Parallel
Prefer run-task/search/extract primitives and avoid monitor/stream complexity for agent workflows.
Tasks you can run with Parallel on Deepline
Parallel is wired into Deepline. 7 actions are available out of the box, runnable from the CLI or as a column step in an enrichment spreadsheet.
Quick start
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=parallel_get_task_run:{"run_id":"{{run_id}}"}' --jsonAvailable actions
Get Task Run
Checking status and metadata for a Parallel run
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=parallel_get_task_run:{"run_id":"{{run_id}}"}' --jsonParallel Extract
Extracting structured data from web pages via Parallel
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=parallel_extract:{"urls":["{{urls}}"]}' --jsonParallel Findall Run Result
Fetching FindAll run results
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=parallel_findall_run_result:{"findall_id":"{{findall_id}}"}' --jsonParallel Retrieve Findall Run Status
Polling FindAll run status
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=parallel_retrieve_findall_run_status:{"findall_id":"{{findall_id}}"}' --jsonParallel Run Findall
Running FindAll end-to-end and returning results when available
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=parallel_run_findall:{"objective":"Find recent fintech leads with strong fit signals.","entity_type":"companies","match_conditions":[{"name":"industry","description":"fintech software"}]}' --jsonParallel Run Task
Deep research for hard to find signals that could be missed by traditional enrichment.
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=parallel_run_task:{"input":"{{input}}"}' --jsonParallel Search
Search for hard to find signals.
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=parallel_search:{"objective":"Find recent fintech announcements and analyst reports."}' --jsonShare your experience with Parallel
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