L1 · CloudStandard / protocol—macro

Inference economics / token deflation

Collapsing cost-per-token reshaping unit economics

Map

Layers as clusters, money as arcs, brand marks on the biggest stars

AI Intelligence Graph

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Follows the graph · 1 entity

Full file coming soon. Inference economics / token deflation's links, deals and figures below are what the graph holds today.Not collected yet: 360, Money, Investors, Market share, People and hiring, Legal, News and events, Earnings calls. Anthropic is the first complete company file (people, investors, legal, hiring, birth to now); other companies follow one at a time. Open Anthropic's file

Overview

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Forecast record

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L1 Cloud · Standard / protocol · macro · —

Inference economics / token deflation

Collapsing cost-per-token reshaping unit economics

RSS
Links
4
Deals from filings
0
Exposed if it fails
3
8 within 2 steps
It depends on
1
3 within 2 steps

No company file yet: revenue, customers and other figures appear here once they are taken from its filings.

What it is

The cost per token for a given capability fell by roughly an order of magnitude per year through 2024-2025, driven by better models, quantization, and inference chips, shifting the industry's economics from training to inference at scale. This deflation is what enables agentic workloads but also compresses per-token pricing and margins. It is the core financial dynamic determining who profits from AI.

Pick a link to move the graph there: · · ·

Connections4 links

Pulled 28 Oct 2026 · AI Systems Map links

Its suppliers

1

Who depends on it

3

Compare two: what Inference economics / token deflation shares with another entity

Pick a second entity to see their direct links, the suppliers, backers, rivals and regulators they share, and the deals with the same parties. The graph lights the same set.

Data sources1 source

SourceFeedsData datedPulledPulled againStatus
AI Systems Map links4 links; built July 2026, deals re-checked against filings 27 to 28 Oct 2026Connections·28 Oct 2026when the map is reviewedhand-built; deals checked against filings

Times are New York time. Free sources are pulled on the schedule shown by the pipeline runner (data/corpus/run_pipelines.py), which logs every run; paid sources run only with the owner's yes; filings and newsroom pages are re-read when a new document is filed.

Links come from the AI Systems Map ontology. Deals carry the filing's own wording and a quote, checked against the document; latest source 2026-10-26. Not investment advice.