Head-to-head
MiMo-V2.6-Pro vs Qwen3.8-VL-Flash
A 1.8-point composite gap — but the real story is the dimension mix. Same weights, unpacked: who leads where, and whether the premium is justified.
The short answer
The composites differ by 1.8 points, and their strengths do not overlap.
Stronger overall: Qwen3.8-VL-Flash. If you only run one workload, read the dimension table instead.
Overlaid radar
Same weights, same scale; overlap means parity
- MiMo-V2.6-Pro91.4
- Qwen3.8-VL-Flash93.2
Dimension deltas
A on the left, B on the right; 100 max per row
MiMo-V2.6-Pro leads 2, Qwen3.8-VL-Flash leads 6.
Spec sheet
Hard specs in one table
| Item | MiMo-V2.6-Pro | Qwen3.8-VL-Flash |
|---|---|---|
| Composite | 91.4 | 93.2 |
| Tier | A+ | S |
| Visual perception & grounding | 94 | 95WIN |
| Document parsing & Chinese OCR | 92 | 95WIN |
| Chart & document reasoning | 90 | 93WIN |
| Video & long-horizon reasoning | 94WIN | 91 |
| GUI agents & tool use | 92 | 93WIN |
| Generation & editing | 86WIN | 83 |
| Chinese context & culture | 90 | 93WIN |
| Ecosystem, cost & availability | 85 | 97WIN |
| Output price | ¥3 / M | ¥1.2 / M |
| Context | 1M | 256K |
| Parameters | 1T total / 42B active (MoE) | 125B total / 6B active (MoE) |
| Licence | Open weights (Xiaomi community licence) | Open weights (Apache-2.0) |
| Native multimodal | Yes | Yes |
| Evidence grade | B | B |
How to choose
Choose MiMo-V2.6-Pro if…
- Long-video understanding and content tagging
- Products spanning edge and cloud
- Self-hosted omni-modal pipelines
- You cannot accept its limitation: The Xiaomi community licence is not OSI open source; commercial terms need legal review.
How to choose
Choose Qwen3.8-VL-Flash if…
- High-volume product tagging and moderation
- Batch receipt structuring with flagship sampling
- Edge or low-cost on-prem deployment
- You cannot accept its limitation: Generation and editing at 83, with Chinese glyph error rates a tier above the flagship.
Scenario check
Five scenarios, who holds up
| Scenario | MiMo-V2.6-Pro | Qwen3.8-VL-Flash | Better |
|---|---|---|---|
| Chinese receipt OCR | 91 | 95 | Qwen3.8-VL-Flash |
| Chart data extraction | 89 | 93 | Qwen3.8-VL-Flash |
| 30-min video QA | 94 | 91 | MiMo-V2.6-Pro |
| Mobile GUI control | 90 | 93 | Qwen3.8-VL-Flash |
| Chinese cultural context | 89 | 93 | Qwen3.8-VL-Flash |
Comparison FAQ
MiMo-V2.6-Pro vs Qwen3.8-VL-Flash: which is stronger?
Composite: MiMo-V2.6-Pro 91.4, Qwen3.8-VL-Flash 93.2. MiMo-V2.6-Pro leads on Video & long-horizon reasoning, Generation & editing; Qwen3.8-VL-Flash leads on Visual perception & grounding, Document parsing & Chinese OCR, Chart & document reasoning, GUI agents & tool use, Chinese context & culture, Ecosystem, cost & availability. The stronger overall is Qwen3.8-VL-Flash.
How much more expensive is MiMo-V2.6-Pro than Qwen3.8-VL-Flash?
MiMo-V2.6-Pro is ¥3/1M output tokens; Qwen3.8-VL-Flash is ¥1.2/1M. On output price, MiMo-V2.6-Pro is pricier; real cost also depends on image tokens and input share.
Can Qwen3.8-VL-Flash replace MiMo-V2.6-Pro?
It depends on your primary workload. If it sits in Qwen3.8-VL-Flash’s strengths (High-volume product tagging and moderation, Batch receipt structuring with flagship sampling, Edge or low-cost on-prem deployment), yes. If you need Long-video understanding and content tagging, switching will cost quality.
Personal ranking · Not an official score
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