Parallel AI
Web search, URL extraction, and deep research with Parallel AI
Integrate Parallel AI web research into a workflow — search the web, extract information from URLs, or run deep research with citations.
This is the Parallel AI web-research integration (parallel_ai), distinct from the
control-flow Parallel block that fans a subflow out over a collection.
Overview
| Property | Value |
|---|---|
| Type | parallel_ai |
| Category | Tools |
| Auth | API Key |
When to Use
Use Parallel AI when a workflow needs fresh, cited information from the open web — answering a question from live sources, pulling structured facts out of specific pages, or producing a long-form research brief with per-claim citations.
Configuration
Operation
Choose Search, Extract from URLs, or Deep Research. The remaining fields adapt to the selected operation.
API Key (required)
Your Parallel AI API key. Use {{ENV_VAR_NAME}} to reference a workspace secret, e.g.
{{PARALLEL_API_KEY}}.
Search fields
Search Objective (required), optional Search Queries (comma-separated), and advanced options:
Search Mode (one-shot / agentic / fast), Max Results, Max Chars Per Result, and include/exclude
domain filters.
Extract fields
URLs (comma-separated, required), optional Extract Objective, Include Excerpts (default yes),
Include Full Content (default no).
Deep Research fields
Research Query (required) and advanced Research Processor (Lite / Base / Core / Pro / Ultra) plus
include/exclude domain filters. Deep research can take up to ~45 minutes.
Inputs & Outputs
- Search / Extract outputs:
results(array ofurl,title,publish_date,excerpts, andfull_contentfor extract), plussearch_id/extract_id. - Deep Research outputs:
status,run_id,message,content, andbasis(citations with reasoning and confidence).
Tools
parallel_search— web search against an objectiveparallel_extract— extract from provided URLsparallel_deep_research— comprehensive research with citations
YAML Example
- type: parallel_ai
name: Search the web
inputs:
operation: search
objective: "When was the United Nations established? Prefer official UN sources."
apiKey: "{{PARALLEL_API_KEY}}"