Labs experiment
Research crew: a team of agents that researches a market and writes the brief
A team of agents that researches a market question and writes the brief. A lead agent splits the question, a searcher collects sources, a reader summarises each one, an analyst compares claims and flags conflicts, and a writer delivers a two-page brief with its sources.
Where this pattern fits
- Founders and analysts who need a first market scan quickly
- Competitive research that repeats every quarter
- Any research task where sources must be kept and checked
- LangGraph
- Claude
- Web search
- Python
How it works
Select any node to see what it does.
- 00.00leadsplit the question into 5 sub-questions
- 01.20searcher38 sources collected
- 03.05analyst3 competing claims flagged
- 04.40writertwo-page brief with sources ready
The architecture, step by step
Each part of the diagram, in the order a run moves through it.
- Research questionWhere every run starts.
- Lead agentSplits the question and assigns the research.
- SearcherFinds sources on the web.
- ReaderReads and summarises each source.
- AnalystCompares claims and flags conflicts.
- WriterWrites the final brief with sources.
- ToolsThe agents act through the web search, scraper and notes store.
How it is built
The design choices that make the pattern hold up with real users.
- LangGraph, so every step is a node that can be inspected and retried
- Web search and a scraper for sources, and a notes store that keeps them
- Conflicting claims are flagged for the reader instead of averaged away
- Claude for the reasoning and the writing
Related
Crewline
A platform that provisions digital employees.
Pathfinder
A multi-agent assistant for the whole job search.
Agentic Workflow
A multi-agent system that runs one business process end to end. From $5,000, 4 to 6 weeks.
Voice receptionist
An AI phone agent that answers, books and hands off to a human.
Knowledge assistant
Answers from company documents, with every claim cited.
CRM tool server
A Model Context Protocol server that gives Claude safe tools for a CRM.