Pundit ClaimsAI claims by Gary Marcus and Ed Zitron, with the evidence

“Your depreciation costs here work out to about $1.54-per-GPU-per-hour, meaning that you’re losing nearly half of your revenue for the first six years…of a five year long contract.”

Annualized Enron Rate, paragraph 105. The full statement is at the source.

Our reading, the sentence that was checked:

In the Canopy Wave B300 contract, depreciation of about $1.54 per GPU-hour means the provider loses nearly half its revenue over the first six years of what is only a five-year contract.

Assessment: Contradicted Evidence as of

Where and when Ed Zitron wrote it

Where's Your Ed At, Annualized Enron Rate, paragraph 105.

Said
Source observed
live page, full text, public
Evidence as of
the cutoff for this assessment
Assessment recorded
assessment wyea-annualized-enron-rate-e9c89c-a1

We recorded 28 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 2026-10-13. 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

  • over the first six years of a five-year contract (scope, stated by the speaker)

From the speaker

  • depreciation costs here
  • about $1.54-per-GPU-per-hour
  • losing nearly half of your revenue
  • the first six years
  • a five year long contract

Our interpretation

  • Assess the calculation attached to the existing contract, not a forecast that six years of business results have already occurred.
  • Carry forward the immediately preceding assumption of $540,000 per eight-GPU B300 node.
  • Use straight-line depreciation over six years, zero residual value and 8,760 hours per year. These are an interpretation of the illustrative calculation, not verified company accounting policies.
  • Read losing revenue as depreciation expense relative to gross contractual revenue, not as a claim of net loss.
  • The target covers the contract terms discussed retrospectively by the post; its service commencement date is unspecified.

Counts as supported if: The stated cost and six-year assumptions yield approximately $1.54 per GPU-hour, and the contract rates make that expense approximately half of revenue.

Counts as contradicted if: The stated assumptions produce a materially different hourly depreciation charge or revenue share. An error in the numerical calculation can settle this without knowing the provider's actual acquisition cost.

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

Under the cost assumption carried into this example, six-year depreciation is about $1.28 per GPU-hour, not $1.54. The latter figure results from depreciating over five years. The reported contract rates average $3.98, making six-year depreciation about 32.3% of contracted revenue during the five-year term. Even $1.54 is 38.7% of that rate. The contradiction rests on the hourly arithmetic, not a rigid definition of 'nearly half.' This does not establish the provider's actual profitability.

Limitations

  • The assessment is conditional arithmetic under the stated cost assumption, not a finding about actual company accounts.
  • Carrying the preceding cost assumption into this example is an evaluator interpretation.
  • A five-year contract does not establish sixth-year revenue.
  • The contract rates were verified through reporting because the primary filing was inaccessible to read_page.

Evidence (2 items)

  • Goes against the claim: BTW Media,

    US$4.30 per GPU-hour

    Why it matters here: The reported contract rates supply the revenue denominator; applying the speaker's assumed cost and six-year life gives $1.284 per GPU-hour and 32.3% of blended revenue. This is a derived check of his illustrative arithmetic, not evidence of the provider's actual depreciation expense.

    Publisher
    BTW Media
    Kind of source
    News report
    Measures
    Catalyst Compute LLC / KIDZ AI, Canopy Wave contract, Illustrative B300 depreciation per GPU-hour and share of gross contractual revenue, USD USD per GPU-hour; percent of revenue, estimate, ? to ?
    Arithmetic
    Six-year depreciation = 540000 / (8 * 6 * 8760) = 1.284246575 USD/GPU-hour. Blended revenue rate = (4.30 * 3 + 3.50 * 2) / 5 = 3.98 USD/GPU-hour. Depreciation share = 1.284246575 / 3.98 = 32.2675%. Using five years instead gives 540000 / (8 * 5 * 8760) = 1.541095890 USD/GPU-hour. Even the asserted 1.54 / 3.98 is 38.6935%. (inputs: Speaker's supplied assumption: USD 540,000 per eight-GPU node.; Speaker's supplied depreciation life: six years.; Evaluator assumptions: straight-line depreciation, zero residual value and 8,760 hours per year.; Reported contract rates: USD 4.30 per GPU-hour for three years and USD 3.50 for two years.; Hourly results rounded to three decimals and revenue shares to one decimal place.)
    Describes events of
    Public from
  • Context only: KIDZ AI / Classover,

    will be ordered and deployed

    Why it matters here: The company still described deployment prospectively. This supports evaluating the statement as an illustrative contract calculation rather than six years of realized financial results.

    Publisher
    KIDZ AI / Classover
    Kind of source
    Company disclosure: the company describing itself, not an independent finding
    Describes events of
    Public from

Where it was said (1)

Said once in the sources this register covers.

  • : Where's Your Ed At, Annualized Enron Rate

    Your depreciation costs here work out to about $1.54-per-GPU-per-hour, meaning that you’re losing nearly half of your revenue for the first six years…of a five year long contract.

    Published
    2026-10-13
    Source observed
    , live page
    Access
    full text, public

History

Assessment versions

Recorded events

  1. Assessment publishedBy this site

    First assessment published after both reviews and the final-text check passed.

    About assessment wyea-annualized-enron-rate-e9c89c-a1.