Alternatives to NVFP4 KV Cache
The top AI Foundation & Compute companies similar to NVFP4 KV Cache, ranked by relevance (named competitors first, then how closely their sectors overlap) and our 0-100 AI-readiness score. Each links to a full profile with funding and team.
NVIDIA Corp84Professional VisualizationSanta Clara, United States$4.1B
Nvidia82HardwareSanta Clara, United States$4.0B
Positron AI, .71AI ChipReno, United States$10.0M
Majestic56AI InfrastructureLos Altos, United States$100.0M
TurboQuant15AI Foundation & Compute- KVKV Cache Offloading (SW)5AI Foundation & Compute
Databricks82Data AnalyticsSan Francisco, United States$31.7B
Lightelligence70AI HardwareWaltham, United States$220.7M
DeepSeek AI70AI InfrastructureBeijing, China
Neurophos63AI ChipSan Jose, United States$124.2M
Ventana Micro Systems61AI ChipCupertino, United States$70.4M
FuriosaAI60AI ChipSeoul, South Korea$405.0M
pleias55AI InfrastructureParis, France$10.0M
Groq54AI HardwareMountain View, United States$2.1B
Brev52NeocloudSan Francisco, United States$3.3M- APApplied Computes50AI InfrastructureSan Francisco, United States$178.3M
Spectral Compute49AI InfrastructureCambridge, United Kingdom$29.0M
GlobalAI46Artificial IntelligenceAustin, United States
ELEMENTLABS™36AI InfrastructureSan Francisco, United States
Mentiora25Artificial IntelligenceZurich, Switzerland
8vdx20Start-up SpaceTel Aviv, Israel$1.5M
IndexCache10Artificial IntelligenceBeijing, China- FPFP8 Mixed-Precision Training3Foundation Model
- PRPruning + Distillation3AI Foundation & Compute
Surge AIDataSan Francisco, United States- Nexa AiOn-Device AIבית חירות, Israel
iMerit85AI Foundation & ComputeSan Jose, United States$43.5M
Together AI76AI InfrastructureSan Francisco, United States$106.0M
HUMAIN75Foundation ModelRiyadh, Saudi Arabia$19.2B
Meta AI71Frontier AI LabMenlo Park, United States$45.3B
PsiQuantum70Quantum ComputingPalo Alto, United States$3.6B
OpenRouter70InfrastructureSan Francisco, United States$158.5M- TSTsavorite Scalable Intelligence69AI ChipMilpitas, United States$5.0M
Pinecone69AI InfrastructureSan Francisco, United States$138.0M
Olix Computing68AI ChipLondon, UK$300.0M
Astera Labs (ALAB), Penguin (PENG), XConn67SemiconductorsSan Jose, United States$50.0M
AI21 Labs66Foundation ModelTel Aviv, Israel$208.0M
Quantinuum66Quantum ComputingBroomfield, United States$1.2B
Deepgram65NeocloudSan Francisco, United States$177.1M
Pareto.AI64AI InfrastructureSan Francisco, United States$32.2M
Habana Labs64ComputingTel Aviv, Israel$120.0M
Expedera63AI HardwareSanta Clara, United States$38.0M
Parasail63Artificial IntelligenceSan Francisco, United States$42.0M
Efficient Computer62SemiconductorsPalo Alto, United States$60.0M
The Bot Company62RoboticsSan Francisco, United States$300.0M
SenseTime62Computer VisionHong Kong, Hong Kong$3.0B
Quantum Art62Quantum ComputingTel Aviv, Israel$141.1M
LangChain61Agentic AISan Francisco, United States$260.0M
Pasqal61Quantum ComputingPalaiseau, France$273.0M
Neural Magic61ComputingBoston, United States$50.0M
Galaxea60RoboticsTokyo, Japan$589.6M
Eridu60Artificial IntelligenceSaratoga, United States$200.0M
Distyl AI60AI InfrastructureSan Francisco, United States$487.0M- SUSubquadratic60Artificial IntelligenceSan Francisco, USA$29.0M
Fireworks AI60AI InfrastructureRedwood City, USA$309.5M
OctoML59Generative AISeattle, United States$131.9M
BLAISE59InsuranceSan Jose, United States$146.0M
Inception Labs59Foundation ModelPalo Alto, United States$50.0M
Espresso AI58AI Foundation & ComputeNew York, United States$11.0M
IQM58Quantum ComputingEspoo, Finland$516.0M
| Company | Sector | HQ | Funding | Score |
|---|---|---|---|---|
| NVIDIA Corp | Professional Visualization | Santa Clara, United States | $4.1B | 84 |
| Nvidia | Hardware | Santa Clara, United States | $4.0B | 82 |
| Positron AI, . | AI Chip | Reno, United States | $10.0M | 71 |
| Majestic | AI Infrastructure | Los Altos, United States | $100.0M | 56 |
| TurboQuant | AI Foundation & Compute | — | — | 15 |
| KVKV Cache Offloading (SW) | AI Foundation & Compute | — | — | 5 |
| Databricks | Data Analytics | San Francisco, United States | $31.7B | 82 |
| Lightelligence | AI Hardware | Waltham, United States | $220.7M | 70 |
| DeepSeek AI | AI Infrastructure | Beijing, China | — | 70 |
| Neurophos | AI Chip | San Jose, United States | $124.2M | 63 |
| Ventana Micro Systems | AI Chip | Cupertino, United States | $70.4M | 61 |
| FuriosaAI | AI Chip | Seoul, South Korea | $405.0M | 60 |
| pleias | AI Infrastructure | Paris, France | $10.0M | 55 |
| Groq | AI Hardware | Mountain View, United States | $2.1B | 54 |
| Brev | Neocloud | San Francisco, United States | $3.3M | 52 |
| APApplied Computes | AI Infrastructure | San Francisco, United States | $178.3M | 50 |
| Spectral Compute | AI Infrastructure | Cambridge, United Kingdom | $29.0M | 49 |
| GlobalAI | Artificial Intelligence | Austin, United States | — | 46 |
| ELEMENTLABS™ | AI Infrastructure | San Francisco, United States | — | 36 |
| Mentiora | Artificial Intelligence | Zurich, Switzerland | — | 25 |
| 8vdx | Start-up Space | Tel Aviv, Israel | $1.5M | 20 |
| IndexCache | Artificial Intelligence | Beijing, China | — | 10 |
| FPFP8 Mixed-Precision Training | Foundation Model | — | — | 3 |
| PRPruning + Distillation | AI Foundation & Compute | — | — | 3 |
| Surge AI | Data | San Francisco, United States | — | — |
| On-Device AI | בית חירות, Israel | — | — | |
| iMerit | AI Foundation & Compute | San Jose, United States | $43.5M | 85 |
| Together AI | AI Infrastructure | San Francisco, United States | $106.0M | 76 |
| HUMAIN | Foundation Model | Riyadh, Saudi Arabia | $19.2B | 75 |
| Meta AI | Frontier AI Lab | Menlo Park, United States | $45.3B | 71 |
| PsiQuantum | Quantum Computing | Palo Alto, United States | $3.6B | 70 |
| OpenRouter | Infrastructure | San Francisco, United States | $158.5M | 70 |
| TSTsavorite Scalable Intelligence | AI Chip | Milpitas, United States | $5.0M | 69 |
| Pinecone | AI Infrastructure | San Francisco, United States | $138.0M | 69 |
| Olix Computing | AI Chip | London, UK | $300.0M | 68 |
| Astera Labs (ALAB), Penguin (PENG), XConn | Semiconductors | San Jose, United States | $50.0M | 67 |
| AI21 Labs | Foundation Model | Tel Aviv, Israel | $208.0M | 66 |
| Quantinuum | Quantum Computing | Broomfield, United States | $1.2B | 66 |
| Deepgram | Neocloud | San Francisco, United States | $177.1M | 65 |
| Pareto.AI | AI Infrastructure | San Francisco, United States | $32.2M | 64 |
| Habana Labs | Computing | Tel Aviv, Israel | $120.0M | 64 |
| Expedera | AI Hardware | Santa Clara, United States | $38.0M | 63 |
| Parasail | Artificial Intelligence | San Francisco, United States | $42.0M | 63 |
| Efficient Computer | Semiconductors | Palo Alto, United States | $60.0M | 62 |
| The Bot Company | Robotics | San Francisco, United States | $300.0M | 62 |
| SenseTime | Computer Vision | Hong Kong, Hong Kong | $3.0B | 62 |
| Quantum Art | Quantum Computing | Tel Aviv, Israel | $141.1M | 62 |
| LangChain | Agentic AI | San Francisco, United States | $260.0M | 61 |
| Pasqal | Quantum Computing | Palaiseau, France | $273.0M | 61 |
| Neural Magic | Computing | Boston, United States | $50.0M | 61 |
| Galaxea | Robotics | Tokyo, Japan | $589.6M | 60 |
| Eridu | Artificial Intelligence | Saratoga, United States | $200.0M | 60 |
| Distyl AI | AI Infrastructure | San Francisco, United States | $487.0M | 60 |
| SUSubquadratic | Artificial Intelligence | San Francisco, USA | $29.0M | 60 |
| Fireworks AI | AI Infrastructure | Redwood City, USA | $309.5M | 60 |
| OctoML | Generative AI | Seattle, United States | $131.9M | 59 |
| BLAISE | Insurance | San Jose, United States | $146.0M | 59 |
| Inception Labs | Foundation Model | Palo Alto, United States | $50.0M | 59 |
| Espresso AI | AI Foundation & Compute | New York, United States | $11.0M | 58 |
| IQM | Quantum Computing | Espoo, Finland | $516.0M | 58 |