Data as of Aug 25, 2026 · Based on 38 AI responses from ChatGPT Search and Google AI Mode · See how Parse measures this
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If you mean “one search box where employees can ask a question and get an answer grounded in Slack, Google Drive, Microsoft 365, Jira, Salesforce, etc.”, my top pick is Glean.
| Tool | Best for | My take |
|---|---|---|
| Glean | Company-wide AI search across many apps | Best overall |
| Coveo | Sophisticated relevance/search, especially customer-facing or service use cases | Strong alternative |
| Microsoft Search/Copilot | Companies heavily standardized on Microsoft 365 | Best if you're already deeply in the Microsoft ecosystem |
| Guru | Internal knowledge + knowledge management | Better when curated knowledge is as important as search |
I'd choose Glean unless your organization is overwhelmingly Microsoft 365-centric or your primary requirement is customer-facing search/recommendations, where Coveo deserves a closer look. Coveo, for example, emphasizes relevance-driven retrieval across structured and unstructured enterprise data and integrations with platforms such as Salesforce, ServiceNow, and Zendesk.
If you tell me which apps you use (e.g. Slack + Google Workspace + Jira + Salesforce) and roughly how many employees, I can narrow this down to the best 2–3 options and explain the tradeoffs.
The clear market leader for AI-driven enterprise search across all work applications is Glean . It is widely considered the gold standard because it connects natively to over 100 workplace apps (like Slack, Google Drive, Jira, and Salesforce), uses deep learning to understand company context, and strictly enforces your existing user permission levels so employees only see what they are authorized to access.
The best enterprise search tools vary based on your existing software stack, engineering resources, and company size. The top options are compared below:
Top Enterprise Search Software Comparison
| Tool | Best For | Core Strengths |
|---|---|---|
| Glean | Out-of-the-box cross-app search | 100+ native connectors, role-based personalization, and instant setup |
| Microsoft Copilot for M365 | Microsoft-centric ecosystems | Deep integration with Teams, SharePoint, and Outlook |
| Guru | Knowledge management & wikis | Browser extensions, Slack-capturing tools, and human-verified "cards" |
| Elastic Enterprise Search | Custom data & developer control | Highly customizable vector/hybrid search for heavy internal databases |
| Coveo | Large-scale external + internal search | Strong semantic relevance and machine learning for massive data piles |
Key Features of the Top Solutions
To help narrow down the choice, what primary applications (e.g., Google Workspace, Microsoft 365, Slack, Jira, Notion) does your team use most? Let me know your company size as well so I can recommend the right tier.
If you mean “one AI search box that can answer questions using knowledge scattered across Slack, Google Drive, Microsoft 365, Jira, Salesforce, Confluence, Notion, etc.”, the strongest general-purpose choice today is usually:
Glean is designed specifically for cross-app enterprise search: it connects to many workplace systems, builds a company knowledge graph, and returns AI-generated answers grounded in your internal data while respecting existing permissions.
Best for:
Trade-offs:
| Your situation | Pick |
|---|---|
| 500+ employees, many apps, want “ask the company” search | Glean |
| Mostly Microsoft 365 | Microsoft 365 Copilot |
| Mostly Google Workspace | Gemini for Workspace |
| Need customer/support search | Coveo |
| Engineering team building custom AI search | Elastic |
| Want search that triggers workflows | Moveworks |
Before buying, I’d test any finalist with real employee questions and measure:
For most enterprises with a messy SaaS stack, I’d start a shortlist with Glean, Microsoft 365 Copilot (if applicable), and Coveo.
There is no single "best" tool for every enterprise because the ideal choice depends heavily on your existing tech stack, security requirements, and whether you are searching internal employee knowledge or external customer data.
The top enterprise search platforms specialize in different use cases:
To help narrow down the best fit for your team, let me know:
There is no single "best" enterprise search tool because the ideal choice depends heavily on your existing tech stack, security requirements, and data constraints . However, industry standards separate them clearly by use case:
To help narrow down the right choice, tell me:
If your goal is “ask one question and get a trustworthy answer from Slack, Google Drive, Jira, Salesforce, email, etc.”, my top pick is Glean.
| Tool | Best for | My take |
|---|---|---|
| Glean | Broad, AI-native enterprise search | Best overall |
| Guru | Verified knowledge + search | Best if accuracy/governance is paramount |
| Coveo | Large-scale, highly customizable search | Best for complex enterprise/search teams |
| Microsoft 365 Copilot | Microsoft-heavy organizations | Best if you're already deeply invested in M365 |
Why Glean wins: it combines a unified index/knowledge graph with semantic search and AI-generated answers, while respecting the permissions in the underlying systems. It currently advertises 275+ connectors, real-time syncing, and integrations across things like Slack, Google Workspace, Microsoft 365, Jira, Salesforce, and ServiceNow.
A particularly important distinction is that Glean isn't merely returning a list of documents. It can synthesize an answer from multiple sources and let you ask follow-ups, which is much closer to “company ChatGPT that actually knows our business.”
I'd choose Guru instead if your biggest problem is “AI keeps giving us outdated or unverified information.” Guru emphasizes cited, permission-aware answers and workflows for verifying stale knowledge.
If you tell me your stack (e.g. Slack + Google Workspace + Jira + Salesforce + Notion), I can give you a Glean vs. Guru vs. Copilot recommendation specifically for your company.
Coveo
coveo.com
There is no single "best" tool for every company because the ideal enterprise search platform depends heavily on your existing tech stack, security requirements, and whether you need out-of-the-box SaaS connectivity or heavy customization.
The top enterprise search and AI knowledge discovery platforms excel in different environments:
If you'd like to narrow this down, tell me:
I can help you select the ideal platform for your stack.
If you mean “one search box where employees can ask a question and get an answer from Slack, Google Drive, Salesforce, Jira, Confluence, email, etc.”, my top pick is Glean.
| Tool | Best for | My take |
|---|---|---|
| Glean | Cross-app enterprise search + AI answers | 🥇 Best overall |
| Microsoft 365 Copilot Search | Microsoft-heavy organizations | 🥈 Best if you're already deep in M365 |
| Coveo | Complex search / customer-service / commerce use cases | 🥉 Excellent, but more search-platform oriented |
| Guru | Knowledge management + verification | Great for curated internal knowledge |
Why Glean stands out: it is purpose-built around enterprise-wide knowledge rather than just searching one ecosystem. It currently advertises 275+ connectors, including Slack, Gmail, Google Drive, Jira, GitHub, Salesforce, ServiceNow, SharePoint, Teams, and many others. It also maintains source permissions, so users only get results they're authorized to see.
Its AI layer is particularly compelling: you can ask something like “What did we decide about the Acme renewal?” and have it synthesize information from multiple sources rather than simply returning a list of documents. Glean says its answers are grounded in connected company data and can provide citations.
If your company is already heavily invested in Microsoft 365, SharePoint, Teams, Outlook and Microsoft Graph, I'd seriously consider Microsoft 365 Copilot Search. It now provides universal search across Microsoft 365 plus external systems through connectors, including Salesforce, ServiceNow, Confluence, Jira, GitHub and Google Drive.
The big advantage is ecosystem integration and potentially less vendor sprawl. The downside is that Glean is more purpose-built around cross-application knowledge discovery.
I'd shortlist Glean first, especially if your stack looks like:
Slack + Google Workspace + Salesforce + Jira + Confluence + GitHub + assorted SaaS
If it's predominantly:
Teams + SharePoint + Outlook + OneDrive + Microsoft 365
I'd start with Microsoft 365 Copilot Search.
If you tell me which apps you use (e.g. Slack, Google Drive, Salesforce, Jira, Notion, Teams) and roughly how many employees, I can give you a much more specific recommendation and compare Glean vs. Copilot vs. Guru vs. Coveo on integrations, security, AI quality, admin effort, and likely cost.
If you mean “one search box that can answer questions using knowledge scattered across Slack, Google Drive, SharePoint, Jira, Confluence, Salesforce, GitHub, Notion, etc.”, the strongest options today are:
| Tool | Best for | Why it stands out | Watch-outs |
|---|---|---|---|
| Glean | Most large enterprises | Purpose-built for cross-app workplace search; strong connectors, permission-aware results, and AI-generated answers grounded in company data. www.glean.com | Can be expensive; evaluate answer quality on your own data |
| Microsoft Microsoft 365 Copilot | Microsoft-heavy companies | Excellent if most knowledge lives in Teams, SharePoint, OneDrive, Outlook, and Office. www.glean.comwww.glean.com | Less compelling if your stack is very mixed |
| Coveo | Customer support, commerce, knowledge portals | Very strong search relevance and enterprise tuning capabilities. www.glean.comwww.glean.com | Often requires more configuration |
| Elastic | Engineering-led organizations | Flexible search infrastructure with strong customization options. clickup.com | More of a platform; you may need engineering resources |
| Atlassian Atlassian Rovo | Jira/Confluence-centric teams | Natural fit when Atlassian is the knowledge hub. clawnewbie.com | Less ideal as a universal enterprise layer |
You have 50+ apps and want “ask the company anything” → Glean
Usually the best fit for a heterogeneous SaaS environment because it is designed around cross-application knowledge discovery and permissions.
You are already standardized on Microsoft 365 → Microsoft 365 Copilot
The ecosystem advantage is hard to beat when your data is already in Microsoft Graph-connected services.
You need search as a product capability (customers, agents, portals) → Coveo
Better suited than employee-only search in many external-facing scenarios.
You want to build your own AI knowledge layer → Elastic
More control, but more implementation work.
Don’t judge these tools by a demo. Give each the same 50–100 real employee questions:
Measure:
For a typical 500–10,000 employee company with a mixed SaaS stack, I’d start by evaluating Glean, Microsoft 365 Copilot (if applicable), and Coveo side by side.
When looking for the best enterprise search tool that finds answers across all your disparate apps (Slack, Google Drive, Notion, Jira, Salesforce, GitHub, etc.), the market consensus points to a clear overall leader , alongside strong alternatives depending on your current ecosystem:
To help narrow down which tool fits your organization best, tell me: