Diffyn VS ShelfCount.win

Diffyn's answer

Addresses workflow and change management on LLM prompts, provide teams with traceability and visualization of tests across multiple models, provide deeper understading into efficiency of these prompts.

ShelfCount.win's answer:

ShelfCount charges one flat $50/month fee with unlimited team members and unlimited storage locations, no per-seat pricing and no tiers. It combines inventory counts (from any phone, no app install), recipe and prep-recipe costing, invoice/receipt scanning, purchase ordering, and theoretical vs. actual COGS in one tool built specifically for independent restaurants.

Diffyn's answer

Diffyn is the platform that specializes on both change management and multi-model analysis.

ShelfCount.win's answer:

ShelfCount was built by a restaurant owner who found existing tools like MarketMan overpriced and overcomplicated for a single independent location. It covers the same core workflow — counts, recipe costing, invoice scanning, purchase orders, and COGS — at one flat rate with unlimited users and locations, backed by a 14-day free trial and one-click cancellation. A $299 concierge migration (including from MarketMan) is available for anyone switching over.

Diffyn's answer

React, Next.js, POSTGRESQL

Diffyn's answer

Professionals incorporating LLMs or AI tools in their workflow and wants to keep track of changes and test their prompts.

ShelfCount.win's answer:

Independent restaurants, cafes, and coffee shops that need real inventory counts, recipe costing, and COGS tracking without enterprise-level pricing or complexity — typically single-location or small multi-location operators.

Diffyn's answer

I started working on Diffyn when I notice that prompting has become an essential part of work across many industries. While there are version control platofrms like github, they are not designed for just prompt management are can be overkill such applications, it is also not integrated natively with various LLMs and relevant tools for users to validate ideas and visualise results properly.

ShelfCount.win's answer:

ShelfCount was built by a restaurant owner who was frustrated with the cost and complexity of existing inventory platforms like MarketMan for running a single independent restaurant. The goal was a simpler, flat-rate tool that still covers the essentials — counts, recipe costing, invoice scanning, purchase ordering, and COGS — without per-seat fees or enterprise sales cycles.