Can you compare the vector database integration performance of LangChain expression language against raw OpenAI Assistants API function calling?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the vector database integration performance of LangChain expression language against raw OpenAI Assistants API function calling?
3 real searches · 1 real-search pass
LangChain LCEL retriever parallel execution async batch documentation vector store retrievalGoogle ↗
OBSERVEDOther / navigational
OpenAI Assistants API deprecated shutdown August 2026 Responses API migration official documentation function callingGoogle ↗
OBSERVEDOther / navigational
OpenAI Assistants API function calling tool execution round trip documentation vector stores file searchGoogle ↗
OBSERVEDInstruction
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
LangChain LCEL retriever parallel execution async batch documentation vector store retrieval Google ↗
OpenAI Assistants API deprecated shutdown August 2026 Responses API migration official documentation function calling Google ↗
OpenAI Assistants API function calling tool execution round trip documentation vector stores file search Google ↗
- Assistants API (v2) FAQ · help.openai.com
- File search · developers.openai.com
- Assistants migration guide · developers.openai.com
- Deprecations · developers.openai.com
- Migrate to the Responses API · developers.openai.com
- Migrate to the Responses API · developers.openai.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LangChain LCEL retriever parallel execution async batch documentation vector store retrieval OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI Assistants API deprecated shutdown August 2026 Responses API migration official documentation function calling OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI Assistants API function calling tool execution round trip documentation vector stores file search OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |