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Parallel FindAll pricing

$0.03 to $1 a match, plus a fee per run.

Parallel FindAll costs a fixed fee per run plus a charge per match: $0.25 and $0.03 on base, $2 and $0.15 on core, $10 and $1 on pro. On Parallel's own benchmark, 1,000 correct matches cost $60, $230 and $1,430.

SpecStream is the live web data engine for teams and agents. Deep Search returns every match as a finished row at 5¢, 15¢ or $1, facts included, with no fee per run. The most a run can cost is quoted before it starts.

New accounts get $10 of credit, no card. At 5¢ a row, that is up to 200 rows.

Every FindAll price, and what SpecStream charges for the same list

SpecStreamParallel FindAll
The unit you pay forA delivered row: 5¢, 15¢ or $1 by how much the row needs, plus 5¢ for an email and 15¢ for a phone. The same rate on every planA fixed cost for each run plus a cost for each match, both set by the generator. Each enrichment is billed per match on top
Price per match5¢ a row with up to 5 facts, 15¢ with up to 15 facts and one set of related records, $1 with no limitpreview $0.00, base $0.03, core $0.15, pro $1.00
Fee per runNone. A run that finds nothing costs nothingpreview $0.10, base $0.25, core $2.00, pro $10.00. Extending a run adds matches with no second fixed cost
1,000 matches, by the formula$50 at 5¢ or $150 at 15¢, with the facts in the row$30.25 on base, $152 on core and $1,010 on pro, before enrichments
Cost per 1,000 correct matches (CPM)A result that fails one of your conditions is not delivered and not billed, so 1,000 delivered rows cost $50 at 5¢, $150 at 15¢ and $1,000 at $1On Parallel's benchmark of 40 queries, tested Nov 13 to 17, 2025: 60 on Base at 30.3% recall, 230 on Core at 52.5% and 1,430 on Pro at 61.3%. The page defines the cost as the average cost to find 1,000 correct matches, in USD
Facts on each rowIncluded in the row rate: up to 5 facts at 5¢, up to 15 facts and one set of related records at 15¢, no limit at $1Each enrichment is a Task run on every match, at $5 to $2,400 per 1,000 runs by processor, billed on top of the match
What failed or empty work costsNothing. A row left out, a retry and a run that finds nothing are not chargedThe cost formula is the fixed cost plus the matches, so every run pays its $0.10 to $10.00. A cancelled run is charged for the work completed, enrichments included
The cost cap before a runThe most the run can cost, quoted before it starts. Nothing runs until you approve it, and there are no automatic overagesA match limit you set. The bill follows the formula: the fixed cost, plus each match, plus each enrichment
A list you already haveImport a CSV, Excel file, Google Sheet or Airtable base of up to 20,000 rows. SpecStream fills in or checks each row and matches it to one identity, with any namesakes shown alongside their evidence. Import is free. A row that matches pays its rate, and a row that does not costs 5¢A Task run on each row, from $5 per 1,000 runs on lite to $2,400 per 1,000 on ultra8x
Reruns and change labelsHourly to yearly. Each row comes back labeled changed, unchanged or no longer matching. A changed or new row costs half its rate, an unchanged row 1¢Extending a run adds new matches at the per-match cost. Monitor is a separate API at $3 (lite) or $10 (base) per 1,000 checks
API status and limitsMCP server, REST API, Python and TypeScript SDKs, a CLI and A2A. An agent can buy one request with no account, by card or in USDCREST endpoints under /v1beta, a public beta whose formats can change with 30 days notice. 300 new runs an hour
Free to start$10 of credit on a new account, no card$5 free monthly with a card on file, plus up to $80 at signup

What a FindAll list costs in practice, and on SpecStream

Other list and entity APIs priced next to FindAll

How SpecStream scores

The same numbers as the benchmarks page, from the official tasks and scorers.

How to move a FindAll query to SpecStream

1. Write your FindAll objective and its match conditions as one sentence, and add the facts you want on each row in place of enrichments. Sign up and you get $10 of credit, no card.

2. Or send the request from code. This call spends nothing: the 402 reply shows how SpecStream read the request, the columns and the most it can cost.

curl -i https://api.specstream.ai/v1/agent/lists \
  -H "Content-Type: application/json" \
  -d '{"request": "Series A and B healthcare AI companies in the US with an FDA-cleared product, with the CEO, the last funding round and the product name", "count": 25}'

3. Approve that maximum by card through Stripe's Link agent wallet, or in USDC on Base, Arbitrum or Polygon, and you pay for the rows found. On an account, your agent uses the MCP server at https://api.specstream.ai/mcp and your team uses the workspace, from the same balance. The routes are in the API docs.

Frequently asked questions

Something we didn't answer? Talk to a human

How much does Parallel FindAll cost?
A fixed fee per run plus a charge per match: $0.10 and $0.00 on preview, $0.25 and $0.03 on base, $2.00 and $0.15 on core, $10.00 and $1.00 on pro. Enrichments are billed on top as Task runs at $5 to $2,400 per 1,000. Read on Parallel's pricing docs on Nov 12, 2026.
What does CPM mean on the FindAll page?
USD per 1,000. Parallel's product page lists 60 CPM for FindAll Base, 230 for Core and 1,430 for Pro, and says the cost is the average cost to find 1,000 correct matches on its benchmark of 40 queries. That is 6¢, 23¢ and $1.43 for each correct match.
What do 100 matches cost on FindAll?
By the formula, $3.25 on base, $17 on core and $110 on pro, before enrichments. On SpecStream 100 rows cost $5 with up to 5 facts each or $15 with up to 15 facts each, and the charge never passes the maximum you approved.
Does FindAll charge when a run finds nothing?
Yes, the fixed cost: $0.10 to $10.00 by generator, and a cancelled run is charged for the work completed. On SpecStream a run that finds nothing costs $0, and duplicates, rows you already own and rows a page contradicts are not charged.
Are enrichments included in the FindAll match price?
No. Each enrichment adds its own cost for every match, at the Task API processor you choose: $5 per 1,000 on lite, $10 on base, $25 on core. A SpecStream row includes up to 5 facts at 5¢ and up to 15 at 15¢.
What is the best Parallel FindAll alternative?
SpecStream, at 5¢, 15¢ or $1 for each delivered row and no fee for the run. You describe the data in plain words, approve the most the run can cost, and get rows that meet every condition in your sheet, your CRM, Slack or your agent.
Does SpecStream have an API and an MCP server?
Yes. The Search API costs from $1 per 1,000 searches of up to 10 results and the Extract API $0.80 per 1,000 pages, with Python and TypeScript SDKs and a CLI. The MCP server is at https://api.specstream.ai/mcp over Streamable HTTP, with OAuth or an API key.

Sources

SpecStream wrote this page. Each FindAll figure comes from Parallel's own product page, pricing page and docs, read on Nov 12, 2026.

  1. SpecStream pricingspecstream.ai/pricing, read Nov 12, 2026
  2. SpecStream for agentsspecstream.ai/agents.md, read Nov 12, 2026
  3. SpecStream benchmarksspecstream.ai/benchmarks, read Nov 12, 2026
  4. Parallel FindAll product pageparallel.ai/products/findall, read Nov 12, 2026
  5. Parallel pricing docsdocs.parallel.ai/getting-started/pricing.md, read Nov 12, 2026
  6. Parallel FindAll generatorsdocs.parallel.ai/findall-api/core-concepts/findall-generator-pricing.md, read Nov 12, 2026
  7. Parallel FindAll quickstartdocs.parallel.ai/findall-api/findall-quickstart.md, read Nov 12, 2026
  8. Parallel Entity Searchdocs.parallel.ai/findall-api/entity-search.md, read Nov 12, 2026
  9. Parallel rate limitsdocs.parallel.ai/getting-started/rate-limits.md, read Nov 12, 2026
  10. Parallel plansparallel.ai/pricing, read Nov 12, 2026
  11. Exa pricingexa.ai/docs/admin/pricing.md, read Nov 12, 2026