MiMo-V2.5-Pro vs Sarvam 30B
MiMo-V2.5-Pro (2026) and Sarvam 30B (2026) compare a coding-specialized model against a standalone API model. MiMo-V2.5-Pro ships a 1M-token context window, while Sarvam 30B ships a 65.5K-token context window. This page treats the result as workflow and deployment fit, not a universal model winner.
Treat this as a product-type comparison: MiMo-V2.5-Pro is coding-specialized model, while Sarvam 30B is standalone API model. Choose based on workflow fit before reading any benchmark or price row as decisive.
Decision scorecard
Local evidence first| Signal | MiMo-V2.5-Pro | Sarvam 30B |
|---|---|---|
| Product type | Coding-specialized model | Standalone API model |
| Best for | custom coding agents, code generation, and tool loops | tool-calling agents |
| Decision fit | Coding, RAG, and Agents | Agents and JSON / Tool use |
| Context window | 1M | 65.5K |
| Cheapest output | $0.87/1M tokens | - |
| Provider routes | 3 tracked | 0 tracked |
| Shared benchmarks | 0 shared | 0 shared |
Decision tradeoffs
- MiMo-V2.5-Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
- MiMo-V2.5-Pro has broader tracked provider coverage for fallback and route flexibility.
- MiMo-V2.5-Pro uniquely exposes Structured outputs in local model data.
- Local decision data tags MiMo-V2.5-Pro for Coding, RAG, and Agents.
- Local decision data tags Sarvam 30B for Agents and JSON / Tool use.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
MiMo-V2.5-Pro
$566
Cheapest tracked route/tier: OpenRouter
Sarvam 30B
Unavailable
No complete token price in local provider data
Cost delta unavailable until both models have sourced input and output token prices.
Switch friction
- No overlapping tracked provider route is sourced for MiMo-V2.5-Pro and Sarvam 30B; plan for SDK, billing, or endpoint changes.
- Check replacement coverage for Structured outputs before moving production traffic.
- No overlapping tracked provider route is sourced for Sarvam 30B and MiMo-V2.5-Pro; plan for SDK, billing, or endpoint changes.
- MiMo-V2.5-Pro adds Structured outputs in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2026-04-22 | 2026-03-22 |
| Context window | 1M | 65.5K |
| Parameters | 1T | 30B (2.4B active) |
| Architecture | Mixture of Experts | Mixture of Experts |
| License | Proprietary | Apache 2.0OSI-approved |
| Openness | Proprietary | Open source |
| Weights | Not released | Available |
| Code | Unknown | Unknown |
| Commercial use | Restricted | Permitted |
| Knowledge cutoff | - | 2025-06 |
Pricing and availability
| Pricing attribute | MiMo-V2.5-Pro | Sarvam 30B |
|---|---|---|
| Input price | $0.43/1M tokens | - |
| Output price | $0.87/1M tokens | - |
| Providers | - |
Capabilities
| Capability | MiMo-V2.5-Pro | Sarvam 30B |
|---|---|---|
| Vision | No | No |
| Multimodal | No | No |
| Reasoning | No | No |
| JSON / Tool use | Yes | Yes |
| Structured outputs | Yes | No |
| Code execution | No | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
No shared benchmark scores are currently available for this pair.
Deep dive
The capability footprint differs most on structured outputs: MiMo-V2.5-Pro. Both models share JSON / Tool use, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.
Pricing coverage is uneven: MiMo-V2.5-Pro has $0.43/1M input tokens and Sarvam 30B has no token price sourced yet. Provider availability is 3 tracked routes versus 0. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.
Choose MiMo-V2.5-Pro when coding workflow support, larger context windows, and broader provider choice are central to the workload. Choose Sarvam 30B when provider fit are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency. For teams standardizing a stack, that distinction is often the difference between a benchmark win and a reliable deployment.
FAQ
Which has a larger context window, MiMo-V2.5-Pro or Sarvam 30B?
MiMo-V2.5-Pro supports 1M tokens, while Sarvam 30B supports 65.5K tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.
Is MiMo-V2.5-Pro or Sarvam 30B open source?
MiMo-V2.5-Pro is listed under Proprietary. Sarvam 30B is listed under Apache 2.0. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.
Which is better for JSON / Tool use, MiMo-V2.5-Pro or Sarvam 30B?
Both MiMo-V2.5-Pro and Sarvam 30B expose JSON / Tool use. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.
Which is better for JSON / Tool use, MiMo-V2.5-Pro or Sarvam 30B?
Both MiMo-V2.5-Pro and Sarvam 30B expose JSON / Tool use. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.
Which is better for structured outputs, MiMo-V2.5-Pro or Sarvam 30B?
MiMo-V2.5-Pro has the clearer documented structured outputs signal in this comparison. If structured outputs is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run MiMo-V2.5-Pro and Sarvam 30B?
MiMo-V2.5-Pro is available on OpenRouter, Xiaomi, and Novita AI. Sarvam 30B is available on the tracked providers still being sourced. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
Continue comparing
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Last reviewed: 2026-10-20. Data sourced from public model cards and provider documentation.