Prompt
I’m looking for enterprise search with admin controls for connectors, indexing, and relevance tuning. What should I shortlist for a mid-sized company?
Latest observation
For a mid-sized company, I’d shortlist 3–5 enterprise search platforms that balance admin control, connector coverage, and relevance tuning without becoming too heavyweight to run.
Best shortlist
- Coveo
- Algolia for Enterprise Search
- Elastic Enterprise Search
- Glean
- Microsoft Search / Microsoft Graph Search if you’re already deep in Microsoft 365
- or Google Cloud Search if you’re primarily on Google Workspace
Why these make the cut
1) Coveo
Best if you want:
- strong relevance tuning
- lots of connectors
- enterprise-grade analytics and personalization
- robust admin controls for indexing and ranking
Good fit for mid-sized companies that need search across multiple internal systems and want a more mature “search platform” than a simple keyword box.
2) Algolia
Best if you want:
- fast deployment
- strong search UX
- powerful indexing/ranking controls
- good developer and admin experience
It’s often a great choice when you want enterprise search for internal content or customer-facing experiences and have some technical resources to configure it well.
3) Elastic Enterprise Search
Best if you want:
- maximum control and flexibility
- solid connector/indexing options
- relevance tuning with more engineering involvement
- the ability to extend search deeply
This is a strong shortlist item if you have in-house technical talent and want to avoid being boxed into a more opinionated platform.
4) Glean
Best if you want:
- quick time to value
- broad workplace connectors
- AI-assisted search and answers
- less manual tuning upfront
Glean is often attractive for mid-sized companies that want employees to “just find things” across SaaS tools, but it may offer less low-level control than Elastic/Coveo.
5) Microsoft Search / Google Cloud Search
Best if you are already standardized on:
- Microsoft 365, SharePoint, Teams, OneDrive
- or Google Workspace
These are worth considering because they reduce integration overhead and administrative complexity, but they’re usually less flexible for advanced cross-system relevance tuning than dedicated enterprise search platforms.
My practical recommendation by company profile
If you want the best balance of admin control + enterprise features:
- Coveo
- Elastic
- Algolia
If you want the fastest adoption with good AI search:
- Glean
- Microsoft Search or Google Cloud Search if already in those ecosystems
If you need deep customization and have engineering support:
- Elastic
- Algolia
Evaluation criteria to use in the shortlist
When you compare vendors, ask specifically about:
- Connector breadth: M365, Google Workspace, Salesforce, Confluence, Jira, Slack, Box, SharePoint, file shares, databases
- Indexing controls: incremental indexing, metadata mapping, field boosts, document-level permissions
- Relevance tuning: boosts, synonyms, query rules, click analytics, feedback loops
- Security trimming: permission-aware search by default
- Admin experience: how much can non-developers manage?
- Analytics: zero-result queries, top searches, failed searches, content gaps
- AI features: answer generation, semantic search, vector support
- Deployment model: SaaS vs self-hosted vs hybrid
- Implementation effort: connector setup, schema design, governance
If you want a very tight shortlist
For most mid-sized companies, I’d start with:
- Coveo
- Glean
- Elastic
That gives you three distinct options:
- managed enterprise search with strong relevance,
- fast AI-powered workplace search,
- deep control/customization.
If you tell me your current stack—Microsoft 365 vs Google Workspace, main systems like Salesforce/Jira/Confluence, and whether you have engineering support—I can narrow this to a more precise shortlist.