Gemma 2 27B Instruct vs Xiaomi MiMo-V2-Pro
Gemma 2 27B Instruct (2024) and Xiaomi MiMo-V2-Pro (2026) are compact production models from Google DeepMind and Xiaomi. Gemma 2 27B Instruct ships a 8k-token context window, while Xiaomi MiMo-V2-Pro ships a 1m-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads. It focuses on practical selection signals rather than broad model-family marketing.
Xiaomi MiMo-V2-Pro fits 125x more tokens; pick it for long-context work and Gemma 2 27B Instruct for tighter calls.
Decision scorecard
Local evidence first| Signal | Gemma 2 27B Instruct | Xiaomi MiMo-V2-Pro |
|---|---|---|
| Best for | provider-routed production | tool-calling agents and long-context analysis |
| Decision fit | Classification and JSON / Tool use | RAG, Agents, and Long context |
| Context window | 8k | 1m |
| Cheapest output | $0.75/1M tokens | - |
| Provider routes | 5 tracked | 0 tracked |
| Shared benchmarks | 0 rows | 0 rows |
Decision tradeoffs
- Gemma 2 27B Instruct has broader tracked provider coverage for fallback and procurement flexibility.
- Gemma 2 27B Instruct uniquely exposes Structured outputs in local model data.
- Local decision data tags Gemma 2 27B Instruct for Classification and JSON / Tool use.
- Xiaomi MiMo-V2-Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Xiaomi MiMo-V2-Pro uniquely exposes Function calling in local model data.
- Local decision data tags Xiaomi MiMo-V2-Pro for RAG, Agents, and Long context.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Gemma 2 27B Instruct
$388
Cheapest tracked route/tier: Arcee AI
Xiaomi MiMo-V2-Pro
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 Gemma 2 27B Instruct and Xiaomi MiMo-V2-Pro; plan for SDK, billing, or endpoint changes.
- Check replacement coverage for Structured outputs before moving production traffic.
- Xiaomi MiMo-V2-Pro adds Function calling in local capability data.
- No overlapping tracked provider route is sourced for Xiaomi MiMo-V2-Pro and Gemma 2 27B Instruct; plan for SDK, billing, or endpoint changes.
- Check replacement coverage for Function calling before moving production traffic.
- Gemma 2 27B Instruct adds Structured outputs in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2024-06-27 | 2026-03-19 |
| Context window | 8k | 1m |
| Parameters | 27B | 1T |
| Architecture | decoder only | - |
| License | Gemma | Proprietary |
| Openness | Open weights | Proprietary |
| Commercial use | Commercial use with conditions | Commercial use with conditions |
| Knowledge cutoff | - | 2024-12 |
Pricing and availability
| Pricing attribute | Gemma 2 27B Instruct | Xiaomi MiMo-V2-Pro |
|---|---|---|
| Input price | $0.25/1M tokens | - |
| Output price | $0.75/1M tokens | - |
| Providers | - |
Capabilities
| Capability | Gemma 2 27B Instruct | Xiaomi MiMo-V2-Pro |
|---|---|---|
| Vision | No | No |
| Multimodal | No | No |
| Reasoning | No | No |
| Function calling | No | Yes |
| Tool use | No | No |
| Structured outputs | Yes | No |
| Code execution | No | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
No shared benchmark rows are currently sourced for this pair.
Deep dive
The capability footprint differs most on function calling: Xiaomi MiMo-V2-Pro and structured outputs: Gemma 2 27B Instruct. Both models share the core language-model surface, 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: Gemma 2 27B Instruct has $0.25/1M input tokens and Xiaomi MiMo-V2-Pro has no token price sourced yet. Provider availability is 5 tracked routes versus 0. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.
Choose Gemma 2 27B Instruct when provider fit and broader provider choice are central to the workload. Choose Xiaomi MiMo-V2-Pro when long-context analysis and larger context windows 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, Gemma 2 27B Instruct or Xiaomi MiMo-V2-Pro?
Xiaomi MiMo-V2-Pro supports 1m tokens, while Gemma 2 27B Instruct supports 8k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.
Is Gemma 2 27B Instruct or Xiaomi MiMo-V2-Pro open source?
Gemma 2 27B Instruct is listed under Gemma. Xiaomi MiMo-V2-Pro is listed under Proprietary. 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 function calling, Gemma 2 27B Instruct or Xiaomi MiMo-V2-Pro?
Xiaomi MiMo-V2-Pro has the clearer documented function calling signal in this comparison. If function calling is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Which is better for structured outputs, Gemma 2 27B Instruct or Xiaomi MiMo-V2-Pro?
Gemma 2 27B Instruct 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 Gemma 2 27B Instruct and Xiaomi MiMo-V2-Pro?
Gemma 2 27B Instruct is available on NVIDIA NIM, OpenRouter, Fireworks AI, Arcee AI, and Replicate API. Xiaomi MiMo-V2-Pro is available on the tracked providers still being sourced. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
When should I pick Gemma 2 27B Instruct over Xiaomi MiMo-V2-Pro?
Xiaomi MiMo-V2-Pro fits 125x more tokens; pick it for long-context work and Gemma 2 27B Instruct for tighter calls. If your workload also depends on provider fit, start with Gemma 2 27B Instruct; if it depends on long-context analysis, run the same evaluation with Xiaomi MiMo-V2-Pro.
Continue comparing
Last reviewed: 2026-05-11. Data sourced from public model cards and provider documentation.