← Ultra-low-latency token streaming
Groq vs SambaNova for Ultra-low-latency token streaming (Oct 2026)
Depot Pick for this job: Groq. SambaNova is a ranked runner-up. Both have a sourced price in usd_per_million_input_tokens, so this comparison is like for like on price. Prices are each provider's lowest sourced SKU in that unit only (no blending across units, input/output or context tiers), not quality-adjusted.
Scores as of 2026-09-14 / 2026-09-14 (43 / 43 days; stale after 30). Prices carry their own dates.
| Groq (Depot Pick) | SambaNova | |
|---|---|---|
| Job-weighted overall | 8.05 | 7.65 |
| Capability fit | 7.8 | 8 |
| Price / performance | 9 | 7.8 |
| Latency / reliability | 8.2 | 8.2 |
| Developer & agent DX | 8.8 | 6.8 |
| Privacy / data retention | 7 | 8 |
| Lock-in risk (higher = worse) | 5 | 6 |
| Maturity / track record | 7.8 | 8 |
| Lowest sourced SKU (usd_per_million_input_tokens) | $0.075 (openai/gpt-oss-20b) source · as of 2026-10-03 · re-checked 2026-10-27 | $0.22 (gpt-oss-120b) source · as of 2026-10-03 · re-checked 2026-10-27 |
| Free option for this job | Groq Free Plan chat models (free) — source Groq API documentation (free) — source | none listed |
| Score kind / confidence | curated_estimate / high | curated_estimate / high |
When not to use Groq
Required model isn't on Groq; or you need frontier Claude/GPT quality more than speed.
Lock-in
Stored lock-in risk (0–10, higher = more lock-in): Groq 5, SambaNova 6.
Agents: GET /api/compare?providers=groq,sambanova&jtbd=ultra-low-latency · full job page · methodology