whichLlmmodel
Back to Dashboard

GoogleGemini 3.1 Flash-LiteVSZ.ai (Zhipu AI)GLM-4.7

Analysis by:the whichllmmodel Editorial Team|Updated: June 2026

Our Take

We recommend GLM-4.7 for complex multi-file code and clearly defined tasks, or the 1.8x cheaper Gemini 3.1 Flash-Lite if your budget requires optimizing costs for very high-volume pipelines. While GLM-4.7 offers a clear reasoning advantage, it carries a moderate price premium. Choose GLM-4.7 for multi-file code and clearly defined tasks, or Gemini 3.1 Flash-Lite to save on API costs for simple scripts.
▶WHY?
Benchmark Calculations & Evidence:
  • Coding Evaluation: Gemini 3.1 Flash-Lite was evaluated on LiveCodeBench (scoring 72%), while GLM-4.7 was evaluated on SWE-bench Verified (scoring 73.8%).
  • Reasoning Accuracy: Both models were evaluated on the GPQA Diamond benchmark. GLM-4.7 scored 85.7%, while Gemini 3.1 Flash-Lite scored 82.2%.
  • Cost Efficiency: Gemini 3.1 Flash-Lite pricing ($0.25/M input, $1.5/M output) is 1.8x cheaper than GLM-4.7 ($0.6/M input, $2.2/M output).
    • Was this recommendation helpful?
    Model Specs

    Gemini 3.1 Flash-Lite

    Website

    Benchmarks & Scores

    Coding (live-code-bench)
    72%

    scripting single-file apps or clearly defined functions

    Reasoning (gpqa-diamond)
    82.2%

    graduate-level science QA

    Cost & Context

    Cost (per 1M tokens)1.8x cheaper
    $0.56Input: $0.25 | Output: $1.50
    Context WindowLarger
    1.05M tokens
    Model Specs

    GLM-4.7

    Open SourceAPI Available
    Website🤗HF

    Benchmarks & Scores

    Coding (swe-bench-verified)
    73.8%

    multi-file code and clearly defined tasks

    Reasoning (gpqa-diamond)Winner (+3.5%)
    85.7%

    graduate-level science QA

    Cost & Context

    Cost (per 1M tokens)
    $1.00Input: $0.60 | Output: $2.20
    Context Window
    202.75k tokens
    Read our data collection methodology

    Frequently Asked Questions about Gemini 3.1 Flash-Lite vs GLM-4.7

    Gemini 3.1 Flash-Lite is cheaper than GLM-4.7. Gemini 3.1 Flash-Lite has a blended cost of $0.56/1M tokens, which is about 1.8x cheaper than GLM-4.7 at $1.00/1M tokens.

    For coding tasks, Gemini 3.1 Flash-Lite scores 72% on live-code-bench (scripting single-file apps or clearly defined functions), while GLM-4.7 scores 73.8% on swe-bench-verified (multi-file code and clearly defined tasks).

    Related Matchups

    Explore similar comparisons for Gemini 3.1 Flash-Lite and GLM-4.7.

    Browse More Comparisons
    GoogleGemini 3.1 Flash-Lite
    VS
    OpenAIGPT-5.5
    Compare Specs
    Z.ai (Zhipu AI)GLM-4.7
    VS
    OpenAIGPT-5.6 Sol
    Compare Specs
    GoogleGemini 3.1 Flash-Lite
    VS
    OpenAIGPT-5.6 Terra
    Compare Specs

    Do you want to find a model for your constraints?

    Use our interactive model finder to filter LLMs by reasoning capability, coding performance, cost, and context length.

    Open Model Finder