AI Model Inference Providers
26 companies in this space
Important Developer Trends for December 2023
7 trends awaiting strategic relevance scoring. Activity metrics update automatically; strategic scores require a separate review.
| Rank | Trend | Score | Change | Components | Recent scores |
|---|---|---|---|---|---|
| #1 |
LLM
LLMs are a core workload for AI inference providers, directly shaping model availability, API capabilities, pricing, performance, and developer platform selection across the market.
|
87.6 | — |
Strategic 85 Adoption 100 · Attention 100 · Momentum 33 |
76 · 79 · 89 · 91 · 86 · 83 · 88 · 88 |
| #2 |
AI Model Fine-tuning
Fine-tuning is a direct extension of inference offerings, letting developers customize model behavior, quality, cost, and deployment characteristics for production use cases.
|
76.5 | — |
Strategic 78 Adoption 69 · Attention 90 · Momentum 47 |
60 · 67 · 81 · 83 · 72 · 74 · 75 · 77 |
| #3 |
Real-time
Real-time response delivery and streaming outputs are important capabilities for interactive AI inference applications, affecting latency, user experience, and API integration choices.
|
66.0 | — |
Strategic 68 Adoption 69 · Attention 60 · Momentum 46 |
52 · 58 · 65 · 68 · 60 · 53 · 68 · 66 |
| #4 |
Vector Search
Vector search is a durable building block for retrieval-augmented AI applications, shaping model selection, embedding workflows, latency, and integration requirements.
|
59.7 | — |
Strategic 66 Adoption 46 · Attention 60 · Momentum 38 |
58 · 48 · 65 · 67 · 60 · 55 · 63 · 60 |
| #5 |
AI Guardrails
AI guardrails are a core consideration for inference-provider customers deploying models into production, shaping safety, compliance, security, and operational controls.
|
54.0 | +2 |
Strategic 76 Adoption 23 · Attention 15 · Momentum 30 |
57 · 49 · 60 · 57 · 52 · 49 · 59 · 54 |
Filter Companies
Summary
| Company | Total Posts | Avg/Month |
|---|---|---|
| Google Cloud | 2,801 | 8.0 |
| Nebius | 248 | 6.9 |
| Prem AI | 300 | 6.3 |
| DigitalOcean | 851 | 4.7 |
| Venice | 158 | 4.4 |
| Together AI | 252 | 4.2 |
| Anthropic | 277 | 3.8 |
| Monster API | 184 | 3.8 |
| Fireworks AI | 191 | 3.2 |
| Baseten | 280 | 2.9 |
| Deepinfra | 160 | 2.7 |
| Modular | 158 | 2.6 |
| Fal | 122 | 1.7 |
| Featherless | 78 | 1.6 |
| Replicate | 127 | 1.3 |
| Lambda | 227 | 1.3 |
| Predibase | 94 | 1.1 |
| Modal | 76 | 1.1 |
| Sail Research | 9 | 0.8 |
| OpenPipe | 27 | 0.6 |
| BentoML | 42 | 0.4 |
| Clarifai | 422 | 0.0 |
| OpenAI | 29 | 0.0 |
| Hugging Face | 801 | 0.0 |
| Neptune.ai | 268 | 0.0 |
| Mistral AI | 0 | 0.0 |
Current Subscribers
| Company | Subscribers | Share |
|---|---|---|
| OpenAI | 2,070,000 | |
| Google Cloud | 1,450,000 | |
| Anthropic | 802,000 | |
| Hugging Face | 146,000 | |
| DigitalOcean | 60,300 | |
| Mistral AI | 16,400 | |
| Modular | 15,600 | |
| Lambda | 7,670 | |
| Nebius | 7,170 | |
| Together AI | 4,650 | |
| Venice | 4,120 | |
| Replicate | 3,920 | |
| Baseten | 2,860 | |
| Modal | 2,100 | |
| Fireworks AI | 875 | |
| Featherless | 38 |
Showing Hacker News posts with 50+ points since 2022
Companies in AI Model Inference Providers
Random Space| Company | Stage | Founded |
|---|---|---|
| Anthropic | H | 2021 |
| Baseten | E | 2019 |
| BentoML | acquired | 2019 |
| Clarifai | acquired | 2013 |
| Deepinfra | B | 2022 |
| DigitalOcean | Public | 2012 |
| Fal | D | 2021 |
| Featherless | A | 2023 |
| Fireworks AI | D | 2022 |
| Google Cloud | Public | 1998 |
| Hugging Face | D | 2016 |
| Lambda | E | 2012 |
| Mistral AI | D | 2023 |
| Modal | C | 2021 |
| Modular | B | 2022 |
| Monster API | pre-seed | 2023 |
| Nebius | Public | 2024 |
| Neptune.ai | acquired | 2017 |
| OpenAI | F | 2015 |
| OpenPipe | seed | 2023 |
| Predibase | acquired | 2020 |
| Prem AI | A | 2023 |
| Replicate | acquired | 2019 |
| Sail Research | A | 2026 |
| Together AI | C | 2022 |
| Venice | A | 2024 |