How do I choose between building a custom RAG pipeline with LangChain versus paying for an out-of-the-box enterprise search tool like Glean?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I choose between building a custom RAG pipeline with LangChain versus paying for an out-of-the-box enterprise search tool like Glean?
3 real searches · 1 real-search pass
Glean enterprise search platform connectors permissions security official product documentationGoogle ↗
OBSERVEDOther / navigational
LangChain retrieval augmented generation documentation retrievers integrations indexingGoogle ↗
OBSERVEDOther / navigational
Glean pricing enterprise search platform pricing 2026Google ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Glean enterprise search platform connectors permissions security official product documentation Google ↗
LangChain retrieval augmented generation documentation retrievers integrations indexing Google ↗
Glean pricing enterprise search platform pricing 2026 Google ↗
- About connectors · docs.glean.com
- How connectors power the Glean experience · docs.glean.com
- Search FAQ · docs.glean.com
- Glean Developer Platform · developers.glean.com
- Glean APIs: Build Secure Enterprise AI Agents & Integrations · glean.com
- Build a RAG agent with LangChain · langchaindocs.sitemirror.store
- docs/src/oss/langchain/knowledge-base.mdx at main · langchain-ai/docs · github.com
- Syncing data sources to vector stores · langchain.com
- LangChain RAG documentation · docs.langchain.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Glean enterprise search platform connectors permissions security official product documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
LangChain retrieval augmented generation documentation retrievers integrations indexing OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Glean pricing enterprise search platform pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |