About Attic Standard

The global price benchmark for AI inference
Every market that matters has a price benchmark. AI inference has none, and the market is now large enough that its absence carries a real cost for buyers and sellers alike. Attic Standard is the independent price reporting agency for AI inference, founded by information economists with 25 years of experience advising companies on the pricing of technology products and services.

THE PROBLEM
A Market Without a Reference Price
Why inference pricing resists comparison

Buyers of AI inference cannot answer the question that buyers in every other infrastructure market take for granted: is this price normal. Vendors publish in units of their own choosing, per million tokens here, per image or per second of video there, some with a cached tier and some without. Rates move week to week, and the moves are announced by whoever benefits from them. There is no neutral series to check any of it against.

What follows is what always follows. Buyers overpay because they have nothing to compare against. Finance teams cannot forecast a line item that changes without warning. And the vendors who move first end up setting the reference price for everyone else, which is a position no competitor can argue with and no customer can audit.

The gap matters most where money is committed. Enterprises now sign multi-year inference agreements priced against a vendor’s own rate card, with no independent reference to anchor the price at signing or to adjust it as the market moves.

A market with no benchmark does not stay efficient. It consolidates around whoever gets to define the number.

WHAT ATTIC STANDARD IS
The Independent Price Reporting Agency for AI Inference
Built to the standards of financial benchmarks

Attic Standard operates as a price reporting agency for AI inference, in the tradition of the agencies that publish reference prices for energy and commodities. Each week we capture the published rates of every vendor we track, verify them at source, normalize them into comparable units and calculate a family of chained indexes that measure repricing on identical models.

Every published value traces to a vendor’s published rate, the source it was read from and the date it was captured. The construction is documented in full in our methodology, and the indexes are administered in alignment with the IOSCO Principles for Financial Benchmarks.

Buyers and sellers use the indexes to assess a price against the market, and the same series can be written into a commitment through the Attic Standard Clause.


HOW IT IS BUILT
Three Layers, One Stack
From published page to published index
Access
One verified dataset, delivered wherever pricing decisions are made: through the Attic Standard MCP server to AI agents and development environments, through the Terminal to analysts and procurement teams, and through the Feed to pricing engines and internal systems. Every channel draws on the same weekly assessment, so a figure is identical wherever it is read.
Intelligence
Each captured price is converted to the unit its market trades in, by arithmetic alone, and resolved to a single canonical identity across every vendor that sells the model. Models are classified by modality, channel, tier, license, origin and use case under recorded admission rules, and the chained matched-model calculation turns verified prices into indexes that move only when existing models are repriced.
Indexing
Every week, prices are captured at source from vendors’ pricing and model APIs, machine-readable catalogs, published rate cards and pricing documentation, using deterministic rules written against each source’s own structure. Each capture runs first without writing, and every price is stored as published and as normalized, with its source and capture date, so any index level can be traced to the rate, the source and the date behind it.

THE ATTIC STANDARD CLAUSE
Built to Be Contracted On
Commitments priced against the independent benchmark

The value of a price reporting agency is greatest when its indexes are written into contracts. The Attic Standard Clause allows an inference commitment to be priced against an Attic Standard index, as a ratio to the index or as the index plus or minus a fixed differential, rather than against a vendor’s fixed rate card. The committed price follows the market over the term, and both parties settle on a number neither of them sets.


FROM THE FOUNDER
Why Attic Standard Exists
Stamos Kanellakis, Founder and CEO
Stamos Kanellakis
I spent 25 years helping technology companies figure out how to price their products and services. Then I realized the fastest-growing infrastructure market in the world had no pricing benchmark of its own. Markets without pricing benchmarks always overpay, always misallocate, and always consolidate around whoever sets the price first.
Stamos Kanellakis · Founder and CEO · Athens, Greece

THE NAME
Why Attic Standard
A measure of trust from ancient Athens

From the fifth century BC, Athens struck its silver coinage to the Attic standard, a fixed weight of silver mined at Laurion in Attica. The Athenian tetradrachm, known for the owl on its reverse, was accepted by merchants across the Mediterranean because its weight and purity could be relied upon, and the standard outlived the city’s political power when Alexander the Great adopted it for the coinage of his empire.

Attic Standard takes its name from that tradition, and from the region where the company is based.

Its purpose is the one the Attic standard served: a measure that both sides of a trade can accept without having to trust each other.

INDEPENDENCE
Independence and Governance
The condition on which the benchmark depends

Attic Standard holds no commercial position in the market it measures. It does not resell capacity, route requests or earn a margin on any price it reports. No vendor sponsors an index, pays for inclusion or can pay for exclusion, and no vendor sees a figure before publication.

Commercial and assessment functions are kept separate, conflicts of interest are declared and recorded, and changes to the methodology are announced before they take effect. These arrangements are set out in the methodology, together with our alignment with the IOSCO Principles for Financial Benchmarks.

Independence is a deliberate constraint on the business. It rules out the revenue model on which most price comparison services rely, charging the companies being compared, because a benchmark whose figures can be influenced commercially cannot serve as a reference for either side of a transaction.


FURTHER READING
Methodology, Indexes and the Clause
Construction rules, live data and contract terms

The methodology sets out the full construction of the benchmark, from admission and normalization to the chained matched-model calculation, governance and our alignment with the IOSCO Principles. The homepage publishes the indexes each week with current coverage and movement, and the clause page sets out how a commitment can be priced against an index.


Talk to the team

Whether you need a demo, a quote, or a conversation about coverage, we respond within one business day.

ALL FIELDS REQUIRED
Enter your first name
Enter your last name
Enter a valid work email
Enter your company
MCP
Terminal
Feed
Coverage question
Methodology question
Vendor onboarding
Press
Partnerships
Other
Select an option
Enter a message
We respond within one business day.

EMAIL
info@atticstandard.com
General enquiries and support
ATHENS
Monday to Friday, 09:00–18:00 EET
Research and operations
NEW YORK
Monday to Friday, 09:00–18:00 ET
Commercial and press

ENTITY
Member One EOOD
RESPONSE
One business day
DEMOS
30 minutes, by appointment
PRESS
Figures may be cited with attribution
Price Indexes
Loading price indexes...