Alternatives to Grouped Query Attention (GQA)
The top Foundation Model companies similar to Grouped Query Attention (GQA), 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.
Databricks82Data AnalyticsSan Francisco, United States$31.7B
Elicit62Artificial IntelligenceOakland, United States$31.0M
Fireworks AI60AI InfrastructureRedwood City, USA$309.5M- SUSubquadratic60Artificial IntelligenceSan Francisco, USA$29.0M
Modular58AI InfrastructureSan Francisco, United States$380.0M
Geniez.ai50Foundation ModelNew York, United States$256.0M- RIRidgeback47Foundation ModelSan Francisco, United States
Arcee44Foundation ModelSan Francisco, United States
NeoCognition42Artificial IntelligenceColumbus, USA$40.0M- Eternyl40Agentic AISan Francisco, United States$17.0M
Mamba (AI Architecture)23Artificial Intelligence- GGggml20Foundation Model
TurboQuant15AI Foundation & Compute- MUMulti-Head Latent Attention (MLA)10Foundation ModelHangzhou, China
IndexCache10Artificial IntelligenceBeijing, China- GEGenerative AI5Foundation Model
- PRPruning + Distillation3AI Foundation & Compute
Surge AIDataSan Francisco, United States
iMerit85AI Foundation & ComputeSan Jose, United States$43.5M
NVIDIA Corp84Professional VisualizationSanta Clara, United States$4.1B
Nvidia82HardwareSanta Clara, United States$4.0B
Together AI76AI InfrastructureSan Francisco, United States$106.0M
HUMAIN75Foundation ModelRiyadh, Saudi Arabia$19.2B
Positron AI, .71AI ChipReno, United States$10.0M
Meta AI71Frontier AI LabMenlo Park, United States$45.3B
DeepSeek AI70AI InfrastructureBeijing, China
OpenRouter70InfrastructureSan Francisco, United States$158.5M
Sakana AI70Foundation ModelTokyo, Japan$135.0M
Pinecone69AI InfrastructureSan Francisco, United States$138.0M
Mistral AI69Frontier AI LabParis, France$748.0M
Mistral AI SAS68Frontier AI LabParis, France$6.0B
Freepik66Generative AIMalaga, Spain
AI21 Labs66Foundation ModelTel Aviv, Israel$208.0M
Pareto.AI64AI InfrastructureSan Francisco, United States$32.2M
Parasail63Artificial IntelligenceSan Francisco, United States$42.0M
SenseTime62Computer VisionHong Kong, Hong Kong$3.0B
LangChain61Agentic AISan Francisco, United States$260.0M
Distyl AI60AI InfrastructureSan Francisco, United States$487.0M
Inception Labs59Foundation ModelPalo Alto, United States$50.0M
OctoML59Generative AISeattle, United States$131.9M
Espresso AI58AI Foundation & ComputeNew York, United States$11.0M
Market Beyond57RetailTechNew York, United States$4.0M
Meta57Social MediaMenlo Park, United States$40.1B- ZHZhipu AI56Foundation ModelBeijing, China$300.0M
Majestic56AI InfrastructureLos Altos, United States$100.0M
rogo56FinanceNew York, United States$322.0M
Voltage Park56AI InfrastructureSan Francisco, United States$100.0M
Writer56AI InfrastructureSan Francisco, United States$107.0M
Abacus.AI56AI Foundation & ComputeSan Francisco, United States$100.3M
Fermi55AI InfrastructureSan Francisco, United States$33.5M
pleias55AI InfrastructureParis, France$10.0M
LightningAI55AI InfrastructureSan Francisco, United States
Arcten55Agentic AISan Francisco, United States$12.0M
Doctronic55Artificial IntelligenceNew York, USA$65.0M
Jimini Health54HealthcareSan Francisco, United States$25.0M
CHAI: AI Platform54AI InfrastructurePalo Alto, United States$3.7M
Arato AI54EnterpriseTel Aviv, Israel$1.0M
Deepjudge Ai54LegalTechTel Aviv, Israel$53.4M
Massed Compute54AI InfrastructureSan Francisco, United States
MosaicML (now Databricks)54Foundation ModelSan Francisco, United States$1.5B
| Company | Sector | HQ | Funding | Score |
|---|---|---|---|---|
| Databricks | Data Analytics | San Francisco, United States | $31.7B | 82 |
| Elicit | Artificial Intelligence | Oakland, United States | $31.0M | 62 |
| Fireworks AI | AI Infrastructure | Redwood City, USA | $309.5M | 60 |
| SUSubquadratic | Artificial Intelligence | San Francisco, USA | $29.0M | 60 |
| Modular | AI Infrastructure | San Francisco, United States | $380.0M | 58 |
| Geniez.ai | Foundation Model | New York, United States | $256.0M | 50 |
| RIRidgeback | Foundation Model | San Francisco, United States | — | 47 |
| Arcee | Foundation Model | San Francisco, United States | — | 44 |
| NeoCognition | Artificial Intelligence | Columbus, USA | $40.0M | 42 |
| Agentic AI | San Francisco, United States | $17.0M | 40 | |
| Mamba (AI Architecture) | Artificial Intelligence | — | — | 23 |
| GGggml | Foundation Model | — | — | 20 |
| TurboQuant | AI Foundation & Compute | — | — | 15 |
| MUMulti-Head Latent Attention (MLA) | Foundation Model | Hangzhou, China | — | 10 |
| IndexCache | Artificial Intelligence | Beijing, China | — | 10 |
| GEGenerative AI | Foundation Model | — | — | 5 |
| PRPruning + Distillation | AI Foundation & Compute | — | — | 3 |
| Surge AI | Data | San Francisco, United States | — | — |
| iMerit | AI Foundation & Compute | San Jose, United States | $43.5M | 85 |
| NVIDIA Corp | Professional Visualization | Santa Clara, United States | $4.1B | 84 |
| Nvidia | Hardware | Santa Clara, United States | $4.0B | 82 |
| Together AI | AI Infrastructure | San Francisco, United States | $106.0M | 76 |
| HUMAIN | Foundation Model | Riyadh, Saudi Arabia | $19.2B | 75 |
| Positron AI, . | AI Chip | Reno, United States | $10.0M | 71 |
| Meta AI | Frontier AI Lab | Menlo Park, United States | $45.3B | 71 |
| DeepSeek AI | AI Infrastructure | Beijing, China | — | 70 |
| OpenRouter | Infrastructure | San Francisco, United States | $158.5M | 70 |
| Sakana AI | Foundation Model | Tokyo, Japan | $135.0M | 70 |
| Pinecone | AI Infrastructure | San Francisco, United States | $138.0M | 69 |
| Mistral AI | Frontier AI Lab | Paris, France | $748.0M | 69 |
| Mistral AI SAS | Frontier AI Lab | Paris, France | $6.0B | 68 |
| Freepik | Generative AI | Malaga, Spain | — | 66 |
| AI21 Labs | Foundation Model | Tel Aviv, Israel | $208.0M | 66 |
| Pareto.AI | AI Infrastructure | San Francisco, United States | $32.2M | 64 |
| Parasail | Artificial Intelligence | San Francisco, United States | $42.0M | 63 |
| SenseTime | Computer Vision | Hong Kong, Hong Kong | $3.0B | 62 |
| LangChain | Agentic AI | San Francisco, United States | $260.0M | 61 |
| Distyl AI | AI Infrastructure | San Francisco, United States | $487.0M | 60 |
| Inception Labs | Foundation Model | Palo Alto, United States | $50.0M | 59 |
| OctoML | Generative AI | Seattle, United States | $131.9M | 59 |
| Espresso AI | AI Foundation & Compute | New York, United States | $11.0M | 58 |
| Market Beyond | RetailTech | New York, United States | $4.0M | 57 |
| Meta | Social Media | Menlo Park, United States | $40.1B | 57 |
| ZHZhipu AI | Foundation Model | Beijing, China | $300.0M | 56 |
| Majestic | AI Infrastructure | Los Altos, United States | $100.0M | 56 |
| rogo | Finance | New York, United States | $322.0M | 56 |
| Voltage Park | AI Infrastructure | San Francisco, United States | $100.0M | 56 |
| Writer | AI Infrastructure | San Francisco, United States | $107.0M | 56 |
| Abacus.AI | AI Foundation & Compute | San Francisco, United States | $100.3M | 56 |
| Fermi | AI Infrastructure | San Francisco, United States | $33.5M | 55 |
| pleias | AI Infrastructure | Paris, France | $10.0M | 55 |
| LightningAI | AI Infrastructure | San Francisco, United States | — | 55 |
| Arcten | Agentic AI | San Francisco, United States | $12.0M | 55 |
| Doctronic | Artificial Intelligence | New York, USA | $65.0M | 55 |
| Jimini Health | Healthcare | San Francisco, United States | $25.0M | 54 |
| CHAI: AI Platform | AI Infrastructure | Palo Alto, United States | $3.7M | 54 |
| Arato AI | Enterprise | Tel Aviv, Israel | $1.0M | 54 |
| Deepjudge Ai | LegalTech | Tel Aviv, Israel | $53.4M | 54 |
| Massed Compute | AI Infrastructure | San Francisco, United States | — | 54 |
| MosaicML (now Databricks) | Foundation Model | San Francisco, United States | $1.5B | 54 |