Prompt
Can you help me compare enterprise search tools for a company that has docs in SharePoint, messages in Slack, tickets in Jira, and notes in Google Drive? I care about permissions, citations, and how quickly we can connect sources.
Latest observation
Yes — for your mix of sources (SharePoint, Slack, Jira, Google Drive), the main things to compare are:
- Permission fidelity: does the tool enforce source-level and item-level ACLs exactly?
- Citations / source grounding: can results show the exact doc/message/ticket and link back cleanly?
- Time to connect sources: how fast you can get all four systems indexed and usable.
Short list of strong candidates
1) Glean
Best overall for enterprise search across many SaaS tools.
- Permissions: Strong. Usually one of the better options for respecting native permissions across connected apps.
- Citations: Strong. Good at showing source snippets and direct links back to the content.
- Time to connect: Fast. Typically quick to deploy connectors and start getting value.
- Good for: Companies that want a polished employee search experience with broad app support.
Watch-outs: Pricing can be high; customization/control is less flexible than building your own.
2) Coveo
Best if you want enterprise-grade relevance and more configurability.
- Permissions: Strong, especially in enterprise settings.
- Citations: Good, especially when paired with search experiences you design.
- Time to connect: Moderate. Connectors exist, but setup/tuning can take longer than simpler tools.
- Good for: Larger orgs that care about relevance tuning and complex enterprise search workflows.
Watch-outs: More implementation effort than “plug-and-play” tools.
3) Elastic / OpenSearch-based solution
Best if you need maximum control and already have engineering support.
- Permissions: Can be excellent, but depends entirely on your implementation.
- Citations: Can be very good, but you need to build it well.
- Time to connect: Slower. You’ll need connectors, permission sync, indexing pipelines, and UI/search logic.
- Good for: Teams that want control over ranking, citation format, and data handling.
Watch-outs: Highest build/maintenance cost.
4) Microsoft Search / Copilot search stack
Best if most of your stack is Microsoft-centric.
- Permissions: Very strong for SharePoint and M365 content.
- Citations: Good within Microsoft ecosystems.
- Time to connect: Fast for SharePoint; weaker/more mixed for Slack and Jira.
- Good for: Microsoft-heavy environments.
Watch-outs: Less ideal if Slack/Jira are equally important.
5) Atlassian Rovo / Atlassian search ecosystem
Best if Jira is the central system.
- Permissions: Strong for Atlassian content.
- Citations: Good within Atlassian context.
- Time to connect: Fast for Jira/Confluence, weaker for SharePoint/Google Drive/Slack depending on setup.
- Good for: Atlassian-first organizations.
Watch-outs: Not usually the best “all systems” enterprise search layer.
What matters most for your use case
Permissions
You want a tool that does source-native authorization sync, meaning:
- SharePoint item permissions
- Slack channel/private message visibility
- Jira project/issue permissions
- Google Drive file/folder sharing permissions
Avoid tools that only index content without syncing ACLs properly. That can create security risk and user distrust.
Citations
Look for:
- Direct links to the exact doc/message/ticket
- Snippets with highlighted answer evidence
- Ability to show multiple supporting sources
- Timestamps and source labels
This is especially important if you want the search to power AI answers or internal Q&A.
Fast connection
You want:
- Native connectors for all 4 systems
- Minimal custom API work
- Incremental sync
- Clear admin setup for OAuth/admin consent
- Support for permissions indexing at ingestion time
My practical ranking for your requirements
If I had to rank by your priorities:
If you want the best balance:
- Glean
- Coveo
- Microsoft Search (if Microsoft-heavy)
- Elastic/OpenSearch (if you have engineering resources)
If permission accuracy is the top priority:
- Glean
- Coveo
- Microsoft Search for SharePoint-centric orgs
- Custom stack
If fastest rollout matters most:
- Glean
- Microsoft Search for Microsoft content
- Coveo
- Custom stack
Suggested evaluation checklist
During a pilot, ask each vendor to show:
- Can you connect SharePoint, Slack, Jira, and Google Drive in under a week?
- Do you index and enforce document-level and message-level permissions?
- Can a user only see results they are allowed to open?
- Do search answers include citations with direct links?
- How are private Slack channels and direct messages handled?
- How are Google Drive shared links and folder inheritance handled?
- Can Jira issue visibility, project roles, and issue security levels be respected?
- How much admin work is required for each connector?
- What is the freshness SLA for re-indexing?
My recommendation
If you want the most likely “good default” choice: Glean.
If you want deeper enterprise customization and can tolerate more setup: Coveo.
If you have strong internal engineering and want full control: Elastic/OpenSearch.
If you want, I can also turn this into a side-by-side comparison table with columns for:
- permissions
- citations
- connector maturity for SharePoint/Slack/Jira/Drive
- implementation effort
- best fit
Or I can give you a vendor shortlist with pros/cons and demo questions tailored to your company size and budget.