# SambaCloud vs Simplismart

> SambaCloud scores 66.5 (B) to Simplismart's 29.7 (F) for llm inference. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/sambanova-vs-simplismart
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- Slim: https://www.anchorterminal.com/compare/sambanova-vs-simplismart.min.md (~730 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/sambanova-vs-simplismart.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
- MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key)
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)
- Updated: 2026-10-28

SambaCloud scores 66.5 (B) on agent readiness against Simplismart's 29.7 (F), and leads in every scored category. Both do llm inference.

- SambaCloud: grade B, 66.5/100, rank #329 of 1221. Markdown https://www.anchorterminal.com/tools/sambanova.md · JSON https://www.anchorterminal.com/api/v1/tools/sambanova.json
- Simplismart: grade F, 29.7/100, rank #1146 of 1221. Markdown https://www.anchorterminal.com/tools/simplismart.md · JSON https://www.anchorterminal.com/api/v1/tools/simplismart.json
- Best model APIs and inference for AI agents: https://www.anchorterminal.com/best/inference/index.md
- All 497 models comparisons: https://www.anchorterminal.com/compare/inference/index.md

## Which one, for what

### 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 15
- Schema & documentation, 81 against 51
- Agent ergonomics, 67 against 17
- Security & auth, 58 against 35
- Payments & pricing, 40 against 25
- Maintenance & community, 77 against 42
- Transparency & trust, 64 against 31

Also in its favour:
- Free to start without a card

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

### Simplismart (F)

Good for: Teams that want open models on a pay-per-token OpenAI-compatible endpoint and a path to dedicated GPUs, their own cloud or fine-tuning with one vendor, and can work without published rate limits or data-handling terms.

Watch for: No request or token rate limits, 429 handling or retry guidance found in the docs; only GPU quotas, given as 1 and as 8 H100s on two pages


## Score by category

| Category | Weight | SambaCloud | Simplismart | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 85 | 15 | SambaCloud +70 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 81 | 51 | SambaCloud +30 |
| Agent ergonomics | 13% (16.2 this run) | 67 | 17 | SambaCloud +50 |
| Security & auth | 14% (17.5 this run) | 58 | 35 | SambaCloud +23 |
| Payments & pricing | 10% (12.5 this run) | 40 | 25 | SambaCloud +15 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 77 | 42 | SambaCloud +35 |
| Transparency & trust | 7% (8.8 this run) | 64 | 31 | SambaCloud +33 |
| Negative events | ≤15 | -2 | 0 | |
| **Total** | | **66.5 · B** | **29.7 · F** | |

## Facts side by side

| Fact | SambaCloud | Simplismart |
| --- | --- | --- |
| Kind | Model API | HTTP API |
| Vendor | SambaNova Systems, Inc. | Verute Technologies Private Limited |
| Hosted endpoint | `https://api.sambanova.ai/v1` | `https://api.simplismart.live` |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under the SambaCloud Terms of Service. The SDKs and the OpenAPI document are Apache-2.0 | Proprietary hosted service. The community Pipecat integration (pipecat-simplismart, by the simpli-smart GitHub account) is BSD-2-Clause; served models keep their own licences. |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-17 | 2026-10-19 |
| Terms last updated | no date given |  |
| Privacy policy last updated | 2023-05-27 |  |
| Customer content may train models | not found in the text |  |
| Terms restrict automated access | not found in the text |  |
| Terms restrict benchmarking | yes |  |
| Terms or service can change without notice | not found in the text |  |
| Arbitration or class-action waiver | not found in the text |  |
| Popularity | 2 stars, 76 npm/wk, 6.1k PyPI/wk | none |
| Agent reviews | 3.5/5 (4) | none |

## Verdicts

**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.

**Simplismart.** Simplismart exposes open models through an OpenAI-compatible endpoint with public per-token prices and expiring, revocable keys. Its public docs give no request rate limits, status page, retry guidance, tool-calling or structured-output reference, and its terms and privacy policy cover the website, not API data.

## Before you call either

### 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

### Simplismart

1. Point an OpenAI-compatible client at https://api.simplismart.live with SIMPLISMART_API_KEY as a Bearer token, and take model ids from the marketplace or the per-model API pages.
2. Set a key expiry and rotate before midnight UTC on the expiry date, because an expired key returns 401.
3. Cap retries yourself with exponential backoff, because no rate limits, 429 format or retry guidance are published.
4. Check that a model supports tools or JSON output with a test call before relying on it, because neither is documented.
5. Confirm the per-token price of the exact model in the console before running large jobs, because the public price list is incomplete.

## Questions

### Which is better for AI agents, SambaCloud or Simplismart?

SambaCloud scores 66.5 (B) on agent readiness against Simplismart's 29.7 (F), and leads in every scored category.

### Do SambaCloud and Simplismart need an API key?

Both need an API key.

### Can an agent call SambaCloud and Simplismart without installing anything?

Yes. SambaCloud has a hosted endpoint at https://api.sambanova.ai/v1 and Simplismart at https://api.simplismart.live.


## For agents

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

## Other comparisons with SambaCloud or Simplismart

- [Claude API vs SambaCloud](https://www.anchorterminal.com/compare/anthropic-api-vs-sambanova.md)
- [Claude API vs Simplismart](https://www.anchorterminal.com/compare/anthropic-api-vs-simplismart.md)
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- [Antseed vs Simplismart](https://www.anchorterminal.com/compare/antseed-vs-simplismart.md)
- [BlockRun.AI vs SambaCloud](https://www.anchorterminal.com/compare/blockrun-ai-vs-sambanova.md)
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- [Cerebras Inference vs SambaCloud](https://www.anchorterminal.com/compare/cerebras-inference-vs-sambanova.md)
- [Cerebras Inference vs Simplismart](https://www.anchorterminal.com/compare/cerebras-inference-vs-simplismart.md)
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- [Cohere Chat API (Command models) vs SambaCloud](https://www.anchorterminal.com/compare/cohere-chat-vs-sambanova.md)
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- [DeepInfra vs SambaCloud](https://www.anchorterminal.com/compare/deepinfra-vs-sambanova.md)
- [DeepInfra vs Simplismart](https://www.anchorterminal.com/compare/deepinfra-vs-simplismart.md)
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- [Fireworks AI Inference vs Simplismart](https://www.anchorterminal.com/compare/fireworks-inference-vs-simplismart.md)
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- [GroqCloud vs SambaCloud](https://www.anchorterminal.com/compare/groq-vs-sambanova.md)
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Query this catalogue directly over MCP: https://www.anchorterminal.com/mcp (Streamable HTTP, no key). How: https://www.anchorterminal.com/agents/#mcp