37,900+ reviews)
• Capterra: 4.7/5 (24,200+ reviews)

Where it taps out: Searching across other apps is reserved for Slack’s top tier. Pro and Business+ teams get AI search across Slack messages and files only. To make Slack a real Dash replacement, you need Enterprise+, or Enterprise Grid with the legacy Slack AI add-on.

What real-life users are saying about Slack

A user review says:

7. Notion AI (Best for teams already running their wiki in Notion)

A new hire asks Notion AI how releases ship. Notion points them to the “How we ship” page the onboarding lead reviewed last month, not last year’s draft. Verified pages carry a badge into search results and AI citations, so people can tell a reviewed answer from an old one. For teams that already run their wiki in Notion, this is the strongest reason to keep search there.

Enterprise Search, on the Business plan and up, extends those answers beyond Notion. It searches your workspace along with connected tools like Slack, Microsoft Teams, and GitHub. Notion Agent can then take the answer further, using context from Notion, connected apps, and the web to complete multi-step tasks.

The AI also covers work that happens outside the wiki. AI Meeting Notes transcribes and summarizes calls without a bot joining. Custom Agents handle repetitive tasks on their own, like triaging requests or updating a database. Their output lands in the same pages your team already searches.

Standout features

• Verified pages: Mark a page as current, and the badge carries into search results and AI citations
• Research mode (Beta): Produces detailed reports from the workspace, connected tools, and the web
• AI Meeting Notes: Transcribes and summarizes meetings without a bot joining the call
• Zero data retention: Enterprise workspaces get zero data retention with Notion’s LLM providers

Pricing

• Free
• Plus: $12/member/month
• Business: $24/member/month
• Enterprise: Custom pricing
• Notion credits: $10 per 1,000 credits

Note: Free and Plus include a trial of Notion AI. Enterprise Search starts on Business.

Ratings

• G2: 4.6/5 (12,500+ reviews)
• Capterra: 4.7/5 (2,800+ reviews)

Where it taps out: Enterprise Search is still in beta. Notion labels it Beta on its own pricing page, along with several of its connectors. A team that needs answers mainly from tools outside Notion is relying on beta features for the core job of a Dash replacement.

What real-life users are saying about Notion

A user review says:

8. Dust (Best for teams building custom agents on top of company data)

A sales ops lead wants a weekly summary of new competitor notes without writing it by hand. In Dust, they build an agent once. It reads the team’s Notion and Google Drive, runs on a schedule, and posts the summary where the team can reuse it. Dust is built around agents like this one. Search is one step inside the workflow, the same shift showing up in AI agents for meetings.

Each agent gets its own skills, knowledge, and tools. Teams get to pick from more than 20 models from OpenAI, Anthropic, Google, Mistral, and DeepSeek, and choose the right model for each agent. Dust connects to Slack, Notion, GitHub, Drive, and more, and to any other tool through MCP. Agents can also search, query, and extract data across those sources rather than return a list of links.

Dust gives teams shared spaces to work with agents. Pods are collaborative workspaces with shared context, so a project team works from the same background instead of re-explaining it in every chat. Agent output can become a Frame, an interactive dashboard or small app the team can open and reuse. Data stays in the US or the EU, depending on which residency you choose.

Standout features

• Model choice per agent: No model is locked behind a higher plan, though larger models use more credits
• Scheduled and triggered agents: Multi-agent workflows run on schedules or in response to events
• SSO: Single sign-on with Okta, Entra ID, and JumpCloud on the Business plan
• Spaces: Segment data and permissions, with five spaces on the Business plan

Pricing

• Free
• Pro: $30/seat/month
• Max: $150/seat/month
• Enterprise: Custom pricing
• Programmatic usage: $0.01 per credit

Ratings

• G2: 4.6/5 (87 reviews)
• Capterra: Not enough reviews

Where it taps out: The self-serve Business plan connects to up to three company data sources. Replacing Dash usually means covering more apps than that, which pushes most teams toward the sales-led Enterprise plan.

What real-life users are saying about Dust

A user review says:

9. Onyx (Best for teams that need self-hosted, open-source search)

For teams that can’t send company data to someone else’s cloud, Onyx runs enterprise search and AI chat inside their own environment. It deploys on AWS, GCP, Azure, your own Kubernetes, or bare metal, and it can run fully air-gapped. The index, the embeddings, and the model traffic stay inside the boundary your security team already controls.

Because the code is open source, that team can audit it end to end. That makes Onyx a common pick for teams writing their IT knowledge management policy around data custody.

Onyx searches all connected sources at once rather than one app at a time. Onyx’s own example is “Why did our AWS bill jump $40K this month?” Onyx checks GitHub, Drive, Slack, and Confluence in parallel and traces the jump to a test cluster that was never shut down. The answer cites the Slack channel, the pull request, and the cost export it came from. More than 50 connectors stay synced, and each source’s permissions are enforced at query time.

Teams aren’t tied to one AI provider. Admins can swap models, route each team to a different one, or run open-weight models on their own GPUs. Beyond search, teams can build agents with custom instructions, knowledge, and actions that automate work in connected apps. Code execution inside chat handles calculations and data analysis.

Standout features

• Actions over MCP and OpenAPI: Agents can call external tools, not only read from them
• Model flexibility: Access to all major LLMs, so you aren’t tied to one provider
• Usage dashboards: Query history and usage dashboards come with the Business plan
• Code interpreter: Run analysis on retrieved data inside the chat

Pricing

• Business: $25/user/month
• Enterprise: Custom pricing

Ratings

• G2: No G2 listing found
• Capterra: Not enough reviews

Where it taps out: Self-hosting puts the infrastructure work on your team. Upgrades, scaling, and uptime become your job instead of the vendor’s. A team without someone to run that infrastructure is better served by Onyx Cloud or a fully managed tool.

What real-life users are saying about Onyx

A user review says:

3 more Dropbox Dash Alternatives worth watching

Atlassian Rovo (Included with paid Atlassian Cloud plans). Rovo adds search, chat, and agents to Standard, Premium, and Enterprise Cloud plans of Jira, Confluence, and Jira Service Management, with no separate purchase. The catch is that it’s built for Atlassian shops, and AI actions draw on a monthly credit allowance per user.

Moveworks (Custom pricing). Moveworks pairs enterprise search with an AI assistant aimed at IT and HR requests, so employees can find answers and resolve common tickets in one place. The catch is a sales-led rollout sized for large organizations.

BA Insight (Custom pricing). BA Insight connects enterprise search to SharePoint and other systems for organizations that want to build search into their own portals. The catch is that it’s infrastructure you configure, not an app a team turns on in an afternoon.

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How Should You Test a Dropbox Dash Alternative Before You Switch?

Test two finalists on the same set of real questions your team asks, with Dash as the baseline, and score every answer the same way. The content-gravity test above gives you your two finalists. This four-step pilot helps you pick between them.

Step 1: Build a 20-question test set

Pull questions people asked in the last month from Slack threads, support tickets, and onboarding docs. Use a mix of four types:

• Lookups: “Where is the current pricing deck?”
• Decisions: “What did we decide about the Q3 launch date?”
• People: “Who owns the vendor security review?”
• Stale-answer traps: questions where an outdated doc still sits next to the current one

Write down the correct answer and its source before the pilot starts. That way, scoring is a check against a known answer, not a judgment call.

Step 2: Set up a fair test

Connect the same 3 to 5 sources to both finalists. Pick a pilot group of 5 to 10 people from at least two teams. Include one person with restricted access, such as a contractor or a new hire. Keep Dash running on the same questions so you have a baseline. If a tool has no self-serve trial, ask the vendor for a proof of concept on your own data.

Step 3: Score every answer

Step 4: Decide with the scores

A single permission miss rules a tool out, however well it scores elsewhere. If both tools pass the permission check, compare right-source answers on the decision and stale-answer questions, and weight those more than lookups. Then check the usage meter: scale what the pilot group used up to your full headcount to see which plan you’ll actually need.

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Which Dropbox Dash Alternative Should You Choose?

The best Dropbox Dash alternative is the one that answers your team’s real questions from the right source. Every tool on this list searches connected apps and cites its sources.

The differences show up on your own content: whether answers come from the current doc, whether permissions hold, and whether people can act on what they find. Run the pilot on your two finalists and pick the one that scores best.

If your pilot shows people finding the answer and then switching tools to act on it, ClickUp handles both steps. ClickUp Brain answers from your Workspace and connected apps, including Dropbox. It can then turn that answer into a task or Doc in the same place.

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Frequently Asked Questions about Dropbox Dash Alternatives

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