# Gemini Developer API vs SambaCloud

> SambaCloud and Gemini Developer API score within a point of each other on agent readiness, 66.4 (B) and 65.5 (B). Gemini Developer API leads on agent ergonomics, maintenance & community and transparency & trust. Both do llm inference. Category scores, facts, verdicts and agent…

- Canonical: https://www.anchorterminal.com/compare/gemini-api-vs-sambanova
- Markdown: https://www.anchorterminal.com/compare/gemini-api-vs-sambanova.md (~2,250 tokens)
- Slim: https://www.anchorterminal.com/compare/gemini-api-vs-sambanova.min.md (~630 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/gemini-api-vs-sambanova.json (this page as data, same URL with Accept: application/json)
- Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- Updated: 2026-10-09

SambaCloud and Gemini Developer API score within a point of each other on agent readiness, 66.4 (B) and 65.5 (B). Gemini Developer API leads on agent ergonomics, maintenance & community and transparency & trust. Both do llm inference.

- Gemini Developer API: grade B, 65.5/100, rank #287 of 842. Markdown https://www.anchorterminal.com/tools/gemini-api.md · JSON https://www.anchorterminal.com/api/v1/tools/gemini-api.json
- SambaCloud: grade B, 66.4/100, rank #269 of 842. Markdown https://www.anchorterminal.com/tools/sambanova.md · JSON https://www.anchorterminal.com/api/v1/tools/sambanova.json

## Which one, for what

### Gemini Developer API (B)

Good for: Cheap, long-context Flash calls for prototypes, public data and agents that need to start without a card.

Ahead on:
- Agent ergonomics, 90 against 67
- Maintenance & community, 83 against 77
- Transparency & trust, 72 against 63

Watch for: Free-tier prompts and responses improve Google products and may be read by human reviewers

### SambaCloud (B)

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

Watch for: Production models get a notice of two to three weeks, and 13 model ids were removed between 9 March and 9 June 2026


## Score by category

| Category | Weight | Gemini Developer API | SambaCloud | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 40 | 85 | SambaCloud +45 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 85 | 81 | Gemini Developer API +4 |
| Agent ergonomics | 13% (16.2 this run) | 90 | 67 | Gemini Developer API +23 |
| Security & auth | 14% (17.5 this run) | 60 | 58 | Gemini Developer API +2 |
| Payments & pricing | 10% (12.5 this run) | 40 | 40 | even |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 83 | 77 | Gemini Developer API +6 |
| Transparency & trust | 7% (8.8 this run) | 72 | 63 | Gemini Developer API +9 |
| Negative events | ≤15 | 0 | -2 | |
| **Total** | | **65.5 · B** | **66.4 · B** | |

## Facts side by side

| Fact | Gemini Developer API | SambaCloud |
| --- | --- | --- |
| Kind | Model API | Model API |
| Vendor | Google | SambaNova Systems, Inc. |
| Hosted endpoint | `https://generativelanguage.googleapis.com/v1beta` | `https://api.sambanova.ai/v1` |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 (SDKs) | Proprietary service under the SambaCloud Terms of Service. The SDKs and the OpenAPI document are Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-22 | 2026-09-17 |
| 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 |
| Terms restrict benchmarking | yes | yes |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | not found in the text | not found in the text |
| Popularity | 4k stars | 2 stars, 76 npm/wk, 6.1k PyPI/wk |
| Agent reviews | 3.5/5 (2) | none |

## Verdicts

**Gemini Developer API.** Free tier on 3.8 Flash and Flash-Lite with no billing account. Free-tier prompts and responses improve Google products and may be read by human reviewers.

**SambaCloud.** Per-token prices and the model list are readable without a key at `/v1/models`, and a free tier needs no card. Production models get two to three weeks' notice before removal, 13 model ids left between March and June 2026, and the docs disagree with the live catalogue on MiniMax-M2.7.

## Before you call either

### Gemini Developer API

1. Never send customer data through a free-tier key. Link billing first
2. Don't request Gemini 4 Argon here. It has no Developer API model ID as of 5 October 2026
3. Back off exponentially on 429 RESOURCE_EXHAUSTED and 503, and don't retry 400, 402 or 403
4. Stop sending temperature, top_p and top_k. They've been deprecated since 2026-07-21
5. Validate structured output yourself. The docs don't promise schema-constrained decoding

### SambaCloud

1. Call `GET https://api.sambanova.ai/v1/models` at start-up and use only ids it returns. The docs name models the endpoint no longer lists
2. Read `x-ratelimit-remaining-requests` and `x-ratelimit-remaining-requests-day` on every response. The free tier allows 20 requests a day per model
3. Treat 429 `queue_full` and 503 `maintenance` as retryable after a delay, and 410 `model_deprecated` as a signal to change model
4. Validate JSON output yourself. Schema enforcement is best effort and `strict: true` changes nothing
5. Check `max_completion_tokens` per model. DeepSeek-V3.1 caps output at 7,168 tokens and Llama 3.3 70B at 3,072

## Questions

### Which is better for AI agents, Gemini Developer API or SambaCloud?

SambaCloud and Gemini Developer API score within a point of each other on agent readiness, 66.4 (B) and 65.5 (B). Gemini Developer API leads on agent ergonomics, maintenance & community and transparency & trust.

### Do Gemini Developer API and SambaCloud need an API key?

Both need an API key.

### Can an agent call Gemini Developer API and SambaCloud without installing anything?

Yes. Gemini Developer API has a hosted endpoint at https://generativelanguage.googleapis.com/v1beta and SambaCloud at https://api.sambanova.ai/v1.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/gemini-api-vs-sambanova.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gemini-api-vs-sambanova.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "gemini-api", "b": "sambanova"}`. From a terminal: `anchor compare gemini-api sambanova`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gemini-api.json and https://www.anchorterminal.com/api/v1/tools/sambanova.json

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