ZMIME
Comparison · 3 models · Updated Oct 4, 2026

DeepSeek OCR 2 vs GLM-4.7 vs MiniMax-M2.5-highspeed

Too close to call on our weighted score (GLM-4.7 42, MiniMax-M2.5-highspeed 41, DeepSeek OCR 2 32). The right pick depends on what you value most.

  1. DeepSeek

    DeepSeek OCR 2

    Released Jan 27, 2026

    32/100
    • ECI—
    • Price$0.89 / $1.47
    • Context8K
  2. Z.ai (Zhipu)

    GLM-4.7

    Released Dec 22, 2025

    42/100
    • ECI143.5
    • Price$0.60 / $2.20
    • Context205K
  3. MiniMax

    MiniMax-M2.5-highspeed

    Released Feb 13, 2026

    41/100
    • ECI—
    • Price$0.60 / $2.40
    • Context205K
01 — Verdict

Too close to call

It is close. Our weighted score puts them within a point (GLM-4.7 42/100, MiniMax-M2.5-highspeed 41/100, DeepSeek OCR 2 32/100), so choose by what matters most for your work: GLM-4.7 on price. 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 priceGLM-4.7GLM-4.7 $1.00 · DeepSeek OCR 2 $1.03 · MiniMax-M2.5-highspeed $1.05 per 1M tokens (3:1 blend)
  • Longest contextGLM-4.7 and MiniMax-M2.5-highspeedGLM-4.7 204,800 · MiniMax-M2.5-highspeed 204,800 · DeepSeek OCR 2 8,192 tokens
  • Widest inputsDeepSeek OCR 2DeepSeek OCR 2: Text, Images · GLM-4.7: Text · MiniMax-M2.5-highspeed: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightDeepSeek OCR 2GLM-4.7MiniMax-M2.5-highspeed
Price50%495049
Inputs & features30%253535
Context window20%03232
Overall100%32/10042/10041/100

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.

DeepSeek OCR 2 vs GLM-4.7 vs MiniMax-M2.5-highspeed specifications side by side
SpecificationDeepSeek OCR 2DeepSeekGLM-4.7Z.ai (Zhipu)MiniMax-M2.5-highspeedMiniMax
Capability
Capabilities Index (ECI)—143.5—
ECI rank—#84 of 148—
GPQA DiamondGraduate-level science questions—83.3%—
OTIS Mock AIME 2024–2025Competition mathematics—83.3%—
SimpleQA VerifiedShort factual questions—32.2%—
Price per million tokens
Input$0.89$0.60 (best)$0.60 (best)
Output$1.47 (best)$2.20$2.40
Cached input—$0.11$0.06 (best)
Blended (3:1)$1.03$1.00 (best)$1.05
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 1 providersOfficial Z.AI APIOfficial MiniMax (minimax.io) API
Limits
Context window8,192 tokens204,800 tokens (best)204,800 tokens (best)
Max output8,192 tokens131,072 tokens (best)131,072 tokens (best)
Inputs and features
TextYesYesYes
ImagesYesNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningNoYesYes
Tool callingNoYesYes
Structured outputNoNoNo
Availability
WeightsOpenOpenOpen
API model ID—glm-4.7MiniMax-M2.5-highspeed
API providers220 (best)7
ReleasedJan 27, 2026Dec 22, 2025Feb 13, 2026
Knowledge cutoff—Apr 2025—
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.

  • DeepSeek OCR 2$11.83
  • GLM-4.7$10.40
  • MiniMax-M2.5-highspeed$10.80
04 — Questions

Which should you choose?

Which is better: DeepSeek OCR 2, GLM-4.7 or MiniMax-M2.5-highspeed?

It is close. Our weighted score puts them within a point (GLM-4.7 42/100, MiniMax-M2.5-highspeed 41/100, DeepSeek OCR 2 32/100), so choose by what matters most for your work: GLM-4.7 on price. 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, DeepSeek OCR 2, GLM-4.7 or MiniMax-M2.5-highspeed?

GLM-4.7 is cheaper at $0.60 input / $2.20 output per million tokens (official Z.AI API price). DeepSeek OCR 2 costs $0.89 input / $1.47 output per million tokens (median across 1 API provider); MiniMax-M2.5-highspeed costs $0.60 input / $2.40 output per million tokens (official MiniMax (minimax.io) API price). At a typical mix of three input tokens to one output token, that is $1.00 per million tokens for GLM-4.7 versus $1.03 for DeepSeek OCR 2 (1× as much) and $1.05 for MiniMax-M2.5-highspeed (1.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. DeepSeek OCR 2 has not been scored yet, GLM-4.7 has an ECI of 143.5 and MiniMax-M2.5-highspeed has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for DeepSeek OCR 2, GLM-4.7 and MiniMax-M2.5-highspeed yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that DeepSeek OCR 2 does not support tool calling, which most coding agents need.

Which has the bigger context window?

GLM-4.7 and MiniMax-M2.5-highspeed have the largest context windows (204,800 and 204,800 tokens), against 8,192 for DeepSeek OCR 2. Maximum output per response: DeepSeek OCR 2 up to 8,192, GLM-4.7 up to 131,072, MiniMax-M2.5-highspeed up to 131,072 tokens.

Which can read images, PDFs, audio or video?

DeepSeek OCR 2 accepts text and images; GLM-4.7 accepts text; MiniMax-M2.5-highspeed accepts text. DeepSeek OCR 2 handles the widest range of inputs.

Are any of these open source?

Yes, all three publish their weights, so you can self-host them.

Which is newer?

MiniMax-M2.5-highspeed is the newest, released Feb 13, 2026. DeepSeek OCR 2 came out Jan 27, 2026; GLM-4.7 came out Dec 22, 2025. Knowledge cutoff: GLM-4.7 Apr 2025.

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.