ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Gemini Robotics-ER 1.6 Preview vs GLM-5-Turbo vs MiMo-V2.5-Pro-UltraSpeed

Gemini Robotics-ER 1.6 Preview comes out ahead, 50 to 43 and 38 on our weighted score, though MiMo-V2.5-Pro-UltraSpeed is 18% cheaper per token.

  1. Our pick

    Google

    Gemini Robotics-ER 1.6 Preview

    Released Apr 14, 2026

    50/100
    • ECI—
    • Price$1.00 / $5.00
    • Context131K
  2. Z.ai (Zhipu)

    GLM-5-Turbo

    Released Mar 16, 2026

    38/100
    • ECI—
    • Price$1.20 / $4.00
    • Context200K
  3. Xiaomi

    MiMo-V2.5-Pro-UltraSpeed

    Released Jun 8, 2026Beta

    43/100
    • ECI—
    • Price$1.30 / $2.61
    • Context1.05M
01 — Verdict

Gemini Robotics-ER 1.6 Preview is our pick

Gemini Robotics-ER 1.6 Preview is the better all-round choice, scoring 50/100 against MiMo-V2.5-Pro-UltraSpeed (43) and GLM-5-Turbo (38). It leads on inputs & features. MiMo-V2.5-Pro-UltraSpeed wins on price and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

  • CapabilityNot enough dataNo independent benchmark covers every model here yet
  • Lowest priceMiMo-V2.5-Pro-UltraSpeedMiMo-V2.5-Pro-UltraSpeed $1.63 · GLM-5-Turbo $1.90 · Gemini Robotics-ER 1.6 Preview $2.00 per 1M tokens (3:1 blend)
  • Longest contextMiMo-V2.5-Pro-UltraSpeedMiMo-V2.5-Pro-UltraSpeed 1,048,576 · GLM-5-Turbo 200,000 · Gemini Robotics-ER 1.6 Preview 131,072 tokens
  • Widest inputsGemini Robotics-ER 1.6 PreviewGemini Robotics-ER 1.6 Preview: Text, Images, Audio, Video · GLM-5-Turbo: Text · MiMo-V2.5-Pro-UltraSpeed: Text
  • Self-hostingMiMo-V2.5-Pro-UltraSpeedPublishes downloadable weights
How the score is built
MeasureWeightGemini Robotics-ER 1.6 PreviewGLM-5-TurboMiMo-V2.5-Pro-UltraSpeed
Price50%363740
Inputs & features30%904535
Context window20%243261
Overall100%50/10038/10043/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Gemini Robotics-ER 1.6 Preview vs GLM-5-Turbo vs MiMo-V2.5-Pro-UltraSpeed specifications side by side
SpecificationGemini Robotics-ER 1.6 PreviewGoogleGLM-5-TurboZ.ai (Zhipu)MiMo-V2.5-Pro-UltraSpeedXiaomi
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$1.00 (best)$1.20$1.30
Output$5.00$4.00$2.61 (best)
Cached input—$0.24$0.011 (best)
Blended (3:1)$2.00$1.90$1.63 (best)
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 1 providersOfficial Z.AI APIOfficial Xiaomi API
Limits
Context window131,072 tokens200,000 tokens1,048,576 tokens (best)
Max output65,536 tokens131,072 tokens (best)131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesNoNo
PDFsNoNoNo
AudioYesNoNo
VideoYesNoNo
ReasoningYesYesYes
Tool callingYesYesYes
Structured outputYesYesNo
Availability
WeightsProprietaryProprietaryOpen
API model ID—glm-5-turbomimo-v2.5-pro-ultraspeed
API providers117 (best)1
ReleasedApr 14, 2026Mar 16, 2026Jun 8, 2026
Knowledge cutoffJan 2025—Dec 2024
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Gemini Robotics-ER 1.6 Preview$20.00
  • GLM-5-Turbo$20.00
  • MiMo-V2.5-Pro-UltraSpeed$18.27
04 — Questions

Which should you choose?

Which is better: Gemini Robotics-ER 1.6 Preview, GLM-5-Turbo or MiMo-V2.5-Pro-UltraSpeed?

Gemini Robotics-ER 1.6 Preview is the better all-round choice, scoring 50/100 against MiMo-V2.5-Pro-UltraSpeed (43) and GLM-5-Turbo (38). It leads on inputs & features. MiMo-V2.5-Pro-UltraSpeed wins on price and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Gemini Robotics-ER 1.6 Preview, GLM-5-Turbo or MiMo-V2.5-Pro-UltraSpeed?

MiMo-V2.5-Pro-UltraSpeed is cheaper at $1.30 input / $2.61 output per million tokens (official Xiaomi API price). GLM-5-Turbo costs $1.20 input / $4.00 output per million tokens (official Z.AI API price); Gemini Robotics-ER 1.6 Preview costs $1.00 input / $5.00 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $1.63 per million tokens for MiMo-V2.5-Pro-UltraSpeed versus $1.90 for GLM-5-Turbo (1.2× as much) and $2.00 for Gemini Robotics-ER 1.6 Preview (1.2× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Gemini Robotics-ER 1.6 Preview has not been scored yet, GLM-5-Turbo has not been scored yet and MiMo-V2.5-Pro-UltraSpeed has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Gemini Robotics-ER 1.6 Preview, GLM-5-Turbo and MiMo-V2.5-Pro-UltraSpeed yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three support tool calling for agent workflows.

Which has the bigger context window?

MiMo-V2.5-Pro-UltraSpeed has the largest context window at 1,048,576 tokens, against 200,000 for GLM-5-Turbo and 131,072 for Gemini Robotics-ER 1.6 Preview. Maximum output per response: Gemini Robotics-ER 1.6 Preview up to 65,536, GLM-5-Turbo up to 131,072, MiMo-V2.5-Pro-UltraSpeed up to 131,072 tokens.

Which can read images, PDFs, audio or video?

Gemini Robotics-ER 1.6 Preview accepts text, images, audio and video; GLM-5-Turbo accepts text; MiMo-V2.5-Pro-UltraSpeed accepts text. Gemini Robotics-ER 1.6 Preview handles the widest range of inputs.

Are any of these open source?

MiMo-V2.5-Pro-UltraSpeed publishes its weights and can be self-hosted; Gemini Robotics-ER 1.6 Preview and GLM-5-Turbo is proprietary.

Which is newer?

MiMo-V2.5-Pro-UltraSpeed is the newest, released Jun 8, 2026. Gemini Robotics-ER 1.6 Preview came out Apr 14, 2026; GLM-5-Turbo came out Mar 16, 2026. Knowledge cutoff: Gemini Robotics-ER 1.6 Preview Jan 2025, MiMo-V2.5-Pro-UltraSpeed Dec 2024.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.