# Parallel integration

> Web research, search, extraction, and monitoring API that turns natural-language queries into structured, schema-compliant outputs with citations.

- Authentication: apiKey

## Tools (31)

- **Add Enrichment to FindAll Run**: Enrich every matched candidate in a FindAll run with fields defined by a JSON schema.
- **Add Runs to Task Group**: Submit up to 1,000 task runs to an existing Task Group in a single request.
- **Cancel FindAll Run**: Cancel an active FindAll run.
- **Cancel Monitor**: Permanently stop a monitor from running (irreversible).
- **Chat Completions**: OpenAI-compatible chat completions backed by live web research, with citations via basis.
- **Create FindAll Run**: Start an asynchronous entity-discovery run that finds entities matching a natural-language objective.
- **Create Monitor**: Create a scheduled monitor that detects material changes in web content or in a task run's output.
- **Create Task Group**: Create a Task Group to batch and track multiple parallel task runs as a single unit.
- **Create Task Run**: Start an asynchronous research task that produces a structured, schema-compliant output. Includes the polling pattern via the retrieve and result endpoints.
- **Extend FindAll Run**: Raise a FindAll run's match limit so it keeps finding more matches.
- **Extract**: Convert a list of public URLs (including JS-heavy pages and PDFs) into clean, LLM-ready markdown with optional objective-focused excerpts.
- **Fast Entity Search**: Synchronous low-latency search for people or companies matching a natural-language objective.
- **Fetch Task Group Runs**: Stream all runs in a Task Group, optionally including their inputs and outputs, with resumable cursor-based pagination.
- **Get FindAll Run Result**: Get a snapshot of a FindAll run's evaluated candidates at request time.
- **Get FindAll Run Schema**: Get the structured spec (objective, entity type, match conditions, enrichments) of a FindAll run.
- **Ingest FindAll Objective**: Transform a natural-language objective into a structured FindAll run spec.
- **List Monitor Events**: List a monitor's detected-change events, newest first, with cursor pagination.
- **List Monitors**: List monitors newest-first with cursor pagination and type/status filters.
- **Retrieve FindAll Run Status**: Get a FindAll run's status and candidate metrics.
- **Retrieve Monitor**: Get a monitor's configuration, status, and latest snapshot output.
- **Retrieve Task Group**: Get the aggregated status of a Task Group, including counts of runs in each status.
- **Retrieve Task Group Run**: Get the status of a single task run within a Task Group.
- **Retrieve Task Run Input**: Fetch the original input that was submitted for a given task run.
- **Search**: Run a web search with keyword queries and an optional objective; choose turbo, basic, or advanced mode for the latency/quality trade-off.
- **Stream FindAll Events**: Stream a FindAll run's progress (candidates, match evaluations, status) as Server-Sent Events.
- **Stream Task Group Events**: Stream status updates and run completions for a Task Group as Server-Sent Events.
- **Stream Task Run Events**: Subscribe to a Server-Sent Events stream of progress events for a single task run.
- **Suggest Processor**: Recommend Task API processors for a given task spec, in priority order.
- **Suggest Task Spec**: Turn a natural-language intent into a suggested task spec (schemas, sample inputs, title) for Create Task Run.
- **Trigger Monitor Run**: Enqueue an immediate one-off execution of a monitor outside its schedule.
- **Update Monitor**: Partially update a monitor's frequency, webhook, metadata, or event-stream query.

## Related prompts

- [Generate an investor deal memo from a new Airtable row](https://www.generalinput.com/prompts/generate-an-investor-deal-memo-from-a-new-airtable-row.md)
- [Daily account watchlist alerts from the web into Slack](https://www.generalinput.com/prompts/daily-account-watchlist-alerts-from-the-web-into-slack.md)
- [Enrich new Airtable prospects with Parallel research, brief Slack](https://www.generalinput.com/prompts/enrich-new-airtable-prospects-with-parallel-research-brief-slack.md)
- [Weekly competitive intelligence digest for your competitor list](https://www.generalinput.com/prompts/weekly-competitive-intelligence-digest-for-your-competitor-list.md)
- [Research new HubSpot leads with Parallel and alert Slack](https://www.generalinput.com/prompts/research-new-hubspot-leads-with-parallel-and-alert-slack.md)

Connect Parallel in General Input: https://www.generalinput.com/apps/parallel-ai