OverpayingForAIPricing desk

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

Muse Spark 1.3 vs Muse Glimmer 30B vs Llama 4 Maverick vs Llama 4 Scout on stacked discounts and tax

Meta models side by side on "Stacked discounts and tax": Llama 4 Scout scores 10/10; Llama 4 Scout is the cheapest answer scoring 8+ at $0.05 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.

Muse Spark 1.3

meta/muse-spark-1.3

unjudged
failed: OpenRouter HTTP 403: This model requires you to complete the following before use: 18+ age confirmation. Confirm at https://openrouter.ai/settings/preferences.
Latency
0ms
Cost
$0
Per 1,000
$0

0 in · 0 out · 0 words · checks 0/1

  • exact
(empty output)

Judge:

Muse Glimmer 30B

meta/muse-glimmer-30b

10/10
Latency
231ms
Cost
$0.00015
Per 1,000
$0.15

112 in · 118 out (109 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).

Llama 4 Maverick

meta-llama/llama-4-maverick

9/10
Latency
1.1s
Cost
$0.00019
Per 1,000
$0.19

99 in · 244 out · 129 words · checks 0/1

  • exact
## Step 1: Calculate the price after the 20% discount
First, we need to find 20% of $250.00. 20% of $250.00 is 0.20 * $250.00 = $50.00. So, the price after the discount is $250.00 - $50.00 = $200.00.

## Step 2: Apply the $15.00 coupon
After the discount, the price is $200.00. Subtracting the $15.00 coupon gives $200.00 - $15.00 = $185.00.

## Step 3: Calculate the sales tax
The price after the coupon is $185.00. Now, we need to calculate 8% sales tax on $185.00. 8% of $185.00 is 0.08 * $185.00 = $14.80.

## Step 4: Add the sales tax to the price
Finally, we add the sales tax to the price after the coupon. So, $185.00 + $14.80 = $199.80.

The final answer is: $\boxed{199.80}$

Judge: The calculation is correct (199.80), but the output includes excessive step-by-step commentary and formatting when the task explicitly requested only the amount with no currency symbol or extra explanation.

Llama 4 Scout

meta-llama/llama-4-scout

10/10
top judge scorecheapest scoring 8+
Latency
634ms
Cost
$5.0e-5
Per 1,000
$0.05

99 in · 134 out · 57 words · checks 0/1

  • exact
Let's calculate the final price step by step.

1. The item costs $250.00. A 20% discount is applied:
   $250.00 * 0.20 = $50.00
   $250.00 - $50.00 = $200.00

2. A $15.00 coupon is subtracted:
   $200.00 - $15.00 = $185.00

3. Finally, 8% sales tax is added:
   $185.00 * 0.08 = $14.80
   $185.00 + $14.80 = $199.80

199.80

Judge: The output correctly calculates all three steps and provides the exact answer 199.80 as required, though it includes working shown before the final answer.

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, Llama 4 Scout at $0.05 per 1,000 runs. If you need the top score, Llama 4 Scout at $0.05 per 1,000 runs.

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