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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.

⇄ Comparison dimension — pick the market you're actually shopping in

Gpu Cloud Rental Inference Providers Hardware Infrastructure Multimodal Content Generation Apis Web Agents Foundation Model Providers Llms Foundation Models Model Hosting Inference AI Agents

WaveSpeedAI

✓ verifiedFree trial

Pay-per-use API hub aggregating 1000+ image, video, and audio generation models for developers building AI media pipelines.

2.2M visits/mo

Manus

✓ verifiedFreemium

General-purpose autonomous AI agent that plans and runs multi-step tasks such as building sites, slides and research in the cloud.

28M visits/mo89K saves

Groq

✓ verifiedFreemium

Fast, low-cost AI inference provider running LLMs on custom LPU chips via GroqCloud's pay-as-you-go API.

3.6M visits/mo

HEROZ

✓ verifiedPaid

A Japanese AI firm that grew from shogi-AI research into industry ML solutions and a generative-AI platform, HEROZ ASK.

1.9M visits/mo

Vast ai

✓ verifiedPaid

GPU rental marketplace with per-second billing across thousands of GPUs, aimed at AI training, inference, and fine-tuning workloads.

1.4M visits/mo

Pricing

Silver: $100 top-up (higher rate limits)

Gold: $1,000 top-up (higher rate limits)

Ultra: $10,000 top-up (highest rate limits)

Free trial available

No public pricing

GPT-OSS 20B: $0.075 per 1M input tokens ($0.30 per 1M output)

GPT-OSS 120B: $0.15 per 1M input tokens

No public pricing

Core features

✦Unified API access to 1000+ image/video/audio generation models
✦Pay-per-use pricing billed per image or per second of video
✦Includes chat/LLM model access (Claude, GPT, Gemini, etc.) priced per token
✦Account tiers unlock higher GPU limits and concurrency
✦CLI and desktop app for building workflows
✦Enterprise options with dedicated support and custom deployment

✦Autonomous multi-step task execution
✦Website and app building
✦AI slides, design and image generation
✦Manus browser operator
✦Wide Research mode
✦Cross-platform web, desktop and mobile apps

✦LPU custom inference hardware
✦GroqCloud tokens-as-a-service API
✦High-speed, low-latency inference
✦Pay-as-you-go token pricing
✦Free API key to start
✦Broad open-model support

✦Deep-learning and machine-learning core technology
✦HEROZ ASK generative-AI platform
✦BtoB and BtoC AI solutions
✦BLOOMWORKS product
✦Industry AI deployment case studies

✦On-demand GPU cloud with per-second billing
✦Interruptible instances at discounted rates for batch/fault-tolerant jobs
✦Reserved capacity with 1, 3, or 6-month terms for steady workloads
✦Serverless deployment with autoscale-to-zero for inference endpoints
✦Dedicated multi-node clusters with InfiniBand for large-scale training
✦Python SDK and CLI plus REST API for programmatic provisioning
✦Access to 68+ GPU types across 40+ data centers
✦Pre-configured templates for popular open-source models

Use cases

→Integrating AI image/video generation into an app via API
→Building automated content pipelines needing multiple AI models
→Testing and comparing many generative models from one account
→Scaling AI media production with volume-based account tiers
→Accessing both media-generation and LLM APIs from one platform

→Automate end-to-end digital tasks
→Produce websites and presentations
→Conduct broad research
→Hand off browser tasks to an agent

→Running LLM inference at high speed
→Cutting inference costs at scale
→Powering low-latency AI chat apps
→Serving models via a hosted API

→Deploying generative AI in enterprises
→Applying ML to industry-specific problems
→AI-driven business transformation (DX)

→ML engineers training or fine-tuning models on rented GPUs
→Startups running inference at scale without owning hardware
→Developers needing quick, low-cost access to specific GPU types
→Teams building AI agents that autonomously provision compute

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