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Startup Spotlight: Toolio and the Reinvention of Retail Merchandise Planning

16 min · Ayer
Portada del episodio Startup Spotlight: Toolio and the Reinvention of Retail Merchandise Planning

Descripción

Merchandise planning is one of those domains where deep vertical focus wins. Toolio built their platform around the actual vocabulary of #retail planners, things like open-to-buy, size curves, and weeks of supply, with apparel brands like Bombas, Knix, and AKA Brands on the customer roster. The results speak for themselves: AKA Brands cut SKU count by 50 to 75 percent while holding sales steady. What I find most interesting is their MCP Server. Across the hashtag#startups I work with, I keep seeing the same pattern: products are becoming capabilities that a customer's own AI agents can call on. Toolio exposes its entire planning brain through #MCP, so a #retailer's agents in Copilot Studio, Claude, or ChatGPT can query plans, run exception searches, and act on inventory data with the same permissions and governance the planning team already has.

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89 episodios

episode Startup Spotlight: Toolio and the Reinvention of Retail Merchandise Planning artwork

Startup Spotlight: Toolio and the Reinvention of Retail Merchandise Planning

Merchandise planning is one of those domains where deep vertical focus wins. Toolio built their platform around the actual vocabulary of #retail planners, things like open-to-buy, size curves, and weeks of supply, with apparel brands like Bombas, Knix, and AKA Brands on the customer roster. The results speak for themselves: AKA Brands cut SKU count by 50 to 75 percent while holding sales steady. What I find most interesting is their MCP Server. Across the hashtag#startups I work with, I keep seeing the same pattern: products are becoming capabilities that a customer's own AI agents can call on. Toolio exposes its entire planning brain through #MCP, so a #retailer's agents in Copilot Studio, Claude, or ChatGPT can query plans, run exception searches, and act on inventory data with the same permissions and governance the planning team already has.

Ayer16 min
episode From Photo to Figurine: An Autonomous Retailer Run Entirely by Agents artwork

From Photo to Figurine: An Autonomous Retailer Run Entirely by Agents

What happens when you let AI agents run an entire retail store? I just published my second experiment in autonomous retail. The first was a store that scanned trending news and auto-designed viral t-shirts. This one is Mini Me: upload a photo, and a pipeline of agents turns it into a 3D-printed figurine of you, a loved one, or your pet. Both were really experiments to teach myself how to build and coordinate agents by running something real instead of a toy demo. The biggest lesson? The breakthrough came when I stopped making my agents rebuild everything from scratch and started treating them as operators that drive existing tools, like having an agent run Meshy AI for the 3D models and Printfield for printing and shipping.

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