Parallel

What it is for

Parallel is a web-for-agents API desk: Search, Extract, Task, Responses, or FindAll — each priced per request, not per token. Use it when the job is ground an agent on the live web at a known dollar, not when you need a $20 chat seat.

What makes it unique: the cover is Parallel’s own homepage playground — Research / Search / Extract tabs plus Analyze the top 3 competitors to Ramp and their GTM strategy and Run — not a pricing card.

Key features

• Search — pages and excerpts for an agent query; modes turbo / fast ($1/1k) or basic / advanced ($5/1k), 10 results included (Search modes; Pricing). One search; those modes are SKU, not four products.
• Extract — pull page content for $1/1,000 URLs (pricing). A fetch, not a SERP.
• Task — async deep research / enrichment; processors Lite $5 through Ultra8x $2,400 per 1,000 successful runs (pricing Task API). A job, not a search.
• Responses — OpenAI-compatible answers grounded in live web research; $10–$250/1,000 successful requests (pricing Responses). A completion, not a Task run.
• FindAll — build verified lists ($0.25/run + $0.03/match on Base; enrichment billed separately). A roster, not a single SERP. Monitor (always-on checks, $3–$10/1k) and Image / Entity Search sit beside this, not as extra Search modes.

The Python / JS clients and an API key are install. Request counts are the meter. Processor / mode names are SKU.

Who it's for

Best fit: agent teams who will start on Search Fast at $1 / 1,000 requests and only buy Task or Responses when a lookup is not enough.

Pricing

Verified 2026-10-22 (Asia/Shanghai) from docs.parallel.ai/getting-started/pricing and parallel.ai/pricing. Pay-as-you-go, per request — not per token. Homepage Start building for free; confirm any signup grant in the console rather than inventing a dollar pack.

• Search — $1/1,000 turbo or fast requests (10 results); $5/1,000 basic or advanced. Extra results $1/1,000. Latency ~200 ms (turbo) to ~3 s (advanced).
• Extract — $1/1,000 URLs.
• Image Search — $1–$5/1,000 requests (up to 20 results).
• Entity Search — $5/1,000 requests (100 results included; extra $0.05/1,000).
• Task — per 1,000 successful runs: Lite $5; Base $10; Core $25; Core2x $50; Pro $100; Ultra $300; Ultra2x $600; Ultra4x $1,200; Ultra8x $2,400.
• Responses — $10–$250/1,000 successful requests (reasoning tier).
• Monitor — $3–$10/1,000 checks.
• FindAll — Base $0.25/run + $0.03/match.

Unused commitments do not apply here — this is request pricing. Enterprise custom rate limits sit off the public table.

Limitations / costs

• There is no seat card. You meter requests. Confirm any free signup grant in the console.
• Search modes are not four products. fast and advanced are SKU of Search.
• Task Ultra8x is $2.40 per successful run at the 1k rate. Deep research is the expensive desk.
• A web API, not a CRM or a how-to video. For prepaid Reader tokens see Jina AI.

Alternatives

• Exa — neural web search when Parallel’s per-request Task ladder is not the job.
• Tavily — search-for-agents with a simpler credit pack.
• Jina AI — Reader / Search / DeepSearch on prepaid tokens.
• Firecrawl — crawl-to-markdown when you already have the URL.

Official tutorial

No first-party getting-started oEmbed on the official channel as of this check (interviews and partner workshops are not a substitute). Use the written path.

Written path: Pricing plus Search modes.

Website

https://parallel.ai

Source

Catalog row curated for AI Tools Nav. Cover is Parallel’s official homepage playground (Research / Search / Extract + Run). Dollars checked on docs.parallel.ai/getting-started/pricing (Search $1 / $5 per 1k; Extract $1/1k URLs; Task Lite–Ultra8x $5–$2,400/1k runs). No first-party getting-started oEmbed.

Last verified

2026-10-22 (Asia/Shanghai) editorial check.