Test Builder — Independent Variables Prompt Generation System

September 12, 2025

This release introduces the Test Builder — a new builder designed to let you experiment with how complexity and output count interact as truly independent variables in prompt generation. Where the Task Builder and Analysis Builder optimize for specific workflows, the Test Builder gives you a sandbox to test any combination (like high complexity with a single output, or low complexity with twenty outputs) and see how the generation engine adapts its strategy. It’s both a power-user tool and a way to validate prompt quality across the full range of possibilities.

New Features

• Test Builder — A new builder available from the Creation Hub that treats complexity (1–5) and output count (1–20+) as fully independent variables. You can test any combination to see how the prompt generation engine adapts, making it a powerful tool for understanding and optimizing your prompt strategies.
• Automatic strategy detection — Based on your complexity/output combination, the Test Builder identifies and applies the optimal generation strategy:
  • Deep Dive Mastery for high complexity with few outputs (thorough, focused analysis)
  • Broad Coverage Efficiency for low complexity with many outputs (fast, comprehensive coverage)
  • Comprehensive Mastery for high complexity with many outputs (full-depth, full-breadth)
  • Balanced Professional and Focused Excellence approaches for combinations in between
• Generation metadata tracking — Each test generation records detailed metadata about which strategy was selected and why, so you can compare results across different combinations and understand what drives quality differences.
• Save to library — Test-generated prompts can be saved directly to your libraries, so when you find a combination that produces great results, you can keep and reuse the prompt.