Prompt
I'm building a company intranet and want search to cover docs, chat, tickets, and CRM notes. What should I use?
Latest observation
Oct 13, 2026
OpenAI APIWeb search: off
For an internal intranet search that needs to cover docs, chat, tickets, and CRM notes, you’ll usually want a single enterprise search / semantic search layer rather than trying to search each system separately.
Best fit in practice
1) Enterprise search platform
Good when you want fast rollout and connectors.
- Examples: Elastic, OpenSearch, Algolia, Coveo, Glean
- Pros:
- Connectors for many SaaS tools
- Full-text search, filters, permissions
- Can blend sources into one result set
- Cons:
- Semantic relevance varies
- Some platforms are expensive or SaaS-only
2) OpenSearch or Elasticsearch + ingestion pipeline
Good when you want control and can build it.
- Index content from:
- Docs: Google Drive, SharePoint, Confluence, Notion
- Chat: Slack, Microsoft Teams
- Tickets: Jira, Zendesk, ServiceNow
- CRM notes: Salesforce, HubSpot, etc.
- Add:
- Metadata filtering
- Access control trimming
- Hybrid search = keyword + vector
- Optional LLM reranking / answer generation
- Pros:
- Flexible, customizable
- Can keep data on your own infrastructure
- Cons:
- More engineering effort
What I’d recommend
If you want the best balance for an intranet:
- Search engine: OpenSearch or Elasticsearch
- Vector search: built in or via a vector DB like pgvector / Pinecone / Weaviate if needed
- Ingestion/connectors: custom jobs or a connector framework
- Relevance: hybrid search + reranker
- Security: document-level permissions from source systems
If you want minimal engineering:
- Look at Glean or Coveo if budget allows
If you want open-source/self-hosted:
- OpenSearch is a strong default
- Pair it with a connector framework and hybrid ranking
Key requirements to plan for
No matter what you choose, make sure it supports:
- Unified indexing across sources
- Permission-aware search
- Near real-time sync
- Metadata filters like team, source, author, date, ticket status
- Hybrid ranking
- Auditability for enterprise use
Simple recommendation
- Small/medium company, want quick deployment: Glean / Coveo
- Want control and self-hosting: OpenSearch + connectors + hybrid search
- Already on AWS: OpenSearch Service is a practical path
If you tell me:
- your stack (Google/Microsoft/Slack/Jira/Salesforce/etc.),
- number of users,
- whether you need self-hosting,
- and your budget range,
…I can suggest a more exact architecture and product shortlist.