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

Inference Providers Hardware Infrastructure Web Agents Foundation Model Providers Llms Foundation Models AI Security Guardrails Model Hosting Inference AI Agents AI Agents Infrastructure

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

Manus

✓ verifiedFreemium

General AI agent that executes multi-step tasks end to end — research, slides, design, browsing — instead of only answering questions.

28M visits/mo89K saves

Claude

✓ verifiedFreemium

Anthropic's AI assistant for writing, coding, and analysis across web, mobile, and desktop, plus a developer API.

22M visits/mo231K saves

iDox.ai

✓ verifiedPaid

Enterprise AI platform for redacting, anonymizing, and governing sensitive data across documents and AI workflows.

68K visits/mo6.6K saves

Aikido Security

✓ verifiedFreemium

Developer-first security platform unifying code, cloud, runtime and AI pentesting with noise reduction and autofix.

670K visits/mo

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

Free: $0

Pro: $17/month billed annually ($200 up front), or $20/month

Max: From $100/month

Team: $20/seat/month billed annually ($25 monthly); premium seats $100/seat/month annually ($125 monthly)

Enterprise: Contact sales

No public pricing

Developer: $0 (2 users, 10 repos)

Basic: $300/mo (10 users, 100 repos)

Pro: $600/mo (200 repos)

Standard Pentest: $4,000 per assessment

Free trial available

Core features

✦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

✦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

✦Conversational writing and editing
✦Code generation and debugging (Claude Code)
✦Data analysis and visualization
✦Web search plus memory across chats
✦Connectors and remote MCP integrations
✦Extended thinking for complex tasks

✦AI-powered document redaction
✦Real-time data anonymization
✦AI guardrails for generative-AI apps
✦Automated compliance enforcement
✦Industry-specific solutions for government, legal, and healthcare

✦SAST, SCA and secrets scanning
✦Cloud misconfiguration (CSPM) and container scanning
✦AI-powered autonomous pentesting
✦AutoFix pull requests and auto-triage
✦Runtime and bot protection (Zen)
✦SOC 2 and ISO compliance support

Use cases

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

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

→Drafting and refining written content
→Building and debugging software
→Analyzing datasets for insights
→Research and learning support
→Team and enterprise automation

→Automating FOIA and public-records redaction
→Protecting privileged data in eDiscovery
→Preventing data leakage to AI systems

→Finding and fixing code vulnerabilities
→Securing cloud and containers
→Running continuous pentests
→Automating compliance evidence

Visit