OverpayingForAIPricing desk

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

Qwen3.8 Max (0902) vs Qwen3.8 27B vs Qwen3.8 Flash vs Qwen3.7 Plus on stacked discounts and tax

Alibaba models side by side on "Stacked discounts and tax": Qwen3.8 Flash scores 10/10; Qwen3.8 Flash is the cheapest answer scoring 8+ at $0.07 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

An item costs $250.00. A 20% discount is applied, then a $15.00 coupon is subtracted, and finally 8% sales tax is added to the resulting amount. What is the final price? Reply with only the amount in dollars to two decimal places, for example 12.34, with no currency symbol.

Rubric for the judge: The single correct answer 199.80 (250 x 0.8 = 200; 200 - 15 = 185; 185 x 1.08).

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.

Qwen3.8 Max (0902)

qwen/qwen3.8-max-0902

10/10
Latency
1.6s
Cost
$0.00125
Per 1,000
$1.25

134 in · 164 out (155 reasoning) · 1 words · checks 1/1

  • exact
199.80

Judge: The output matches the correct answer of 199.80 in the exact format requested (two decimal places, no currency symbol).

Qwen3.8 27B

qwen/qwen3.8-27b

10/10
Latency
4.0s
Cost
$0.00039
Per 1,000
$0.39

134 in · 141 out (64 reasoning) · 1 words · checks 1/1

  • exact


199.80

Judge: The output correctly calculates the final price as 199.80 in the exact format requested (two decimal places, no currency symbol).

Qwen3.8 Flash

qwen/qwen3.8-flash

10/10
top judge scorecheapest scoring 8+
Latency
801ms
Cost
$6.9e-5
Per 1,000
$0.07

146 in · 100 out (91 reasoning) · 1 words · checks 1/1

  • exact
199.80

Judge: The output matches the correct answer of 199.80 in the exact format requested (two decimal places, no currency symbol).

Qwen3.7 Plus

qwen/qwen3.7-plus

10/10
Latency
1.0s
Cost
$0.00039
Per 1,000
$0.39

108 in · 280 out (271 reasoning) · 1 words · checks 1/1

  • exact
199.80

Judge: The output matches the correct answer of 199.80 in the exact format requested (two decimal places, no currency symbol).

Frequently asked

What does this prompt test?

Reasoning: The single correct answer 199.80 (250 x 0.8 = 200; 200 - 15 = 185; 185 x 1.08). 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, Qwen3.8 Flash at $0.07 per 1,000 runs. If you need the top score, Qwen3.8 Flash at $0.07 per 1,000 runs.

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