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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.

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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): 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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Extract API

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Web Agents

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Chat API

Chat API pricing is based on the model you select. Research models (lite, base, core) are Chat API wrappers over Task API processors and share the same pricing.

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Task API

Task API pricing is based on the processor you select. Cost is per 1,000 Task Runs. Fast processors have the same pricing as their standard counterparts.
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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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})

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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