llama test

This tool produces a structured specification for an online utility focused on web and SEO contexts. It documents purpose, user intent, core logic, required and optional features, inputs, outputs, and calculations. The output comprises a human-readable narrative and a machine-readable schema suitable for automation. It is designed for product managers, AI engineers, SEOs, and domain analysts who need a precise, testable contract before implementation. The system enforces typed inputs, units, and validation rules, and it supports localization-ready text. It also generates SEO metadata fields and a visual 512x512 SVG asset that represents data signals without embedding branding. Use cases include documenting new tools, auditing existing tools, and aligning cross-functional teams on scope and expectations. The approach reduces ambiguity by separating required versus optional features, defines clear data contracts, and produces exportable artifacts that can feed downstream pipelines and AI agents.