The AI Chip Competition
NVIDIA, Intel, Mythic, Cerebras — and SIDRA's place.
Prerequisites
What you'll learn here
- Name the major players in the global AI chip market
- State each company's technical approach and market share
- Identify market segmentation (datacenter, edge, mobile)
- Summarize the US-China semiconductor race
- State SIDRA's place in the global market and its differentiation
Hook: The Global AI Chip Race
As of 2024, the AI chip market is 200B+ by 2030.
Leader: NVIDIA (~80% share). Rivals: Intel, AMD, Google TPU, AWS Trainium, Mythic AI, Cerebras, SambaNova, Graphcore.
Where is SIDRA YILDIRIM? Niche segment: neuromorphic analog memristor. Same category as Mythic + Rain.
Intuition: 4 Categories
| Category | Leader | Market share | Approach |
|---|---|---|---|
| GPU (large datacenter) | NVIDIA H100 | 80% | Classic, FP16/8 digital |
| TPU (Google) | TPU v5 | 5% | Systolic-array digital |
| Wafer-scale | Cerebras CS-2 | 2% | Single-wafer chip |
| Neuromorphic analog | Mythic, Rain, SIDRA | 1% | Memristor/flash analog |
SIDRA is in the 1% niche but on a path to lead the neuromorphic analog category.
Formalism: Company-by-Company
NVIDIA:
- Founded 1993, GPU leader.
- H100 (2022): 700 W, ~4 PFLOPS FP8.
- B200 (2024): 1000 W, ~10 PFLOPS.
- 2024 datacenter revenue: $48B.
- AI’s “gold standard”.
Intel:
- Habana Gaudi (Intel acquired 2019).
- Gaudi 3 (2024): 600 W, 1.8 PFLOPS.
- Small share (~2%).
Google TPU:
- 2016 first version, 5th gen 2024.
- Systolic-array digital.
- Google datacenter only (no commercial sales).
Cerebras:
- 2016 startup. Wafer-scale (one wafer = one chip).
- CS-3 (2024): 850K cores, 125 PFLOPS.
- $4B valuation.
Mythic AI:
- Analog NAND-flash compute. 25 TOPS/W.
- 2022 product, limited sales.
- $200M private.
Rain AI:
- Analog photonic. In development.
- $80M private.
SIDRA YILDIRIM (Türkiye):
- 2024 startup. Memristor analog CIM.
- Y1 (2026): 30 TOPS @ 3W, 10 TOPS/W.
- Y100 (2031): 3 PFLOPS @ 100W, 300 TOPS/W.
- Center of Türkiye’s semiconductor strategy.
Market segmentation:
Datacenter training:
- NVIDIA H100/B200, Google TPU, AMD MI300.
- High budget, high power.
- SIDRA absent (insufficient for training).
Datacenter inference:
- NVIDIA L40, Mythic, SIDRA Y10+.
- Low power, high throughput.
- Growing segment ($20B in 2030).
Edge (mobile, IoT):
- Apple Neural Engine, Qualcomm AI, NVIDIA Jetson.
- 1-10 W budget.
- SIDRA Y1 ideal here.
Embedded (automotive, defense):
- ASELSAN, NVIDIA Drive, Qualcomm.
- Strict certification, long lifetime.
- SIDRA Y3+ candidate.
SIDRA market position:
Y1 → edge inference, embedded. Y10 → high-perf edge + datacenter inference. Y100 → datacenter standard inference.
Training segment a long-horizon Y1000.
Market size estimates:
| Segment | 2024 | 2030 | SIDRA target |
|---|---|---|---|
| Datacenter training | $30B | $80B | 0% |
| Datacenter inference | $5B | $40B | 5% (Y100) |
| Edge | $10B | $50B | 2% (Y10) |
| Embedded | $5B | $30B | 3% (Y10+) |
| Total | $50B | $200B | ~$5B SIDRA |
2.5% global = an extraordinary target for SIDRA. Realistic 0.5-1% = $1-2B/year by 2030. Still huge for Türkiye.
Geopolitics:
US-China semiconductor war:
- US: advanced-chip exports to China blocked (post-2022).
- China: building its own fabs (SMIC, Hua Hong).
- Taiwan: TSMC has strategic importance.
ASML EUV:
- Netherlands-based, sole supplier for 5 nm and below.
- US pressure blocks sales to China.
- A single EUV machine: $200M.
Türkiye’s position:
- US ally but extra export restrictions (outside defense).
- Not in the EU → ASML possibly accessible.
- Trade with China unrestricted.
- Middle position: access to both US and China tech.
SIDRA can turn this middle position into an advantage: domestic production + flexible international supply.
Strategic trend:
Semiconductors viewed as a strategic resource:
- US CHIPS Act ($53B incentive 2022).
- EU Chips Act (€43B 2023).
- China Big Fund (40B 2024).
- Türkiye: no big incentive yet. SIDRA can fill that gap.
Semiconductor sovereignty:
Semiconductors are strategic — like oil or water. Nation-state infrastructure.
SIDRA gives Türkiye the first concrete step toward that infrastructure.
Numerical comparison vs rivals:
| Company | TOPS/W | Market | Türkiye |
|---|---|---|---|
| NVIDIA H100 | 6 | $48B | Imported |
| Mythic | 25 | $50M | Imported |
| SIDRA Y10 | 100 | $500M (target) | Domestic |
Y10 is both technically superior and domestic.
Experiment: SIDRA SWOT
Strengths:
- Memristor know-how (UNAM 10+ years of research).
- Türkiye semiconductor ecosystem support.
- Low startup cost.
Weaknesses:
- No market experience.
- International sales channels missing.
- TSMC dependency.
Opportunities:
- Edge AI explosion ($50B by 2030).
- Türkiye’s strategic position.
- Open neuromorphic category (no clear leader yet).
Threats:
- NVIDIA dominance.
- China cheap alternatives.
- Geopolitical risk.
Strategy: niche (neuromorphic edge inference) + strong Türkiye brand. Become a global player in 5-10 years.
Quick Quiz
Lab Exercise
SIDRA’s 5-year market strategy.
2026: Y1 product → Türkiye domestic (ASELSAN, universities). 2027: Expansion → Turkish startups (mobile apps, IoT). 2028: Europe export (DACH region). 2029: Y10 prototype → datacenter inference. 2030: Y10 serial production → global inference market.
End of 5 years: $1B/year revenue target. Extraordinary but realizable.
Cheat Sheet
- AI chip market 2024: 200B.
- Leader: NVIDIA 80%.
- Niche: neuromorphic analog (Mythic, Rain, SIDRA).
- SIDRA target: $1-5B/year by 2030.
- US-China race: Türkiye middle position.
- State incentives: CHIPS Act, EU Chips Act, China Big Fund — none yet in Türkiye.
Vision: Global SIDRA
- Y1: Türkiye domestic.
- Y3: Europe.
- Y10: Global inference market.
- Y100: Datacenter standard.
- Y1000: Among the semiconductor giants.
Türkiye becomes a global tech producer by 2035.
Further Reading
- Next chapter: 8.2 — Turkey’s Semiconductor Strategy
- Previous module: 7.8 — Fab Line Sim
- AI chip survey: Reuther et al., IEEE HPEC.
- Semiconductor geopolitics: Chris Miller, Chip War.