Splitting an AI Tattoo Tool into Specialized Workflows Improves Product Clarity

Description and use

The product became easier to understand, faster, cheaper, and more reliable by aligning each tool with the appropriate problem type and avoiding unnecessary AI calls.

Problem

Adding more features to a single AI tool made the product harder to understand and less predictable.

Outcome

The product became easier to understand, faster, cheaper, and more reliable by aligning each tool with the appropriate problem type and avoiding unnecessary AI calls.

Workflow

• Identify distinct problem types (exact, visual comparison, bounded estimate, open‑ended composition).
• Separate each problem into its own tool: Roman Numeral Generator, Tattoo Font Generator, Cost Calculator, AI Tattoo Generator.
• Implement deterministic logic for exact transformations.
• Use preview UI for visual comparison.
• Apply structured calculators for bounded estimates.
• Reserve generative AI for ambiguous composition tasks.
• Update documentation and UI to reflect clear contracts.
• Measure latency, cost, and user satisfaction improvements.