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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.

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Inference Providers Hardware Infrastructure Foundation Model Providers LLM Ops Observability Llms Foundation Models AI Security Guardrails Model Hosting Inference Agent Platforms Frameworks Building Tools Agent Platforms Orchestration

MiniMax

✓ verifiedFreemium

Chinese AGI company building multimodal LLMs, Hailuo video, speech and music models, plus AI apps and open APIs.

4.6M 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

Weights & Biases

✓ verifiedFreemium

Weights & Biases is a widely used MLOps platform for experiment tracking, model management and evaluating AI applications.

2.5M visits/mo

hCaptcha

✓ verifiedFreemium

Privacy-focused CAPTCHA and bot/fraud-detection service, a drop-in reCAPTCHA alternative for websites and apps.

4.4M visits/mo

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

Pricing

Max Token Plan: 119 CNY/mo (frontier models, up to ~7.1B tokens/mo)

No public pricing

Basic: Free

Pro: $139/month billed monthly, $99/month billed yearly

Enterprise: Contact sales

Free trial available

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

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

Core features

✦MiniMax M-series LLMs (M3, 1M context, MSA)
✦Hailuo AI video generation
✦Speech and music generation models
✦MiniMax Code agentic coding tool
✦Consumer apps (Hailuo, Xingye)
✦Open API and Token Plan for developers

✦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

✦Experiment tracking and visualization for ML training runs
✦Model and artifact versioning and management
✦Hyperparameter optimization tooling
✦Collaborative dashboards and reports for ML teams
✦LLM application tracing and evaluation tooling

✦AI bot detection
✦Transaction fraud protection
✦Account-takeover (ATO) defense
✦Pull-based SMS MFA
✦Private Learning ML risk models
✦Two-line reCAPTCHA migration
✦Hundreds of integrations

✦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

Use cases

→Coding and agentic tasks
→AI video generation
→Text-to-speech and music creation
→Building on MiniMax model APIs

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

→ML engineers tracking and comparing training experiments
→Research teams versioning datasets and model checkpoints
→Teams building and evaluating LLM-powered applications
→Organizations collaborating on machine learning projects

→Blocking bots and spam signups
→Preventing account takeover
→Reducing transaction and payment fraud
→Stopping credential stuffing

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

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