GPU & AI Accelerator Roadmap 2026-2028
Maps every AI accelerator shipping or announced through 2028. Covers NVIDIA (Blackwell through Feynman), AMD (MI350 through MI500), Intel (exit), and 7 custom silicon vendors. Includes supply chain bottlenecks, lease vs buy TCO modeling, depreciation curves, and three procurement scenarios ($50M/$150M/$400M) for independent operators.
AI Inference Economics: The Race to Zero and Where Margin Survives
Stress-tests the 30-50% cost advantage claim for low-cost energy operators against the race-to-zero in AI inference pricing. Token prices deflated 1,000x in 3 years (GPT-3 $60/M to $0.06/M equivalent). Decomposes the 7-layer inference cost stack from silicon to token price. Maps 5 premium zones where margins survive commoditization (sovereign, ultra-low latency, custom models, agentic AI, vertical-specific). Finds the realistic advantage is 13-38%, probable midpoint ~22% (not 30-50%), driven primarily by energy costs. Provider margins range from Nebius 70% to Groq negative. Buyer COGS crisis: Cursor spends 130% of revenue on inference. Recommends sovereign + vertical focus, inference software acquisition, and 18-24 month execution urgency.
Enterprise AI Inference Buyers: The $37B Demand-Side Landscape
First demand-side analysis of the AI inference market. Profiles 30+ enterprise buyers across AI-native startups (Cursor $29.3B, Perplexity $20B, Lovable $6.6B), financial services (JPMorgan $2B AI spend), healthcare (Epic 85% AI adoption), and defense (Palantir IL6 air-gapped). Maps inference economics (Cursor pays 65-130% of revenue on inference), procurement criteria, provider market share shifts (Anthropic 40%, up from 12%), and strategic implications for independent inference providers.
Bitcoin Miners' HPC/AI Transition: The $65B Infrastructure Pivot
Comprehensive landscape of 15 publicly traded Bitcoin miners transitioning to HPC/AI infrastructure. Covers $65B+ in contracted deals, 10+ GW power pipeline, mining-to-AI economics (5-10x revenue per MW), ASIC chip strategies, and strategic implications.
AI Inference Engines & Frameworks: The Technology Layer Powering the $126B Market
Comprehensive landscape analysis of 15+ AI inference engines and frameworks: vLLM (70.8K stars, Inferact $800M spinout), SGLang (23.6K stars, RadixArk $400M spinout), TensorRT-LLM (NVIDIA-native), llama.cpp (95.2K stars, edge standard), plus proprietary engines (FireAttention V4, MemoryAlloy, Token Factory). Covers attention mechanisms (FlashAttention 1-4, MLA, PagedAttention), quantization landscape (FP8/NVFP4/AWQ/GGUF), optimization techniques, NVIDIA's full-stack strategy, provider-engine matrix, and strategic moat analysis.
Hyperscaler Managed Inference Strategies: Google Cloud, AWS, Azure & Oracle
Comprehensive landscape analysis of the Big Four hyperscaler managed inference strategies: Google Cloud (TPU Trillium/Ironwood, 78% cost reduction), AWS (Trainium2/3, 100K+ Bedrock orgs), Microsoft Azure (Maia 200, OpenAI exclusive), and Oracle Cloud ($300B Stargate, 131K GPU superclusters). Covers custom silicon, pricing benchmarks, enterprise compliance, head-to-head matrix, and implications for independent inference providers.
AI Inference Landscape
Comprehensive competitive landscape covering 15 companies across Custom Silicon, GPU AI Clouds, Inference Platforms, and Aggregators. Includes technical specs, financials, pricing, threat assessment, and 8 recommended actions.
Managed Inference Platform Landscape: Top 5 Competitive Analysis
Comprehensive landscape analysis of the top 5 managed inference platforms: Fireworks AI ($4B, FireAttention), Together AI ($3.3B, FlashAttention), Baseten ($5B, NVIDIA-backed), Nebius ($25B mkt cap, Token Factory), and Crusoe ($10B+, MemoryAlloy). Covers engines, pricing benchmarks, head-to-head matrix, and strategic positioning.
| Title | Companies | ThreatHi-Lo | Date | Sources |
|---|---|---|---|---|
| Fireworks AI: Inference Platform Strategy PyTorch Founders' Inference Engine | Strategic Positioning | Fireworks AI | CRITICAL | Feb 16, 2026 | 24 |
| Crusoe: Managed Inference Platform Strategy BYOM + MemoryAlloy + Intelligence Foundry | Competitive Positioning vs. Inference Platforms | Crusoe | HIGH | Feb 20, 2026 | 51 |
| Nebius IaaS Strategy Token Factory Pricing & Sovereign Cloud | Strategic Positioning | Nebius | HIGH | Feb 16, 2026 | 28 |
| Groq: LPU Architecture & Nvidia Acquisition Custom Silicon Deep Dive | $20B Nvidia Deal Analysis | Groq | HIGH | Feb 16, 2026 | 24 |
| Cerebras: Wafer-Scale Engine & IPO Analysis Custom Silicon Deep Dive | $23B Valuation | WSE-3 Architecture | Cerebras | HIGH | Feb 16, 2026 | 25 |
| Baseten: Custom Inference Engine & NVIDIA Investment Inference Platform Deep Dive | $5B Valuation | NVIDIA-Backed | Baseten | HIGH | Feb 16, 2026 | 28 |
| DeepInfra: Price Floor Leader & Blackwell Advantage Inference Platform Deep Dive | $28M Funded | 8,000x Volume Growth | DeepInfra | HIGH | Feb 17, 2026 | 22 |
| Inferact: vLLM Commercialization & Open-Source Engine Inference Platform Deep Dive | $800M Valuation | 400K+ Concurrent GPUs | Inferact | HIGH | Feb 19, 2026 | 28 |
| Cloudflare Workers AI: Edge Inference & Distribution Moat Inference Platform Deep Dive | $68.8B Market Cap | 330+ Edge Cities | Cloudflare Workers AI | HIGH | Feb 19, 2026 | 28 |
| Taalas: Model-Specific Silicon & 73x H200 Performance Custom Silicon Deep Dive | $219M Raised | HC1 Chip Architecture | Taalas | HIGH | Feb 19, 2026 | 28 |
| CoreWeave: GPU Cloud & Acquisition Strategy GPU AI Cloud Deep Dive | $49B Market Cap | NASDAQ: CRWV | CoreWeave | MEDIUM | Feb 16, 2026 | 25 |
| Together AI: FlashAttention & Inference Platform Inference Platform Deep Dive | $3.3B Valuation | FlashAttention Moat | Together AI | MEDIUM | Feb 16, 2026 | 24 |
| OpenRouter: Inference Aggregator & Distribution Channel Aggregator Deep Dive | $500M Valuation | 500+ Models | OpenRouter | MEDIUM | Feb 16, 2026 | 20 |
| Modal: Serverless GPU Compute & Rust Infrastructure Inference Platform Deep Dive | $1.1B Unicorn | Developer-First Compute | Modal | MEDIUM | Feb 17, 2026 | 20 |
| fal.ai: Fastest-Growing Inference & Media AI Platform Inference Platform Deep Dive | $4.5B Valuation | $200M ARR | fal.ai | MEDIUM | Feb 19, 2026 | 28 |
| Nscale: European Sovereign AI Cloud & Stargate Norway GPU AI Cloud Deep Dive | $2.69B Raised | 1.3 GW Pipeline | Nscale | MEDIUM | Feb 19, 2026 | 28 |
| SambaNova: RDU Architecture & Cautionary Tale Custom Silicon Deep Dive | $1.6B Intel Offer | SN40L Analysis | SambaNova | LOW | Feb 16, 2026 | 25 |
| Lambda: GPU Cloud & IPO Trajectory GPU AI Cloud Deep Dive | $5.9B Valuation | H2 2026 IPO | Lambda | LOW | Feb 16, 2026 | 24 |
| Inference.net: Decentralized Inference & Custom Models Aggregator Deep Dive | DePIN Network | Solana-Based Infrastructure | Inference.net | LOW | Feb 16, 2026 | 18 |