Inference providers, head to head.

What each provider does, what the other does, and which one to pick for your workload.

Subconscious vs the field

Compare by provider

Pick a provider to see how it stacks up against every other one.

OpenAIThe most widely adopted closed-model API, from GPT-6 Astra down to GPT-5.6 Luna.

AnthropicClosed Claude models known for agentic coding, with 1M context and no long-context premium.

Google Vertex AIGoogle Cloud's enterprise AI platform, with Gemini and Claude next to a full MLOps stack.

Amazon BedrockAWS's managed model service: Claude, GPT and open models inside your AWS security posture.

Together AIThe broadest open-model platform: serverless, dedicated, GPU clusters and fine-tuning on one bill.

Fireworks AIFast open-model inference plus SFT, DPO and reinforcement fine-tuning at base-model prices.

BasetenLowest measured time to first token, with OpenAI and Anthropic-compatible endpoints.

GroqExtreme speed on its own LPU chip, with tight tail latency on a small catalog.

CerebrasThe fastest public inference host, running models on a wafer-scale chip.

DeepInfraThe price floor for open-model inference, with 150+ models and no minimums.

ModalServerless GPU compute for Python: bring your own model and pay by the second.

xAIClosed Grok models with native live data from X and cheap output tokens.

DeepSeekMIT-licensed open models at some of the lowest first-party prices anywhere.

Moonshot AIThe lab behind Kimi K3, the most capable open-weight model, with 1M context.

Z.aiMaker of the MIT-licensed GLM models, with a cheap flat-rate coding plan.

Alibaba CloudHome of the Qwen family, with a closed Max flagship inside a full public cloud.

MetaThe Muse model family on a new closed API, plus open-weight Muse Glimmer.

SambaNovaFast decode on large open models, served on its own dataflow chip.

NebiusA European AI cloud with managed open-model inference and raw GPUs on one account.

falThe go-to platform for generative media, with 1,000+ image, video and audio models.

Novita AIA low-cost inference cloud with 200+ open models across text, image, video and speech.

ParasailAggregated GPUs behind one API, with cheap batch on any Hugging Face model.

Inference.netCheap batch inference on spare GPU capacity, plus a path from traces to custom models.

GMI CloudA GPU cloud that owns its hardware, with APAC data residency and 100+ models.

Sail ResearchSlow inference for very cheap: pick a completion window and save 30 to 80%.

MorphSmall specialist models that apply coding-agent edits at 10,500+ tokens per second.

RelaceFast small models that act as tools for coding agents: apply, search and compaction.

TypeSafe AIDecision models that return typed answers with calibrated confidence in about 100ms.

StepFunA Shanghai lab shipping efficient multimodal models, many under Apache 2.0.

RunwareLow-cost media generation across image, video, audio and 3D behind one request schema.

StreamLakeKuaishou's AI cloud, home of the KAT-Coder agentic coding models.

WaferAgent-tuned inference stacks that run open models faster on the same weights.

RunInfraOpen models for agents, plus an agent that benchmarks and builds deployments for you.

Particle.AIAn early startup serving cheap Flash-class open models with 1M context.

How we compare providers

Profiles draw on each provider’s own docs and pricing pages plus third-party reviews and benchmarks, linked as sources on every profile. Subconscious is one of the providers compared, so each head-to-head also says where the other side wins. Pricing and model lineups change often; treat figures as a snapshot from the date above.

By The Subconscious Team · Updated September 30, 2026