Step-by-step guides for running Google's Gemma 4 locally on your own hardware
Fast, affordable AI inference API with pay-per-token pricing and dedicated GPU compute
Stage
Established
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Founded
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Based in
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US
Pricing model
Free
Paid
Pricing
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Inference API: DeepSeek V4.1 Flash from $0.1275/M input tokens and $0.51/M output tokens. DeepSeek V4 Flash from $0.14/M input and $0.28/M output. DeepSeek V4 Pro 0813 from $0.561/M input and $1.683/M output. MiniMax M3 from $0.255/M input and $1.02/M output. GLM-5.3 from $1.19/M input and $3.74/M o
Key features
Hardware Compatibility Checker tool
Command Generator for Ollama and LM Studio
Model Picker with benchmark-backed reasoning
26+ hands-on deployment guides for various hardware
Memory requirement formulas and quantization analysis
Real-world performance benchmarks on consumer hardware
Offline inference capability
Model comparison with Qwen 3.5
OpenAI-compatible API support
256K context window support
Pay-per-token pricing with no subscriptions or minimums
Access to 10+ frontier open-source models including DeepSeek, MiniMax, GLM, Kimi and MiMo
OpenAI-compatible API for drop-in integration
NVIDIA B200 and B300 GPUs with speculative decoding
Multi-region deployment for low-latency responses
Zero cold start times with always-warm inference
SOC/2 approved infrastructure with zero data retention
Dedicated 8-GPU HGX nodes available prepaid for 12-36 months
Compatible with 20+ coding tools including Cursor and Claude Code
Vision analysis, web search and native tool calling built-in
What makes it different
Hands-on testing with verified numbers instead of paraphrased release notes
Concrete metrics from real consumer hardware
Independent, single-author publication with no editorial team or content farm
Interactive tools that deliver instant answers in seconds
Transparent methodology with traceable calculations and cited sources
Industry-leading inference speed: 489 tokens per second on DeepSeek V4.1 Flash
Dramatically lower costs than competitors: $0.51 per million output tokens vs $10.00 for GPT-4o
First to deploy DeepSeek R1 at scale with 351 tokens per second
Enterprise-grade security with SOC/2, GDPR compliance and zero data retention