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For AI agents: a documentation index is available at https://docs.parallel.ai/llms.txt. The full text of all docs is at https://docs.parallel.ai/llms-full.txt. You may also fetch any page as Markdown by appending .md to its URL or sending Accept: text/markdown.For Search and Extract, use /v1/search and /v1/extract for all new integrations and agent tool calls. Use /v1beta/search and /v1beta/extract only when maintaining an existing integration that already uses them. The request bodies changed too: on /v1/extract, full_content, fetch_policy and excerpt_settings go inside advanced_settings, and sending the v1beta top-level excerpts, full_content and fetch_policy to /v1/extract returns a 422. Do not substitute /v1 for the documented FindAll or Ingest endpoint paths.

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Summary

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Web Tools

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Search API

By default, the Search API returns 10 page results and their excerpts per request. Pricing varies by mode. Cost formula (turbo / fast): total cost=0.001+(0.001×additional results & excerpts)\text{total cost} = 0.001 + (0.001 \times \text{additional results \& excerpts}) Cost formula (basic / advanced): total cost=0.005+(0.001×additional results & excerpts)\text{total cost} = 0.005 + (0.001 \times \text{additional results \& excerpts})

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Image Search API

Image Search is priced per request. Pricing varies by mode, and each request can return up to 20 results at no additional cost.

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Extract API

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Web Agents

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Task API

Task API pricing is based on the processor you select. Cost is per 1,000 Task Runs.
Pricing is per Task Run (row), not per output field (cell). A single Task Run can populate many output fields—whether you request 1 field or 20 fields, the cost is the same.
You are only charged for successfully completed runs. Failed runs are not billed.

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Responses API

Responses API pricing is based on the reasoning.effort tier you select. Cost is per 1,000 requests. You are only charged for successful responses.

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Monitor API

Monitor requests are priced per execution on a per-thousand (CPM) basis. Choose a processor based on query scope; both tiers deduplicate and reason over results. Cost formula: total cost=cost per 1,000×number of executions/1000\text{total cost} = \text{cost per 1,000} \times \text{number of executions} / 1000

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FindAll API

FindAll API pricing is based on the generator you select, with a fixed cost plus a per-match cost. Cost formula: total cost=fixed cost+(cost per match×# matches)\text{total cost} = \text{fixed cost} + (\text{cost per match} \times \text{\# matches}) If you add enrichments, each enrichment adds its own per-match cost based on the Task API processor you choose (see Task API pricing above). Entity Search is a fast, synchronous people-and-company search, the real-time counterpart to FindAll. It is priced per request, including 100 results by default. Cost formula: total cost=0.005+(0.00005×additional results)\text{total cost} = 0.005 + (0.00005 \times \text{additional results})