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Economicsecon-019P0

API cost predictability allows for fixed pricing models.

Constraining max_tokens and enforcing…Constraining max_tokens and enforcing output schemas reduces per-user cost variance from 300% to 15%, enabling predictable SaaS margins of 70%+.

Context & Methodology

Without cost controls, a single power user can consume 50x the average API budget, destroying unit economics.

Applicable Use Cases

analysis

Applies To

openaianthropicgoogle

Primary Impact

cost

Confidence Level

High

Platform Status

Built

Implementation Effort

low

Recommendation

follow

Execution Priority

P0

Put This Evidence to Work

Use the STCO framework to implement findings like this in structured, testable prompts.

OWASP ranks prompt injection as the #1 LLM threat; 73% of production LLM apps tested by HiddenLayer showed injection exp.OWASP, 'Top 10 for Large Language Model Applicatio…