Pay-as-you-go API: 52 tools
Grouping rule — Tools billed by what you use, such as tokens or GPU hours (including those that vary by model). Checked 2026-10-15 (based on the pricing policy data); the date on each row is when the tool was added to the map.
9 fields · the 44 tools with a detailed guide page come first in each field.
Inference & Compute (23)
Whole fieldDecentralized cloud compute marketplace for AI workloads on GPU nodes
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Array framework for Apple Silicon ML research
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
AWS managed service for foundation models from Anthropic, Meta, and Mistral
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Amazon's fully managed ML platform
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Microsoft Azure's cloud ML service
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Framework for building ML-powered services
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Wafer-scale engine for fastest LLM training and inference
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
AI inference at the edge via Cloudflare Workers AI with zero cold starts
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
GPU-accelerated cloud for AI/ML workloads
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Unified data analytics and AI platform
Pricing API pay-as-you-go — 제품별 DBU(또는 CU) 단가 종량제(데이터 엔지니어링 $0.15/DBU부터 등) + 약정 사용 계약 할인 + 무료 체험·Free Edition
Official site ↗Added to the map 2026-03-18
Distributed multi-model LLM serving system with OpenAI-compatible API and web UI
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Fast, affordable inference API for open-source models with sub-100ms latency
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Google Cloud's unified ML platform
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Language Processing Unit for ultra-fast LLM inference
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Minimalist large language model training by Hugging Face
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
AI cloud with GPU clusters and Token Factory managed inference
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-08-07
Developer-focused GPU cloud for training, inference, and serverless AI
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-08-07
Full-stack AI platform with custom RDU chips for fast inference at scale
Pricing API pay-as-you-go — SambaCloud는 모델별 100만 토큰당 입력·출력(캐시 입력) 단가 과금
Official site ↗Added to the map 2026-08-07
NVIDIA's SDK for high-performance inference
Pricing Usage-based pay-as-you-go (cloud/GPU) — 내려받아 설치하는 추론 SDK(관련 도구 TensorRT-LLM·Model Optimizer는 무료 명시), 사용량 요금표 없음
Official site ↗Added to the map 2026-03-18
AI hardware with open-source software stack
Pricing Usage-based pay-as-you-go (cloud/GPU) — AI 카드·워크스테이션·서버를 시작가($999·$9,999·$70,000, USD)로 판매하고 IP 라이선스 제공
Official site ↗Added to the map 2026-03-18
Fully Sharded Data Parallel training in PyTorch
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Effortlessly run LLM backends, APIs, frontends, and services with one command
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Scalable model serving with Ray
Pricing Usage-based pay-as-you-go (cloud/GPU) — Pay-as-you-go based on GPU/inference time or API call volume, some open-source self-hosting options available
Official site ↗Added to the map 2026-03-18
Foundation Models (14)
Whole fieldAlibaba's Qwen family — Qwen3-Coder and Qwen3-Max lead open-weight coding models
Pricing Varies by model (open weights or API pay-as-you-go) — Open-weight models are free to download/self-host, closed models are pay-as-you-go per token via API
Official site ↗Added to the map 2026-03-18
Creator of SWE-1.5 — a fast-agent frontier model with near-SOTA code performance
Pricing Varies by model (open weights or API pay-as-you-go) — Open-weight models are free to download/self-host, closed models are pay-as-you-go per token via API
Official site ↗Added to the map 2026-03-18
Cohere's RAG-optimized enterprise language model
Pricing Varies by model (open weights or API pay-as-you-go) — Open-weight models are free to download/self-host, closed models are pay-as-you-go per token via API
Official site ↗Added to the map 2026-03-18
Mistral AI (Dec 2025) — open-source SOTA for code agents; 123B and 24B sizes
Pricing Varies by model (open weights or API pay-as-you-go) — Open-weight models are free to download/self-host, closed models are pay-as-you-go per token via API
Official site ↗Added to the map 2026-03-18
Google (Nov 2025) — beats Gemini 2.5 Pro at coding; masters agentic workflows
Pricing Varies by model (open weights or API pay-as-you-go) — Open-weight models are free to download/self-host, closed models are pay-as-you-go per token via API
Official site ↗Added to the map 2026-03-18
Google's extended-thinking variant of Gemini
Pricing API pay-as-you-go — Gemini는 Gemini Developer API로 토큰당 과금(무료 등급+유료 등급+Enterprise)되는 모델이며, 가중치·라이선스 공개 내용은 페이지에 없음
Official site ↗Added to the map 2026-03-18
Inception Labs (Nov 2025) — diffusion LLM for coding with 128K context
Pricing Varies by model (open weights or API pay-as-you-go) — Open-weight models are free to download/self-host, closed models are pay-as-you-go per token via API
Official site ↗Added to the map 2026-03-18
Mistral AI's top-tier proprietary language model
Pricing API pay-as-you-go — Mistral Large는 '플래그십' 모델로 la Plateforme·Azure API에서 토큰당 유료(입력 $0.5/M, 출력 $1.5/M)로 제공되며, 공개 글은 이를 별도의 'open-weight' 엔드포인트와 구분함
Official site ↗Added to the map 2026-03-18
Agentic 28B model with a 10M-token context window, deployable on one GPU
Pricing Varies by model (open weights or API pay-as-you-go) — Open-weight models are free to download/self-host, closed models are pay-as-you-go per token via API
Official site ↗Added to the map 2026-08-07
OpenAI's text embedding model
Pricing Varies by model (open weights or API pay-as-you-go) — Open-weight models are free to download/self-host, closed models are pay-as-you-go per token via API
Official site ↗Added to the map 2026-03-18
State-of-the-art embedding models for retrieval
Pricing Varies by model (open weights or API pay-as-you-go) — Open-weight models are free to download/self-host, closed models are pay-as-you-go per token via API
Official site ↗Added to the map 2026-03-18
OpenAI's image generation model
Pricing API pay-as-you-go + included in ChatGPT subscription — Included in ChatGPT Plus/Pro, API is pay-as-you-go per generated image
Official site ↗Added to the map 2026-03-18
OpenAI's reasoning model with extended chain-of-thought
Pricing Varies by model (open weights or API pay-as-you-go) — Open-weight models are free to download/self-host, closed models are pay-as-you-go per token via API
Official site ↗Added to the map 2026-03-18
Creator of CoDA — a diffusion-based language model for code generation
Pricing Varies by model (open weights or API pay-as-you-go) — Open-weight models are free to download/self-host, closed models are pay-as-you-go per token via API
Official site ↗Added to the map 2026-03-18
Frontier Labs (7)
Whole fieldGoogle's AI research lab behind Gemini and AlphaFold
Pricing API pay-as-you-go + subscription (Gemini app) — Gemini app: Free / Google AI Pro / Ultra plans (monthly subscription); Gemini API is pay-as-you-go
Official site ↗Added to the map 2026-03-18
AI safety company behind the Claude model family
Pricing API pay-as-you-go + subscription (Claude app) — Claude app: Free / Pro (about $20/month) / Max ($100–$200/month); API is pay-as-you-go per input/output token by model
Official site ↗Added to the map 2026-03-18
Developer of large language models and long-context NLP tooling
Pricing API pay-as-you-go — Model APIs such as Jamba are pay-as-you-go per token; contact for enterprise
Official site ↗Added to the map 2026-03-20
Enterprise NLP and embedding model provider
Pricing API pay-as-you-go — 공식 가격 페이지의 공개 가격은 Model Vault 전용 인스턴스 요금(시간당 $3~$10, 월 $2,000~$6,500)이고, North·Compass는 맞춤 견적, 토큰 단가는 레거시 모델·Aya만 표시
Official site ↗Added to the map 2026-03-18
Databricks research group focused on efficient training, open models, and large model infrastructure
Pricing API pay-as-you-go — Databricks 플랫폼은 선불 없는 종량제(DBU당 $0.07~$0.40부터)와 약정 할인 계약으로 판매
Official site ↗Added to the map 2026-03-20
AI lab building Mercury, a diffusion-based language model family for fast reasoning and coding
Pricing API pay-as-you-go — Mercury 2.5(입력 $0.20/출력 $0.75 per 1M), Mercury Voice($0.40/$1.50) 등 토큰 단위 API 요금을 공개
Official site ↗Added to the map 2026-03-18
Open stack for training, deploying, and improving agentic AI models
Pricing API pay-as-you-go — GPU 온디맨드 시간당 과금(H100 $2.43/시간 등)·추론 API·호스팅 학습을 파는 상용 플랫폼
Official site ↗Added to the map 2026-03-20
Knowledge Discovery (2)
Neural search engine for AI applications
Pricing API pay-as-you-go — 무료 Starter(매달 $10 크레딧) + Developer 종량제(요청·페이지·실행당 과금) + Enterprise 맞춤
Official site ↗Added to the map 2026-03-18
AI search engine with personalized results
Pricing API pay-as-you-go — MCP 무료(하루 100회) + 호출당 종량제(Pay as you go) + Enterprise 맞춤
Official site ↗Added to the map 2026-03-18
LLM Gateways & APIs (2)
Whole fieldAPIs for Claude language models
Pricing API pay-as-you-go — Claude 모델을 100만 토큰당 요금으로 쓰는 종량제 API(Messages API), 오픈소스 언급 없음
Official site ↗Added to the map 2026-03-18
Unified interface for frontier AI models
Pricing API pay-as-you-go — 구독 없이 크레딧 선불 + 플랫폼 수수료(Standard 5.5%, Business 8%) 구조, Free는 하루 50요청
Official site ↗Added to the map 2026-03-18
Observability & Evals (1)
Whole fieldML model performance management
Pricing API pay-as-you-go — 상용 SaaS 플랫폼: Free(가드레일) / Developer trace당 $0.002 / Enterprise 문의, 받은 본문 어디에도 오픈소스 언급 없음
Official site ↗Added to the map 2026-03-18
Voice Agents (1)
Platform for building conversational voice AI agents
Pricing API pay-as-you-go — 구독 요금제 없이 $10 무료 크레딧 후 분당 $0.07~$0.31 종량제(채팅은 메시지당 $0.002+), 그 위는 Enterprise 맞춤 가격
Official site ↗Added to the map 2026-03-18
Multimodal & Perception (1)
Whole fieldOpenAI's omni model with audio, vision, and text capabilities
Pricing API pay-as-you-go + included in ChatGPT subscription — Included in ChatGPT plans, API is pay-as-you-go per input/output token
Official site ↗Added to the map 2026-03-18
MLOps & Training (1)
Whole fieldEnterprise feature platform for ML
Pricing API pay-as-you-go — 공식 주소가 Databricks로 연결되고 Databricks 사용량(DBU) 기반 요금만 표시, Tecton 별도 요금제 없음
Official site ↗Added to the map 2026-03-18
Other pricing models
See allSource: AI Galaxy Map tool data (pricing policy and details from ai_enrichment.json; field and date added from ai_landscape.json) · Data compiled 2026-10-15 · prices can change, so check the official site before paying