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ATOM

Compiles vendor-listed AI inference prices into indexes that buyers can tie purchase contracts to.

Actively maintained

LLM operationsAnalyticsFree tier
atticstandard.com ↗LinkedInXGitHubLaunched on Product Hunt · Mar 26, 2026
Open atticstandard.comAlternativesSet it up for my team
ATOM: data, price, alternatives
At a glancechecked Oct 22, 2026

22 linking domains

Emerging

For
buyers, procurement teams and advisors pricing AI inference contracts against a benchmark
Activity
Actively maintainedrelease 3 weeks ago · site updated 12 days ago
Used for
  • settle inference invoices against a weekly benchmark level
  • compare a company's model list price with the market median
  • review which vendor repricings moved a benchmark each week
read off atticstandard.com on Oct 23, 2026
Worth knowingcomputed from what we read · each with its source
Pricingpricing page, read Oct 23, 2026

Price not read

pricing page

The companyeach fact with its source · read Oct 23, 2026
Your datawhat they publish, each line with its page · read Oct 23, 2026

These are ATOM's own statements, read from its pages. We did not audit them. A line that is missing was not found on the pages we read; it does not mean the practice is absent.

How a program reaches itfound, not claimed · read Oct 23, 2026
  • MCP serverio.github.AtticStandard/atom-mcp-serverpublished by AtticStandard on GitHub
  • Stateanswers, 11 toolschecked 2026-10-23
  • Address to connectmcp.atticstandard.com/mcp
  • MCP docsatticstandard.com/mcpthe vendor's page ↗

MCP server details →

This card as JSON, for your agent →

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.

Most used in LLM operationsby use, among tools still maintained — this tool shares no tags yet

Figure and bar: visits/mo, estimate · year: online since

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Questions this page answers
  • What is ATOM?

    Compiles vendor-listed AI inference prices into indexes that buyers can tie purchase contracts to. It is listed in the Atlas under LLM operations.

  • Who is ATOM for?

    buyers, procurement teams and advisors pricing AI inference contracts against a benchmark

  • Is ATOM free?

    No. Its pricing page showed no free plan on 2026-10-23.

  • Do people use ATOM?

    Emerging.

  • Is ATOM still maintained?

    Actively maintained: release 3 weeks ago · site updated 12 days ago.

  • Is ATOM safe?

    We do not audit vendors. What ATOM publishes, read 2026-10-23: GDPR, CCPA stated on its privacy policy.

  • Does ATOM give refunds?

    In its own words (terms of service, 2026-10-23): “All fees are non-refundable, except where required by law.”

How we read a tool

No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.

  • Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
  • Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
  • Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
  • The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.

How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.

How we read every tool → · By INITE Atlas Desk