ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Trendyol Asure 12B vs GLM-4.7-FlashX vs Seed 2.0 Lite

Seed 2.0 Lite comes out ahead, 73 to 61 and 54 on our weighted score, though GLM-4.7-FlashX is 24% cheaper per token.

  1. Trendyol

    Trendyol Asure 12B

    Released Feb 19, 2026

    54/100
    • ECI—
    • Price$0.10 / $0.50
    • Context131K
  2. Z.ai (Zhipu)

    GLM-4.7-FlashX

    Released Jan 19, 2026

    61/100
    • ECI—
    • Price$0.07 / $0.40
    • Context200K
  3. Our pick

    ByteDance Seed

    Seed 2.0 Lite

    Released Feb 14, 2026

    73/100
    • ECI—
    • Price$0.089 / $0.534
    • Context256K
01 — Verdict

Seed 2.0 Lite is our pick

Seed 2.0 Lite is the better all-round choice, scoring 73/100 against GLM-4.7-FlashX (61) and Trendyol Asure 12B (54). It leads on inputs & features and context window. GLM-4.7-FlashX wins 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-4.7-FlashXGLM-4.7-FlashX $0.152 · Trendyol Asure 12B $0.20 · Seed 2.0 Lite $0.20 per 1M tokens (3:1 blend)
  • Longest contextSeed 2.0 LiteSeed 2.0 Lite 256,000 · GLM-4.7-FlashX 200,000 · Trendyol Asure 12B 131,072 tokens
  • Widest inputsSeed 2.0 LiteTrendyol Asure 12B: Text, Images · GLM-4.7-FlashX: Text · Seed 2.0 Lite: Text, Images, Video
  • Self-hostingTrendyol Asure 12B and GLM-4.7-FlashXPublishes downloadable weights (Gemma)
How the score is built
MeasureWeightTrendyol Asure 12BGLM-4.7-FlashXSeed 2.0 Lite
Price50%838983
Inputs & features30%253580
Context window20%243236
Overall100%54/10061/10073/100

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.

Trendyol Asure 12B vs GLM-4.7-FlashX vs Seed 2.0 Lite specifications side by side
SpecificationTrendyol Asure 12BTrendyolGLM-4.7-FlashXZ.ai (Zhipu)Seed 2.0 LiteByteDance Seed
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.10$0.07 (best)$0.089
Output$0.50$0.40 (best)$0.534
Cached input—$0.01 (best)$0.018
Blended (3:1)$0.20$0.152 (best)$0.20
Long-context rateSame rateSame rateOver 32K: $0.134 / $0.802
Price sourceMedian of 1 providersOfficial Z.AI APIOfficial Volcengine Ark API
Limits
Context window131,072 tokens200,000 tokens256,000 tokens (best)
Max output—131,072 tokens (best)32,000 tokens
Inputs and features
TextYesYesYes
ImagesYesNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoYes
ReasoningNoYesYesminimal · low · medium · high · xhigh · max
Tool callingNoYesYes
Structured outputNoNoYes
Availability
WeightsOpenGemmaOpenProprietary
API model ID—glm-4.7-flashxdoubao-seed-2-0-lite-260428
API providers18 (best)6
ReleasedFeb 19, 2026Jan 19, 2026Feb 14, 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.

  • Trendyol Asure 12B$2.00
  • GLM-4.7-FlashX$1.50
  • Seed 2.0 Lite$1.96
04 — Questions

Which should you choose?

Which is better: Trendyol Asure 12B, GLM-4.7-FlashX or Seed 2.0 Lite?

Seed 2.0 Lite is the better all-round choice, scoring 73/100 against GLM-4.7-FlashX (61) and Trendyol Asure 12B (54). It leads on inputs & features and context window. GLM-4.7-FlashX wins 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, Trendyol Asure 12B, GLM-4.7-FlashX or Seed 2.0 Lite?

GLM-4.7-FlashX is cheaper at $0.07 input / $0.40 output per million tokens (official Z.AI API price). Trendyol Asure 12B costs $0.10 input / $0.50 output per million tokens (median across 1 API provider); Seed 2.0 Lite costs $0.089 input / $0.534 output per million tokens (official Volcengine Ark API price). At a typical mix of three input tokens to one output token, that is $0.152 per million tokens for GLM-4.7-FlashX versus $0.20 for Trendyol Asure 12B (1.3× as much) and $0.20 for Seed 2.0 Lite (1.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Trendyol Asure 12B has not been scored yet, GLM-4.7-FlashX has not been scored yet and Seed 2.0 Lite has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Trendyol Asure 12B, GLM-4.7-FlashX and Seed 2.0 Lite yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Trendyol Asure 12B does not support tool calling, which most coding agents need.

Which has the bigger context window?

Seed 2.0 Lite has the largest context window at 256,000 tokens, against 200,000 for GLM-4.7-FlashX and 131,072 for Trendyol Asure 12B. Maximum output per response: GLM-4.7-FlashX up to 131,072, Seed 2.0 Lite up to 32,000 tokens.

Which can read images, PDFs, audio or video?

Trendyol Asure 12B accepts text and images; GLM-4.7-FlashX accepts text; Seed 2.0 Lite accepts text, images and video. Seed 2.0 Lite handles the widest range of inputs.

Are any of these open source?

Trendyol Asure 12B and GLM-4.7-FlashX publishes its weights (Gemma) and can be self-hosted; Seed 2.0 Lite is proprietary.

Which is newer?

Trendyol Asure 12B is the newest, released Feb 19, 2026. Seed 2.0 Lite came out Feb 14, 2026; GLM-4.7-FlashX came out Jan 19, 2026. Knowledge cutoff: GLM-4.7-FlashX 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.