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AMD's $17 billion fourth-quarter forecast lifts chip equipment and packaging outlook

AMD said on Tuesday 3 November that fourth-quarter revenue will be $17 billion, plus or minus 3%, topping the $16.3 billion average analyst estimate.

AI & modelsNewsGrace OkonkwoPublished: 4 November 20264 min readSources 16
AMD's $17 billion fourth-quarter forecast lifts chip equipment and packaging outlook

AMD puts a number on AI demand

For chip buyers and investors, that is the clearest near-term number showing AI data-center spending has not stalled. For equipment, packaging and materials suppliers, the follow-on forecasts point to demand spreading into test, assembly and advanced packaging. What is still unknown is how much of the demand rests on a few hyperscale customers, and whether suppliers can add capacity fast enough to meet it.

AMD shares rose about 7% in late trading after the forecast. Bloomberg described the company as a key challenger to Nvidia in AI chips. The projections that follow it run to 2028 and 2032. They come from industry associations and research firms, not from chipmakers' order books.

DBS senior economist Han Teng Chua said AI-related stocks have seen considerable volatility recently amid questions over whether that spending can be sustained.

Equipment and packaging forecasts follow

SEMI expects worldwide semiconductor equipment sales of $165.9 billion in 2026, a 23.2% increase over 2025. The industry association sees the figure reaching an all-time high of $229.5 billion by 2028.

TrendForce, cited in the same Globe and Mail item, estimates capital spending by the nine biggest cloud companies will reach roughly $830 billion in 2026. That spending is what turns into orders for the tools. Test equipment sales are forecast to rise 31.0% in 2026 to $15.3 billion, after a 55.3% gain in 2025. Assembly and packaging tools are expected to grow 9.6% this year to $6.7 billion.

Materials sit further down the chain. ResearchAndMarkets puts packaging materials at $51.22 billion in 2026, growing at a 10.72% compound annual rate to $94.76 billion by 2032.

It ties that growth to heterogeneous integration and chiplet architectures, which it says are accelerating demand for high-density substrates, interposers and fine-pitch solder materials. Low-warpage substrates, low-loss dielectrics and thermal interface materials are listed as priorities. Compliance with RoHS and REACH rules is also shaping material selection, the report says.

Edge chips and teardown work

The Business Research Company projects AI on edge semiconductors at $8.13 billion in 2026, up from $6.89 billion in 2025. It expects the market to reach $15.5 billion by 2030, a 17.5% compound annual rate.

The same release puts growth from 2025 to 2026 at 17.9%, slightly faster than the 17.5% rate it projects for the rest of the decade. Edge chips run inference on the device instead of in a data center, and the release credits IoT deployment and demand for low-latency processing.

Teardown work is a smaller market pointing the same way. ResearchAndMarkets projects semiconductor teardown services at $795.34 million in 2026 and $1.23 billion by 2032, a 7.51% compound annual rate. It lists reverse engineering, intellectual property diligence, failure analysis and counterfeit detection among the applications. It links demand to advanced packaging, chiplets, through-silicon vias and growing supply chain scrutiny.

At 7.51% a year, that is the slowest of the growth rates above.

Singapore manufacturers see the order book

The Singapore Economic Development Board's quarterly survey was released on Monday 2 November. It found 29% of manufacturers expect business conditions to improve between October and March 2027, while 5% expect them to weaken. Optimists outnumbered pessimists by 24 percentage points, up from 12 points in the previous survey.

Precision engineering was the most positive cluster, with optimists ahead by 48 percentage points, supported by investment growth in semiconductors and AI. Electronics was also positive, driven by AI applications and semiconductor demand. The survey covered 397 manufacturers, with 83% responding, and ran between September and October. The chemicals industry went the other way, with pessimists ahead by 13 percentage points, and petroleum firms cited uncertainty over crude oil feedstock supply.

Capacity is the constraint

Chua said AI capital expenditure is likely to remain strong for the rest of the year, citing recent earnings reports from major US hyperscalers.

Chua also said limited capacity could remain a major challenge for firms seeking to expand production. That caveat runs against the supply chain forecasts above. The equipment and packaging numbers are third-party projections from SEMI and ResearchAndMarkets. None of them settles how concentrated the underlying demand is among a handful of hyperscale buyers.

Singapore's precision engineering and electronics clusters are the part of the survey most exposed to that question, since both depend on orders tied to AI data centres and semiconductor equipment.

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Sources

16
  1. 01AMD Forecast Exceeds Estimates After AI Chip Demand SoarsEN
  2. 02AMD forecast exceeds estimates after AI chip demand soarsEN
  3. 03Semiconductor Equipment Market Outlook: How AI Demand Is Driving Test, Packaging and Inspection GrowthEN
  4. 04Semiconductor Packaging Materials Market - Global Forecast 2026-2032EN
  5. 05Semiconductor Teardown Services Market Forecast 2026-2032EN
  6. 06AI on Edge Semiconductor Market Size, Share, Trends and Growth Forecast to Reach $15.5 Billion by 2030EN
  7. 07Strong AI demand lifts business outlook as Singapore manufacturers grow more optimistic about next six monthsEN
  8. 08Overshoot Demands a New Era of Adaptation, Loss & Damage, and Climate JusticeEN
  9. 09AI Is Changing How Semiconductor Fabs Work — and Engineers Are Moving Faster Because of ItEN
  10. 10Hybrid wind-solar-battery plants can power Kazakhstan’s demand growthEN
  11. 11Electric trucks hit 50% of China’s heavy truck sales, diesel demand fallsEN
  12. 12Record Demand Catches (Some) OEMs with Their Pants Down — Europe September 2026EN
  13. 13Benchmarking Forecasting Agents on Yesterday's TomorrowsEN
  14. 14Ask on Demand: Targeted Peer Communication for Parallel Agentic SystemsEN
  15. 15AI, fuelled by advanced chips, set to power semiconductor manufacturing: industry veteranEN
  16. 16LaLiga president Tebas demands Man City ‘justice’ over Premier League chargesEN

All figures and quotations in this text come from the sources listed below.

Content prepared by the editorial team with AI assistance.

Grace Okonkwo

Grace Okonkwo

AI, models and technology

Grace Okonkwo covers AI, models and technology for FLASH24, working from primary sources such as model cards, API documentation and benchmark papers rather than vendor summaries. She checks training data provenance, evaluation conditions and reported scores against the underlying datasets before any figure reaches print. She interviews researchers and engineers directly, tracks release calendars from major labs, and compares successive model versions on the same tests. Her own self-hosting, home-network and documentation-reading habits feed straight into that desk, since she tests tools on her own hardware first. She does not publish benchmark claims without a reproducible method.

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