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Pick up to three. Scores are curated estimates on a 0–10 scale. Lock-in: higher = worse.

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DimensionGroqSambaNova
Overall8.07.5
Capability fit7.88.0
Price / performance9.07.8
Latency / reliability8.28.2
Developer & agent DX8.86.8
Privacy / data retention7.08.0
Lock-in risk (higher = worse)5.06.0
Maturity / track record7.88.0
PricingPer-token with free tier; LPU inference; narrow production model set (Llama/Qwen/GPT-OSS etc.); batch discounts. Llama Guard 4 12B (model id meta-llama/llama-guard-4-12b) is still …As of 2026-09-14 (cloud.sambanova.ai/plans/pricing): MiniMax-M2.7 $0.60/$2.40 per 1M (cached in $0.06); DeepSeek V3.1/V3.2 $3/$4.50; gemma-4-31B-it $0.38/$1.15; gpt-oss-120b $0.22/…