In Swimming With the Current, I broke my standing rule against making quarterly predictions, and the results confirm exactly why the rule existed.
Cloud revenue: RMB 41.6 billion actual versus RMB 48 billion predicted. Commerce EBITA: RMB 24 billion actual versus RMB 38 billion predicted. Both metrics breached downside thresholds. The analytical error was identical in both: underestimating the base scale of Quick Commerce. As volume surged, absolute cash burn accelerated despite improving unit economics.
For Cloud, AI was way up quarter-over-quarter, easily outgrowing the structural Chinese New Years seasonality, but legacy cloud was still ~80% of the business at the start of last quarter and the AI growth couldn't overcome seasonality of legacy cloud.
On quick commerce, the miss was bigger and more honest. Unit economics are confirmed improving, but volume grew 57% year-over-year — orders at 2.7× prior year, non-food at 3×. The furnace is running hotter because they are shoving dramatically more volume through it. I was 2–3 quarters too early on the burn taper.
Setting aside predictive errors, the fundamental signal lies beneath the headline numbers that triggered pre-market algorithmic selling. The substance of the call delivered the most explicit and confident forward guidance of Eddie Wu's tenure. The stock went from -3% pre-market to +7% intraday as humans read the transcript. That 10% intraday swing is the story — the market processing the exact bifurcation between the headline and the substance.
For the first time, Alibaba disclosed AI revenue as a standalone number: RMB 8,971 million ($1.3 billion), representing 30% of external cloud revenue, growing at a triple-digit rate for the eleventh consecutive quarter.
Work the arithmetic backwards. AI revenue was RMB 9.0 billion this quarter, growing at a "triple-digit" rate — by the eleventh consecutive quarter at this scale, likely in the 100–150% range rather than the high end. We can bracket the prior-year base and see what it implies for the rest of the cloud business:
| Component | Q4 FY25 (range) | Q4 FY26 | Growth |
|---|---|---|---|
| AI cloud revenue | RMB 3.6–4.5B | RMB 9.0B | ~100–150% |
| Non-AI cloud revenue | RMB 25.6–26.5B | ~RMB 32.6B | 23–27% |
| Total cloud | RMB 30.1B | RMB 41.6B | +38% |
Non-AI cloud grew somewhere between 23% and 27% — healthy for a competitive Chinese market. AI was simply not yet large enough to pull the blended rate to the 58% prediction.
The crux of the thesis validation lies here: every leading indicator for cloud economics outperformed the base-case model.
MaaS margins are confirmed higher than IaaS — on the record, by the CEO. In Post 3, we inferred this from the arithmetic. Eddie Wu said it explicitly on the call. Cloud EBITA grew 57% on 38% revenue growth — the margin expansion is already happening, not a future hope. Wu said the improvement would be "visible in the next 1–2 quarters." Not FY28. Now.
How much higher? Based on the 2024-2025 period when AI was a negligible part of AliCloud, public cloud margin was ~8.0-8.5%. We now have blended margin at 9.1% with AI at 20% share puts AI margins at around 11.5–13.5%.
There are three factors that will drive Cloud margins higher over the next year to 18 months, two are already running. First, AI mix shift: as AI moves from 20% to 50%+ of cloud over the next year as guided by Eddie, the blended margin rises to roughly 10.5% from pure composition. Second: scale economics and pricing power. Revenue growing 40%+ spreads fixed costs, and the 5–34% price hikes effective April 18 flow straight to margin. Customers are queuing despite the increases. These two factors are sufficient to reach the 12% Post 3 target.
The final driver is T-Head. As domestically fabbed Zhenwu and Yitian chips replace rented foreign compute, the AI component margin has substantial room to expand above the current 11.5–13.5%. Eddie Wu confirmed that T-Head penetration within Alibaba Cloud is "still low" — the constraint is SMIC fab capacity, not product-market fit. This is the cost floor: if a price war comes, there is a large wedge of cost savings that has not yet been realized, meaning margins can absorb pricing pressure far better than the current P&L suggests.
T-Head itself is being deployed externally. Alibaba is choosing to selling AI servers to partners and co-building data centers rather than deploy internally to AliCloud. The inference here is to help T-Head establishing a commercial track record ahead of a probable IPO. The remaining bottleneck is domestic fab capacity.
Model Studio — the platform business where developers build on Qwen models via API — has crossed RMB 8 billion in annualized recurring revenue. Eddie Wu said crossing RMB 10 billion this quarter is "a certainty." The target for December 2026: RMB 30 billion. That is 3.75× in six months on the highest-margin component of the cloud business.
BaiLian token consumption is up 10× since November–December — not the 6× disclosed last quarter but an acceleration beyond it. These are specific, near-term, falsifiable milestones, not just "triple-digit growth" hand-waving. We can check every one of them at the next two earnings reports.
Last quarter, Wu introduced a $100 billion five-year Cloud revenue target during Q&A. The market largely ignored the implied 35% CAGR. With management doubling down on this figure, we must treat it as the definitive operational objective. The CEO has consolidated control over AI and publicly staked his tenure on this specific milestone.
| Component | Post 3 (Apr) | After Transcript |
|---|---|---|
| Assets (net cash, Ant 33%, AIDC, Cainiao, T-Head) | $160B | $160B |
| China Commerce (8× normalized EBITA) | $210B | $210B |
| Cloud Intelligence Group ($85B rev, 12% margin, 25×) | $250B | $250B |
| $100B target scope | Assumed cloud-only | Confirmed cloud-only |
| 12% margin assumption | Aspirational | Supported by 3 engines (2 active) |
| Fair value per ADS | ~$264 | ~$264 ✓ |
| Current price (May 14) | $124 | $145 |
| Upside to fair value | ~113% | ~82% |
The original model was conservative against a $100 billion cloud target, and the transcript confirms it is. The 12% margin that was a five-year aspiration in April is now pulled closer (within two to three quarters), and possibly materially higher on the 5-year horizon. The CAPEX plan that seemed aggressive will be exceeded because they are supply-constrained across every procurement channel.
One other thing the market is perhaps misreading: Customer Management Revenue (CMS) headline growth of +1%. This is an accounting reclassification — a new merchant development program moved platform subsidies from sales and marketing expense to contra revenue against CMR. Like-for-like CMR grew 8%. Group revenue like-for-like was +11%. 88VIP membership hit 62 million and is still growing double digits. The underlying commerce business is fine.
On Quick Commerce specifically: Jiang Fan confirmed unit economics breakeven by end of FY2027 — roughly 2–3 quarters later than our optimistic scenario, but years ahead of the original FY2029 guidance. He said April onwards showed "significant" unit economics improvement while maintaining volume. The burn has an expiration date — and when it arrives, the consolidated P&L will snap back in free cash flow at precisely the moment cloud margins are hitting their highest levels.
The lesson from this scorecard is clear: predicting quarterly revenue conversion from token volume is not where this framework has edge. Structural thesis analysis is where we add value. So instead of another quarterly prediction, here are three falsifiable milestones to track at the next two earnings reports:
Milestone 1: Model Studio ARR ≥ RMB 10 billion by the August report (Q1 FY27). If yes, the MaaS thesis is confirmed and the highest-margin component is scaling as guided.
Milestone 2: Cloud external growth ≥ 45% in Q1 FY27. The seasonal rebound plus price hikes plus Model Studio surge should deliver this. If it doesn't, the acceleration thesis needs reassessment.
Milestone 3: Cloud EBITA margin ≥ 10% in Q1 or Q2 FY27. Eddie Wu promised visible margin improvement in 1–2 quarters. We will hold him to it.
All three confirmed: the Post 3 base case is conservative. Any one fails: reassess, though the margin of safety from $94 entry is still enormous.
The consolidated headline was terrible: EBITA -84%, non-GAAP net income essentially zero, free cash flow negative. The algorithms sold pre-market. Then the humans read the transcript and bought it back 10%.
China skipped the SaaS revolution. There are millions of enterprises that never had a cloud vendor, and the government is pushing an AI-native industrial base. Alibaba is not fighting to displace entrenched incumbents. It is filling a vacuum — with a physically sold-out product, accelerating growth, pricing power, and a margin structure that is temporarily suppressed by the most expensive possible way of serving current demand.
The Post 3 model survives this quarter intact. The $100 billion target is confirmed as pure cloud. The $85 billion conservative estimate stands. The 12% margin target has moved from aspiration to a well-supported path with two of three engines already running. And the three milestones above will tell us, within two earnings cycles, whether the thesis is tracking or not.
Forecasting quarterly noise offers zero edge. The focus must remain on structural milestones: tracking margin expansion and accelerating growth in an asset the market insists on pricing as an ex-growth utility. The mathematical case is stronger today than it was a quarter ago.
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The author holds shares of Alibaba (BABA) at a blended cost basis of approximately $94.
Nothing in this letter is investment advice. Original predictions from April 2026. Scorecard graded May 14, 2026.