OverpayingForAIPricing desk

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

Kimi K3 vs Kimi K2.7 Code vs Kimi K2.6 vs Kimi K2.5 on stacked discounts and tax

Moonshotai models side by side on "Stacked discounts and tax": Kimi K2.7 Code scores 10/10; Kimi K2.7 Code is the cheapest answer scoring 8+ at $0.32 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.

Kimi K3

moonshotai/kimi-k3

10/10
Latency
826ms
Cost
$0.00126
Per 1,000
$1.26

220 in · 65 out (52 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).

Kimi K2.7 Code

moonshotai/kimi-k2.7-code

10/10
top judge scorecheapest scoring 8+
Latency
577ms
Cost
$0.00032
Per 1,000
$0.32

97 in · 73 out (54 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).

Kimi K2.6

moonshotai/kimi-k2.6

10/10
Latency
431ms
Cost
$0.00058
Per 1,000
$0.58

97 in · 121 out (82 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).

Kimi K2.5

moonshotai/kimi-k2.5

10/10
Latency
3.0s
Cost
$0.00038
Per 1,000
$0.38

96 in · 151 out (146 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, Kimi K2.7 Code at $0.32 per 1,000 runs. If you need the top score, Kimi K2.7 Code at $0.32 per 1,000 runs.

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