Parallel
Parallel

Parallel offers a Task API for automated, structured web research, transforming natural language queries into precise, schema-compliant outputs.

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Tools

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Create Task Group

Tool to create a new task group. Use when batching multiple tasks for parallel execution.

Start Findall Run

Tool to start a FindAll run. Use when you need to discover and match entities based on natural-language objectives. Supports custom conditions, exclusion lists, and webhook callbacks.

Get Findall Run Result

Tool to fetch the final (or latest available) FindAll candidates and result payload for a run. Use when you need to retrieve matched/unmatched candidates after a FindAll run has progressed or completed.

Retrieve Findall Run Status

Tool to retrieve status and metadata for a FindAll run by findall_id. Use when you need to poll or check the progress of a FindAll run that was previously created.

Retrieve Task Group

Tool to retrieve details of a specific task group. Use when you have a valid task group ID and want to view its details.

Parallel Search

Tool to perform parallel semantic search. Use when you need to retrieve top matching documents for multiple queries in a single call.