Compare tools

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 Fraud Prevention Open Source Models Llms Foundation Models AI Security Guardrails Model Hosting Inference Agent Platforms Frameworks Building Tools Agent Platforms Orchestration

Nebius

✓ verifiedPaid

AI-focused cloud offering NVIDIA GPU compute, storage and MLOps tooling for training and inference at scale, with usage-based pricing.

678K visits/mo133K saves

Jan.ai

✓ verifiedFree

Open-source desktop app for running AI chat models locally or via APIs, as a private ChatGPT alternative.

378K visits/mo609 saves

Coze

✓ verifiedFreemium

ByteDance's Coze (Kouzi): an all-in-one AI office assistant for writing, slides, sheets, design, podcasts and images.

7.2M visits/mo

Glean

✓ verifiedPaid

Enterprise Work AI platform for company-wide search, an AI assistant and building governed agents across 250+ connectors.

3.2M visits/mo

Aura

✓ verifiedPaid

All-in-one digital-safety subscription protecting families from identity theft, fraud and online threats, with parental controls.

2.5M visits/mo762 saves

Pricing

NVIDIA H100: $3.85/GPU-hour on-demand ($2.15 preemptible)

NVIDIA H200: $4.50/GPU-hour on-demand

NVIDIA B200: $7.15/GPU-hour on-demand

Shared filesystem storage: $0.08/GiB per month

No public pricing

Kids: $10/mo billed annually

Individual: $12/mo billed annually (1 adult)

Couple: $22/mo billed annually (2 adults)

Family: $32/mo billed annually (5 adults)

Free trial available

Core features

✦NVIDIA GPU instances (H100, H200, B200, GB200)
✦On-demand and preemptible GPU pricing
✦High-performance and object storage
✦Managed Kubernetes and Slurm (Soperator)
✦Serverless and managed inference (Token Factory)
✦MLOps tooling and 24/7 expert support
✦Commitment discounts up to 35%

✦Run open-source LLMs locally
✦Connect to online models (OpenAI, Claude, Gemini)
✦Private, offline-capable AI chat
✦Open source and self-hostable
✦Model library via Hugging Face
✦Cross-platform desktop app

✦AI writing
✦AI presentation/PPT generation
✦AI spreadsheets and tables
✦AI design
✦AI podcast generation
✦AI image generation

✦Enterprise search across company apps
✦Personal AI assistant grounded in work data
✦Agent builder, orchestration and governance
✦250+ connectors and actions
✦Enterprise knowledge graph and hybrid search
✦Security controls for scaling AI

✦Identity theft protection with insurance
✦3-bureau credit monitoring and lock
✦Antivirus, VPN and password manager
✦Online data removal from brokers
✦Parental controls and safe-gaming alerts
✦Dark-web and financial-fraud alerts

Use cases

→Train large AI/ML models on GPU clusters
→Run scalable inference workloads
→Store and manage large training datasets
→Run Slurm/Kubernetes AI pipelines

→Private local AI chat
→Using multiple models in one app
→Avoiding cloud data sharing
→Experimenting with open models

→Drafting documents
→Building presentations
→Generating spreadsheets
→Creating designs and images
→Producing podcasts

→Search across all company knowledge
→Answer employee questions with grounded AI
→Build and deploy custom AI agents
→Automate cross-system workflows

→Protecting against identity theft
→Monitoring family credit and finances
→Keeping kids safe online
→Removing personal data from broker sites

Visit