PROMPT-QA-OS-01 LLM Prompt Regression Testing & Cost Workbench

One-Sentence System Purpose

Regression-tests AI prompt updates before changes silently degrade output quality, break JSON structures, or inflate token costs.

Primary Operational Friction Addressed

Editing system prompts breaking production AI applications; lack of automated regression testing in CI/CD; expensive monthly SaaS prompt eval tools.

MODELED TARGET — NOT HISTORICAL PERFORMANCE

Deterministic Prompt Regression Verification & Automated CI/CD Quality Gate Passing.

Designed For

AI Engineers, Full-Stack Developers, LLM App Builders, QA Engineers.

Tier 1 • Focused OSOne-Time Perpetual Commercial Grant

$49USD / Perpetual

What You Receive in Distribution Package:

✓Digital product package (.zip) with full Python engine

✓Perpetual Commercial License with unlimited seats

✓Master SOP manual, RACI matrix & API specs

✓48-Hour rapid installation runbook documentation

Instant Package Delivery via Dodo Payments Checkout

Deterministic software components executed under Master Genome standards

01Capability Engine

Prompt Version Side-by-Side Regression Diffing (V1 vs V2).

02Capability Engine

Deterministic Test Matrix Runner with Variable Interpolation.

03Capability Engine

Multi-Assertion Engine (Exact match, Substring, Regex, JSON Schema, Length limits).

04Capability Engine

Multi-Model BYOK Provider Adapters (OpenAI, Anthropic, Google Gemini, Ollama).

05Capability Engine

Measured Token Counting & Estimated USD Cost Rate Card Engine.

06Capability Engine

Latency Tracking (P50, P90, P99) & Performance Regression Detection.

07Capability Engine

CI/CD Runner Mode with Deterministic Exit Codes (0 on pass, 1 on failure).

AUDIT-OS-01

$49 • One-Time Perpetual License

PIPE-OS-01

$49 • One-Time Perpetual License