“Per my own analysis, NVIDIA’s predicted $1 trillion in Blackwell and Vera Rubin GPU sales (by the end of 2027) represents around 40GW of data center capacity, which will, assuming a PUE of 1.35, result in around 30GW of usable capacity. At a cost of around $12 million a megawatt, that works out to around $435 billion in global annual compute revenue to make these data centers necessary.”
Our reading, the sentence that was checked:
By his own analysis, NVIDIA's predicted $1 trillion in Blackwell and Vera Rubin GPU sales by the end of 2027 represents around 40GW of data center capacity, or around 30GW usable at a PUE of 1.35, which at around $12 million a megawatt works out to around $435 billion in global annual compute revenue needed to make these data centers necessary.
Assessment: Contradicted Evidence as of
Where and when Ed Zitron wrote it
Where's Your Ed At, The Subprime Data Center Crisis, paragraph 67.
- Said
- Source observed
- live page, full text, public
- Evidence as of
- the cutoff for this assessment
- Assessment recorded
- assessment wyea-the-subprime-data-center-crisis-49ea53-a1
We recorded 20 claims from this post. See every claim from this post.
The wording above is the version this site observed on 2026-10-28. The source may have been edited after 2026-07-22. This page does not claim the wording was captured then.
What the claim commits to
- Kind
- Observation
- Deadline, as the speaker wrote it
- None stated. This site does not add one.
- Deadline state when assessed
- No horizon
- Deadline state on 2026-10-29
- No horizon (the release’s reference date)
Conditions
- per his own analysis (qualifier, stated by the speaker)
- assuming a PUE of 1.35 (qualifier, stated by the speaker)
- at a cost of around $12 million a megawatt (qualifier, stated by the speaker)
- Blackwell and Vera Rubin sales by the end of 2027 (scope, stated by the speaker)
From the speaker
- Per my own analysis
- $1 trillion in Blackwell and Vera Rubin GPU sales
- by the end of 2027
- around 40GW
- assuming a PUE of 1.35
- around 30GW of usable capacity
- around $12 million a megawatt
- around $435 billion in global annual compute revenue
Our interpretation
- Assess the calculation presented on the publication date, not whether NVIDIA will ultimately achieve its sales forecast.
- Treat 40 GW as total facility capacity and divide by the stipulated PUE to obtain usable capacity.
- Read $12 million per megawatt as an annual revenue requirement because the stated result is annual revenue. The source does not explicitly supply the annual unit.
- Test the stated numerical assumptions without assuming that they establish actual commercial necessity.
Counts as supported if: The sales-to-capacity assumptions are substantiated and the stated capacity, PUE and per-megawatt assumptions yield approximately $435 billion in annual revenue.
Counts as contradicted if: The stated arithmetic produces a materially different annual revenue figure, or independently established inputs invalidate a necessary conversion.
Retrospective: these criteria were written after the outcome was public.
Current assessment
Was it true for the period described?
Outcome: Contradicted
The dated evidence goes against what the claim committed to, under the criteria frozen before grading.
Scored on a plain reading. The speaker named no measure for this claim, so it was judged on the reading an informed reader would take, stated below under our interpretation. Both reviews had to find that reading fair.
- Evidence as of
- Deadline state when assessed
- No horizon
- Assessment recorded
- Policy version
- 2026-10-28.7
Rationale
The final arithmetic does not follow from the stated assumptions. Dividing 40 GW by 1.35 gives about 29.63 GW, consistent with the rounded 30 GW. Multiplying that usable capacity by $12 million per MW gives about $356 billion annually, or $360 billion using 30 GW. The claimed $435 billion is about 22% above the unrounded calculation. This finding concerns the calculation, not whether future compute demand will justify construction.
Limitations
- The arithmetic accepts the speaker's capacity and pricing assumptions without validating them.
- The annual interpretation of the per-megawatt rate follows the stated annual output.
- The decisive item is a reproducible calculation from the source's operands, not independent market measurement.
Evidence (1 item)
Goes against the claim: Where's Your Ed At,
So, let’s set some table stakes.
Why it matters here: The following paragraph supplies 40 GW, PUE 1.35 and $12 million per MW. Independently multiplying these stated operands gives $355.56 billion annually; using the rounded 30 GW gives $360 billion.
- Publisher
- Where's Your Ed At
- Kind of source
- Secondary summary
- Measures
- Operators of NVIDIA Blackwell/Vera Rubin data centers globally, Annual compute revenue required under the stated model, USD billions per year, estimate, ? to ?
- Arithmetic
- (40 / 1.35) × 1,000 × 12,000,000 = USD 355,555,555,555.56 annually. With rounded usable capacity: 30 × 1,000 × 12,000,000 = USD 360,000,000,000. (inputs: Claim-stated total capacity: 40 GW; Claim-stated PUE: 1.35; Claim-stated revenue requirement: USD 12,000,000 per MW, interpreted annually; 1 GW = 1,000 MW; Unrounded capacity is 29.6296296 GW; annual revenue rounds to USD 355.56 billion.)
- Describes events of
- Public from
Where it was said (1)
Said once in the sources this register covers.
: Where's Your Ed At, The Subprime Data Center Crisis
Per my own analysis, NVIDIA’s predicted $1 trillion in Blackwell and Vera Rubin GPU sales (by the end of 2027) represents around 40GW of data center capacity, which will, assuming a PUE of 1.35, result in around 30GW of usable capacity. At a cost of around $12 million a megawatt, that works out to around $435 billion in global annual compute revenue to make these data centers necessary.
- Where
- paragraph 67
- Published
- 2026-07-22
- Source observed
- , live page
- Access
- full text, public
History
Assessment versions
- Assessment wyea-the-subprime-data-center-crisis-49ea53-a1: Current. Outcome: Contradicted. Evidence as of 2026-10-28. Public date not recorded.
Recorded events
Assessment publishedBy this site
First assessment published after both reviews and the final-text check passed.
About assessment wyea-the-subprime-data-center-crisis-49ea53-a1.