About Attic Standard

The global price benchmark for AI inference
Every market that matters has a price benchmark. Inference does not, and it is now large enough that the absence is costing people real money. Attic Standard is the attempt to fix that, built by information economists with 25 years advising companies on how to price what they sell.

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.

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

WHAT ATTIC STANDARD IS
An Independent Price Benchmark
Built to financial index standards

Attic Standard publishes an independent price benchmark for AI inference, constructed the way financial indexes are constructed. Every week we verify the published rates of every vendor we track, normalize them into comparable units, and chain them into indexes that separate genuine repricing from changes in what happens to be tracked that week.

Nothing is estimated. Nothing is inferred from a model's behaviour or guessed at from a scrape. If a vendor does not publish a rate, it is not in the index, and every value that is in the index can be traced back to the published page it came from and the date it was read.

The result is a series you can argue with, because the construction is public and the inputs are verifiable. That is the whole product. Everything else we build sits on top of it.


HOW IT IS BUILT
Three Layers, One Stack
From published page to published index
Access
The same numbers reach different desks in different ways: inside a coding tool while a developer picks a model, on a dashboard while an analyst watches a vendor move, or piped straight into a pricing engine. What changes is the delivery, never the figures.
Intelligence
Where a rate per million tokens and a rate per second of video are made comparable to their peers. Prices are normalized, models are classified, and the chained matched-model calculation turns a set of rates into a benchmark that moves only when vendors actually reprice.
Indexing
Deterministic extraction from vendor pricing pages on a weekly cycle. Every price is stored twice, once as the vendor published it and once normalized, so any index level can be walked back to the rate and the date behind it.

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

INDEPENDENCE
What It Costs Us
The constraint the benchmark depends on

No vendor sponsors an index. No vendor pays for inclusion, and none can pay to be left out. No commercial relationship influences methodology, and no vendor sees a number before it is published.

This is a constraint on the business rather than a line of marketing. It rules out the revenue model most price-comparison sites run on, which is to charge the companies being compared. We took that trade deliberately, because a benchmark that can be bought is not a benchmark, and the moment our numbers become negotiable they are worth nothing to the people who rely on them.


WHERE TO GO NEXT
The Detail Behind the Summary
Construction rules and live indexes

This page is the argument. The methodology page is the evidence: inclusion criteria, exclusions, normalization rules, the chained matched-model calculation, and the glossary that fixes what each term means. The homepage carries the indexes themselves, live, with current coverage and weekly movement.


Talk to the team

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

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