What is the current consensus on using LlamaIndex versus LangChain for orchestrating multi-agent workflows in our automated sales outreach platform?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the current consensus on using LlamaIndex versus LangChain for orchestrating multi-agent workflows in our automated sales outreach platform?
3 real searches · 1 real-search pass
LlamaIndex vs LangChain LangGraph multi-agent orchestration comparison 2026 production sales agentsGoogle ↗
OBSERVEDComparison
LangGraph multi-agent workflows persistence human in the loop official docs 2026Google ↗
OBSERVEDOther / navigational
LlamaIndex agent workflow multi-agent orchestration official docs 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). 1 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
LlamaIndex vs LangChain LangGraph multi-agent orchestration comparison 2026 production sales agents Google ↗
LangGraph multi-agent workflows persistence human in the loop official docs 2026 Google ↗
LlamaIndex agent workflow multi-agent orchestration official docs 2026 Google ↗
- LangChain vs LlamaIndex: from retrieval to reliable AI agents · langchain.com
- langgraph · langchain-ai.github.io
- Multi-agent patterns in LlamaIndex · developers.llamaindex.ai
- docs/src/oss/langgraph/persistence.mdx at main · langchain-ai/docs · github.com
- Agent Workflows: Multi-Step Orchestration for end-to-end automation · llamaindex.ai
- LlamaIndex vs LangChain: 2026 Decision Guide · uvik.net
- LLM Agent Frameworks In Production · airbyte.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LlamaIndex vs LangChain LangGraph multi-agent orchestration comparison 2026 production sales agents OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
LangGraph multi-agent workflows persistence human in the loop official docs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
LlamaIndex agent workflow multi-agent orchestration official docs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |