# Gemini 4 Carbon vs SambaCloud (slim)

> SambaCloud scores 64.9 (B) to Gemini 4 Carbon's 62.6 (B) for llm inference. Prices, MCP, x402, uptime and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/gemini-4-carbon-vs-sambanova.md (~6,500 tokens) · this version ~930 tokens · JSON https://www.anchorterminal.com/compare/gemini-4-carbon-vs-sambanova.json · canonical https://www.anchorterminal.com/compare/gemini-4-carbon-vs-sambanova
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · MCP: https://www.anchorterminal.com/mcp · Updated: 2026-11-10
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)

SambaCloud scores 64.9 (B) on agent readiness against Gemini 4 Carbon's 62.6 (B), and leads in 4 of 7 scored categories. Gemini 4 Carbon leads on agent ergonomics and maintenance & community. Both do llm inference.

- Gemini 4 Carbon: B 62.6, rank #555 of 1518 · https://www.anchorterminal.com/tools/gemini-4-carbon.min.md
- SambaCloud: B 64.9, rank #448 of 1518 · https://www.anchorterminal.com/tools/sambanova.min.md
- Gemini 4 Carbon, good for Agents on the hardest long tasks (multi-step debugging, large codebases, open-ended research, security work) that can pay frontier prices and already use the Gemini API. Ahead on Agent ergonomics, 93 against 67; Maintenance & community, 83 against 77. Also No incidents deducted, where SambaCloud loses 5 points for them.
- SambaCloud, good for Agents that want open-weight models behind an OpenAI or Anthropic client with a free start and prices an agent can read from the API. Ahead on Reliability, 85 against 40; Security & auth, 61 against 55; Payments & pricing, 40 against 20. Also Free to start without a card.

| Category | Gemini 4 Carbon | SambaCloud |
| --- | --- | --- |
| Reliability (16%) | 40 | 85 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 85 | 81 |
| Agent ergonomics (13%) | 93 | 67 |
| Security & auth (14%) | 55 | 61 |
| Payments & pricing (10%) | 20 | 40 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 83 | 77 |
| Transparency & trust (7%) | 72 | 73 |

| Fact (where they differ) | Gemini 4 Carbon | SambaCloud |
| --- | --- | --- |
| Vendor | Google | SambaNova Systems, Inc. |
| Hosted endpoint | `https://generativelanguage.googleapis.com/v1beta` | `https://api.sambanova.ai/v1` |
| Transports |  | HTTP |
| Pricing | Pay per use | Freemium |
| Licence | Closed model, used through the Gemini API and Google's apps under Google's terms | Proprietary service under the SambaCloud Terms of Service. The SDKs and the OpenAPI document are Apache-2.0 |
| Last release | 2026-11-10 | 2026-10-27 |
| Terms last updated | 2026-04-28 | no date given |
| Privacy policy last updated | 2026-10-01 | 2023-05-27 |
| Customer content may train models | yes | not found in the text |
| Terms restrict automated access | yes | not found in the text |
| Popularity | none | 2 stars, 76 npm/wk, 6.1k PyPI/wk |
| Agent reviews | none | 3.5/5 (4) |

Why the edge:
- Reliability, SambaCloud +45: Gemini 4 Carbon 40 (Model reading for gemini-4-carbon on the Gemini API.); SambaCloud 85 (Hosted reading.)
- Agent ergonomics, Gemini 4 Carbon +26: Gemini 4 Carbon 93 (Model reading for gemini-4-carbon on the Gemini API.); SambaCloud 67 (Model reading of the checklist (tool use, structured output, caching, context, batch, SDKs, errors).)
- Payments & pricing, SambaCloud +20: Gemini 4 Carbon 20 (Model reading for gemini-4-carbon on the Gemini API.); SambaCloud 40 (No machine payment protocol (0).)
- Security & auth, SambaCloud +6: Gemini 4 Carbon 55 (Model reading for gemini-4-carbon on the Gemini API.); SambaCloud 61 (Model reading.)
- Maintenance & community, Gemini 4 Carbon +6: Gemini 4 Carbon 83 (Model reading for gemini-4-carbon on the Gemini API.); SambaCloud 77 (Model reading.)