Gemini 3 Pro vs Kimi K2.5
Gemini 3 Pro (2025) and Kimi K2.5 (2026) compare a standalone API model against a coding-specialized model. Gemini 3 Pro ships a 1m-token context window, while Kimi K2.5 ships a 256k-token context window. On MMLU PRO, Gemini 3 Pro leads by 4.7 pts. On pricing, Kimi K2.5 costs $0.44/1M input tokens versus $1.25/1M for the alternative. This page treats the result as workflow and deployment fit, not a universal model winner.
Treat this as a product-type comparison: Gemini 3 Pro is standalone API model, while Kimi K2.5 is coding-specialized model. Choose based on workflow fit before reading any benchmark or price row as decisive.
Decision scorecard
Local evidence first| Signal | Gemini 3 Pro | Kimi K2.5 |
|---|---|---|
| Product type | Standalone API model | Coding-specialized model |
| Best for | multimodal apps, tool-calling agents, and long-context analysis | custom coding agents, code generation, and tool loops |
| Decision fit | Coding, RAG, and Agents | Coding, RAG, and Agents |
| Context window | 1m | 256k |
| Cheapest output | $5/1M tokens | $2/1M tokens |
| Provider routes | 2 tracked | 10 tracked |
| Shared benchmarks | MMLU PRO leader | 5 shared |
Decision tradeoffs
- Gemini 3 Pro holds a shared-benchmark lead on MMLU PRO, ahead by 4.7 points.
- Gemini 3 Pro has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Gemini 3 Pro uniquely exposes Code execution in local model data.
- Local decision data tags Gemini 3 Pro for Coding, RAG, and Agents.
- Kimi K2.5 holds a shared-benchmark lead on SWE-bench Verified, ahead by 0.6 points.
- Kimi K2.5 has the lower cheapest tracked output price at $2/1M tokens.
- Kimi K2.5 has broader tracked provider coverage for fallback and route flexibility.
- Kimi K2.5 uniquely exposes Structured outputs in local model data.
- Local decision data tags Kimi K2.5 for Coding, RAG, and Agents.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Gemini 3 Pro
$2,250
Cheapest tracked route/tier: GCP Vertex AI
Kimi K2.5
$852
Cheapest tracked route/tier: OpenRouter
Estimated monthly gap: $1,398. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- Provider overlap exists on Replicate API; start route-level A/B tests there.
- Kimi K2.5 is $3/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Check replacement coverage for Code execution before moving production traffic.
- Kimi K2.5 adds Structured outputs in local capability data.
- Provider overlap exists on Replicate API; start route-level A/B tests there.
- Gemini 3 Pro is $3/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Check replacement coverage for Structured outputs before moving production traffic.
- Gemini 3 Pro adds Code execution in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-12-11 | 2026-03-15 |
| Context window | 1m | 256k |
| Parameters | — | 1T (MoE, 384 experts) |
| Architecture | Decoder Only | Mixture of Experts |
| License | Proprietary | Proprietary |
| Openness | Proprietary | Proprietary |
| Weights | Not released | Not released |
| Code | Unknown | Unknown |
| Commercial use | Commercial use: conditional | Commercial use: conditional |
| Knowledge cutoff | 2025-01 | - |
Pricing and availability
| Pricing attribute | Gemini 3 Pro | Kimi K2.5 |
|---|---|---|
| Input price | $1.25/1M tokens | $0.44/1M tokens |
| Output price | $5/1M tokens | $2/1M tokens |
| Providers |
Capabilities
| Capability | Gemini 3 Pro | Kimi K2.5 |
|---|---|---|
| Vision | Yes | Yes |
| Multimodal | Yes | Yes |
| Reasoning | No | No |
| JSON / Tool use | Yes | Yes |
| Structured outputs | No | Yes |
| Code execution | Yes | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
| Benchmark | Gemini 3 Pro | Kimi K2.5 |
|---|---|---|
| MMLU PRO | 91.8 | 87.1 |
| SWE-bench Verified | 76.2 | 76.8 |
| Google-Proof Q&A | 91.9 | 87.9 |
| BFCL | 72.5 | 47.1 |
| MMMU Pro | 81.0 | 78.5 |
Continue comparing
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Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.