AI Accelerator Manufacturing Cost Estimates (2026)
As of August 2026, manufacturing costs for leading AI accelerators range from ~$3,320 for the NVIDIA H100 to ~$13,000+ for the GB200 superchip. HBM memory and advanced packaging now account for 60-70% of total BOM cost.
Last updated: · Data sources: Epoch AI, Raymond James, TrendForce, SemiAnalysis · JSON API ·
Manufacturing Cost Comparison
Estimated bill-of-materials (BOM) manufacturing costs for 8 leading AI accelerators. All figures are per-unit estimates excluding non-recurring engineering (NRE) costs.
Manufacturing cost breakdown by accelerator
Logic die + HBM memory + advanced packaging. HBM + packaging dominate BOM on the newest parts.
| Chip | Vendor | Process | Die Size | Logic Cost | HBM Cost | Packaging | Total Mfg Cost | Sell Price | Margin |
|---|---|---|---|---|---|---|---|---|---|
| H100 SXM5 | NVIDIA | TSMC 4N | 814mm² | $300 | $1,350 | $750 | $3,320 | $28,000 | 88% |
| H200 SXM5 | NVIDIA | TSMC 4N | 814mm² | $300 | $1,500 | $750 | $4,250 | $38,000 | 89% |
| B200 | NVIDIA | TSMC 4NP | 2×800mm² | $850 | $2,900 | $1,100 | $6,400 | $40,000 | 84% |
| GB200 | NVIDIA | TSMC 4NP | Grace+2×B200 | $1,700 | $5,800 | $2,200 | $13,500 | $65,000 | 79% |
| MI300X | AMD | TSMC N5/N6 | 1,725mm² (chiplet) | $600 | $2,900 | $1,200 | $5,300 | $15,000 | 65% |
| MI325X | AMD | TSMC N5/N6 | 1,725mm² (chiplet) | $600 | $2,200 | $500 | $3,800 | $20,000 | 81% |
| Gaudi2 | Intel | TSMC 7nm | — | $700 | $960 | $500 | $2,500 | $12,000 | 79% |
| Gaudi3 | Intel | TSMC 5nm | — | $1,500 | $1,950 | $1,200 | $6,500 | $15,625 | 58% |
All costs are estimates based on industry consensus data. Actual costs vary by volume, contract terms, yield, and market conditions.
H100 SXM5 est. mfg cost & sell price — daily ledger
Daily ledger; history began 2026-06-06 (per-domain start may be later). Append-only — cannot be backfilled.
H100 SXM secondary-market price — residual value tracker
Median used-market price per GPU across independent public sources (sold-listing roundups, broker pages, trade press). The ledger also records the low/high band and a derived residual value (median ÷ launch price) — weekly, measured, not assumed.
Cost Structure Analysis
1. HBM memory is now the dominant cost component
Across all chips in the table, HBM memory represents 35-47% of total manufacturing cost. For the GB200 superchip, HBM alone costs $4,800 per unit -- more than the entire manufacturing cost of an H100. The shift from HBM3 ($200/stack) to HBM3E ($300/stack) further amplifies this trend, with next-generation chips requiring 8-12 stacks each.
2. Advanced packaging adds $300-$2,000 per chip
CoWoS-S and CoWoS-L interposer packaging is the third-largest cost element after HBM and logic dies. Multi-die designs like the B200 (two Blackwell dies on a single CoWoS-L substrate) and GB200 (Grace CPU + two B200 GPUs) push packaging costs to $1,000-$2,000 per unit. TSMC CoWoS capacity remains supply-constrained with 40-52 week lead times.
3. NVIDIA maintains significantly higher margins than AMD
NVIDIA chips command 80-88% gross margins compared to AMD's 65-70%. This margin gap reflects NVIDIA's CUDA software ecosystem lock-in, stronger enterprise demand, and first-mover advantage in data center AI. Intel's Gaudi line achieves 82-83% margins at lower absolute price points, targeting a different market segment.
Methodology & Data Sources
Cost estimates on this page are derived from multiple independent sources and cross-validated where possible:
- Epoch AI -- Monte Carlo cost models for semiconductor manufacturing, covering wafer cost, yield, and packaging economics
- Raymond James -- Semiconductor equity research with bottom-up BOM cost analysis for NVIDIA and AMD accelerators
- TrendForce -- Quarterly foundry pricing reports and HBM supply/demand tracking
- SemiAnalysis -- Teardown analysis and cost modeling for AI accelerator products
Estimates are directional and may vary +/-15-20% from actual manufacturing costs. Logic die costs are calculated from wafer price, die area, and estimated yield. HBM costs use per-stack pricing multiplied by stack count. Packaging costs include interposer, substrate, and assembly. For full terms see Terms & Data Provenance.
Related Tools
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