ZMIME
Comparison · 3 models · Updated Nov 2, 2026

Solar Pro 2 vs GLM-4.5V vs Gemini 2.5 Flash-Lite

Gemini 2.5 Flash-Lite comes out ahead, 83 to 51 and 48 on our weighted score, and it is the cheaper option too.

  1. Upstage

    Solar Pro 2

    Released May 20, 2025

    51/100
    • ECI—
    • Price$0.25 / $0.25
    • Context66K
  2. Z.ai (Zhipu)

    GLM-4.5V

    Released Aug 11, 2025

    48/100
    • ECI—
    • Price$0.60 / $1.80
    • Context64K
  3. Our pick

    Google

    Gemini 2.5 Flash-Lite

    Released Jun 17, 2025

    83/100
    • ECI—
    • Price$0.10 / $0.40
    • Context1.05M
01 — Verdict

Gemini 2.5 Flash-Lite is our pick

Gemini 2.5 Flash-Lite is the better all-round choice, scoring 83/100 against Solar Pro 2 (51) and GLM-4.5V (48). It leads on price, inputs & features 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 priceGemini 2.5 Flash-LiteGemini 2.5 Flash-Lite $0.175 · Solar Pro 2 $0.25 · GLM-4.5V $0.90 per 1M tokens (3:1 blend)
  • Longest contextGemini 2.5 Flash-LiteGemini 2.5 Flash-Lite 1,048,576 · Solar Pro 2 65,536 · GLM-4.5V 64,000 tokens
  • Widest inputsGemini 2.5 Flash-LiteSolar Pro 2: Text · GLM-4.5V: Text, Images, Video · Gemini 2.5 Flash-Lite: Text, Images, PDFs, Audio, Video
  • Self-hostingGLM-4.5VPublishes downloadable weights
How the score is built
MeasureWeightSolar Pro 2GLM-4.5VGemini 2.5 Flash-Lite
Price50%755082
Inputs & features30%3570100
Context window20%121261
Overall100%51/10048/10083/100

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.

Solar Pro 2 vs GLM-4.5V vs Gemini 2.5 Flash-Lite specifications side by side
SpecificationSolar Pro 2UpstageGLM-4.5VZ.ai (Zhipu)Gemini 2.5 Flash-LiteGoogle
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.25$0.60$0.10 (best)
Output$0.25 (best)$1.80$0.40
Cached input—$0.11$0.01 (best)
Blended (3:1)$0.25$0.90$0.175 (best)
Long-context rateSame rateSame rateSame rate
Price sourceOfficial Upstage APIOfficial Z.AI APIOfficial Google API
Limits
Context window65,536 tokens64,000 tokens1,048,576 tokens (best)
Max output8,192 tokens16,384 tokens65,536 tokens (best)
Inputs and features
TextYesYesYes
ImagesNoYesYes
PDFsNoNoYes
AudioNoNoYes
VideoNoYesYes
ReasoningYesminimal · highYesYes
Tool callingYesYesYes
Structured outputNoNoYes
Availability
WeightsProprietaryOpenProprietary
API model IDsolar-pro2glm-4.5vgemini-2.5-flash-lite
API providers21724 (best)
ReleasedMay 20, 2025Aug 11, 2025Jun 17, 2025
Knowledge cutoffMar 2025Apr 2025Jan 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.

  • Solar Pro 2$3.00
  • GLM-4.5V$9.60
  • Gemini 2.5 Flash-Lite$1.80
04 — Questions

Which should you choose?

Which is better: Solar Pro 2, GLM-4.5V or Gemini 2.5 Flash-Lite?

Gemini 2.5 Flash-Lite is the better all-round choice, scoring 83/100 against Solar Pro 2 (51) and GLM-4.5V (48). It leads on price, inputs & features 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, Solar Pro 2, GLM-4.5V or Gemini 2.5 Flash-Lite?

Gemini 2.5 Flash-Lite is cheaper at $0.10 input / $0.40 output per million tokens (official Google API price). Solar Pro 2 costs $0.25 input / $0.25 output per million tokens (official Upstage API price); GLM-4.5V costs $0.60 input / $1.80 output per million tokens (official Z.AI API price). At a typical mix of three input tokens to one output token, that is $0.175 per million tokens for Gemini 2.5 Flash-Lite versus $0.25 for Solar Pro 2 (1.4× as much) and $0.90 for GLM-4.5V (5.1× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Solar Pro 2 has not been scored yet, GLM-4.5V has not been scored yet and Gemini 2.5 Flash-Lite has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Solar Pro 2, GLM-4.5V and Gemini 2.5 Flash-Lite 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?

Gemini 2.5 Flash-Lite has the largest context window at 1,048,576 tokens, against 65,536 for Solar Pro 2 and 64,000 for GLM-4.5V. Maximum output per response: Solar Pro 2 up to 8,192, GLM-4.5V up to 16,384, Gemini 2.5 Flash-Lite up to 65,536 tokens.

Which can read images, PDFs, audio or video?

Solar Pro 2 accepts text; GLM-4.5V accepts text, images and video; Gemini 2.5 Flash-Lite accepts text, images, PDFs, audio and video. Gemini 2.5 Flash-Lite handles the widest range of inputs.

Are any of these open source?

GLM-4.5V publishes its weights and can be self-hosted; Solar Pro 2 and Gemini 2.5 Flash-Lite is proprietary.

Which is newer?

GLM-4.5V is the newest, released Aug 11, 2025. Gemini 2.5 Flash-Lite came out Jun 17, 2025; Solar Pro 2 came out May 20, 2025. Knowledge cutoff: Solar Pro 2 Mar 2025, GLM-4.5V Apr 2025, Gemini 2.5 Flash-Lite Jan 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 Nov 2, 2026.