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Reasoning · 1 checks · max 800 tokens · benched 2026-09-16

GLM 5.3 vs GLM 5.2 vs GLM 5.3 Flash on count sellable units

Z Ai models side by side on "Count sellable units": GLM 5.3 Flash scores 10/10; GLM 5.3 Flash is the cheapest answer scoring 8+ at $0.02 per 1,000 runs. Outputs, checks, judge reasons, latency and cost.

The prompt every model received

System

Think carefully, then give only the final answer in the requested format.

User

A warehouse receives 3 pallets. Each pallet holds 48 boxes and each box holds 12 units. On inspection, 15% of the boxes are damaged; round the number of damaged boxes down to a whole box. The damaged boxes are discarded. Then 7 undamaged boxes are sent to the quality lab and are not sold. How many units are left to sell? Reply with only the number.

Rubric for the judge: The single correct answer 1392 (144 boxes, 21 damaged, 7 to the lab, 116 x 12).

Side by side

Every cell is one OpenRouter call at temperature 0 with the prompt's token cap and reasoning effort "low" where the model supports it. Cost is usage × the catalogue rate in models.json. Quality is one judge call to anthropic/claude-haiku-4.5 against the prompt's rubric, cached per prompt version.

GLM 5.3

z-ai/glm-5.3

10/10
Latency
298ms
Cost
$0.00037
Per 1,000
$0.37

110 in · 49 out (45 reasoning) · 1 words · checks 1/1

  • exact
1392

Judge: The output matches the correct answer of 1392 units exactly, provided in the required format of a bare number only.

GLM 5.2

z-ai/glm-5.2

10/10
Latency
874ms
Cost
$0.00074
Per 1,000
$0.74

110 in · 357 out (352 reasoning) · 1 words · checks 1/1

  • exact
1392

Judge: The output matches the correct answer of 1392 units exactly, provided in the required format of a bare number only.

GLM 5.3 Flash

z-ai/glm-5.3-flash

10/10
top judge scorecheapest scoring 8+
Latency
390ms
Cost
$1.8e-5
Per 1,000
$0.02

110 in · 38 out (21 reasoning) · 1 words · checks 1/1

  • exact
1392

Judge: The output matches the correct answer of 1392 units exactly, provided in the required format of a bare number only.

Frequently asked

What does this prompt test?

Reasoning: The single correct answer 1392 (144 boxes, 21 damaged, 7 to the lab, 116 x 12). The deterministic checks are exact.

Which model should I pick for this task?

If the judge's bar of 8/10 is good enough for you, GLM 5.3 Flash at $0.02 per 1,000 runs. If you need the top score, GLM 5.3 Flash at $0.02 per 1,000 runs.

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