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BABA · Forward model · AI Cloud and Compute Services · Wu case

What has to happen in AI Cloud and Compute Services

Model as of

This page changes AI Cloud and Compute Services inside the complete BABA model. Every other vertical, corporate programme and valuation assumption stays in the selected portfolio case.

BABA forward model
Horizon
Consolidated fair value $129.31 all other verticals held in this portfolio case
Final-quarter revenue $22.55B 38% of company revenue
Explicit segment contribution −$39.85B EBITDA less segment capex, before corporate items

The chief executive's own case, taken at his word and applied to nothing else. Eddie Wu said the RMB380 billion 2026-29 AI programme is already half spent, is likely to be overshot, and breaks even on AI-related capital expenditure within three years at current average gross margins - so the spending that is currently 2.5x group adjusted EBITA is an investment with a dated payback rather than a permanent drag. Here that shows up as cloud and AI Labs margins rising faster than in Base, with the capex glide untouched. What this case does NOT do: it does not fix the e-commerce decline, it does not reduce a single yuan of the spending itself, and it rests on a call remark and a wire report - the payback claim appears in no filing, and Alibaba publishes no transcript of its own.

AI Cloud and Compute Services

Basis quarter$7.14B
Final quarter$22.55B
Implied CAGR+26%
Final revenue mix38%

The reason this model exists. Cloud Intelligence Group plus T-Head silicon, growing 45% with revenue from external customers growing 45% too - management called it the fastest in twenty-two quarters - on AI-related product revenue of RMB12,376 million that has now compounded at triple digits for twelve consecutive quarters. It is also where the RMB67,678 million of quarterly capital expenditure and the HK$80 billion equity placement are going.

Last four quarters
2026 Q2 $7.14B Reported
Public cloud infrastructureModel-as-a-Service (Qwen) and inferenceHybrid and managed cloudT-Head proprietary silicon (Zhenwu GPU, CPU, storage, networking)
Sequential growth +9.7%/qtr decaying toward +2.9% 9.7% a quarter compounds to the 45% year-over-year the segment just printed, on total and external revenue alike.
AI Cloud and Compute Services

Latest: $22.55B (2031Q2E)

Period Value
2026Q2 $7.14B
2026Q3E $7.86B
2026Q4E $8.60B
2027Q1E $9.33B
2027Q2E $10.08B
2027Q3E $10.82B
2027Q4E $11.57B
2028Q1E $12.32B
2028Q2E $13.07B
2028Q3E $13.83B
2028Q4E $14.59B
2029Q1E $15.35B
2029Q2E $16.11B
2029Q3E $16.88B
2029Q4E $17.66B
2030Q1E $18.45B
2030Q2E $19.24B
2030Q3E $20.05B
2030Q4E $20.87B
2031Q1E $21.70B
2031Q2E $22.55B

Assumptions & reasoning

  • There is no capacity driver available for this line. Alibaba discloses no megawatts, no accelerator count, no utilisation and no contracted backlog, so a capacity model would have to invent the earning base. Growth anchored on disclosed monetisation - AI-related product revenue and MaaS ARR - is the honest choice.
  • The segment's disclosed adjusted EBITA margin is 11.62% (RMB5,628 million on RMB48,437 million), which is the '12%' the CFO quotes. It is an EBITA margin, not an EBITDA margin and not a gross margin. The 28.7% EBITDA margin used here adds an assumed 70% of group depreciation of RMB11,814 million. A widely repeated claim that cloud EBITDA margin was 12% against 7.6% a year ago is wrong: no segment EBITDA is disclosed anywhere.
  • Capex intensity of 112% of segment revenue is 80% of the disclosed group capital expenditure line. That single assumption moves the fair value more than the growth rate does, and it is the control to move first. The glide to 35% is judgement, not guidance: management has given no capital expenditure ceiling in any filing, and the CEO has said the RMB380 billion 2026-29 programme is likely to be overshot.
  • Disclosed monetisation anchors, all for the June 2026 quarter or the August call: AI-related product revenue RMB12,376 million, which is 25.6% of segment revenue; an annualised AI product run rate above RMB49.5 billion, which management expects to approach US$10 billion next quarter; MaaS ARR past RMB16 billion in August against a RMB30 billion year-end target; Omdia ranking Alibaba Cloud first in China's AI cloud market at 38.1% share in 2025.
  • A claim that AI product revenue is 35% of EXTERNAL cloud revenue cannot be checked: Alibaba publishes external cloud revenue only as a growth rate for this quarter, never as an amount. 25.6% of total segment revenue is the ratio that is actually computable from the filing.
  • Zhenwu silicon, including the M890, is described in the release as having broad commercial adoption through Alibaba Cloud services with more than 650 external customers across over twenty industries. The chip is Zhenwu, not the 'Chunwu' some third-party transcripts render.
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