is the OpenAI Assistant API better than building custom chains with LangGraph for managing state in automated onboarding
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
is the OpenAI Assistant API better than building custom chains with LangGraph for managing state in automated onboarding
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
OpenAI Assistants API deprecation shutdown August 2026 Responses API migration official Google ↗
LangGraph persistence checkpoints interrupts stateful workflows official documentation Google ↗
- Assistants migration guide · developers.openai.com
- Migrate to the Responses API · developers.openai.com
- docs/src/oss/langgraph/persistence.mdx at main · langchain-ai/docs · github.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OpenAI Assistants API deprecation shutdown August 2026 Responses API migration official OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
LangGraph persistence checkpoints interrupts stateful workflows official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |