Can you audit the budget math?
The remaining amount after fixed costs is $771. Contingency is $115.65, leaving exactly $655.35 for ads. Strong answers show the calculation without rounding early.
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Real captured outputs, reviewed in the context of one task. Every case exposes the prompt, model version, judgment method, limitations, and review date.
The remaining amount after fixed costs is $771. Contingency is $115.65, leaving exactly $655.35 for ads. Strong answers show the calculation without rounding early.
Read the caseStrong answers distinguish observed counts from inference, avoid generalizing five interviews to all users, and recommend a bounded next step with retention and usage evidence.
Read the caseStrong answers say the observation does not prove causality, identify small samples and time/traffic confounding, and recommend a randomized concurrent test before a durable rollout.
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