--- title: "Agent-Ready Product Catalog for AI Shopping Agents | LEVERAGEAI" url: https://leverageaisearch.com/agent-ready-product-catalog description: "An Agent-Ready Product Catalog turns raw product specs into descriptions AI shopping agents can read and quote. See Daley Organics' soil and fertilizer catalog." author: "Mike Schlottig" published: 2026-10-06 updated: 2026-10-07 --- # Agent-Ready Product Catalog: product specs AI shopping agents can read By Mike Schlottig, Founder, LEVERAGEAI LLC. Last updated October 7, 2026. An Agent-Ready Product Catalog publishes every product as facts an AI shopping agent can read in one request: what it is, who it is for, the price, and where to buy it. LEVERAGEAI builds them on Cloudflare Workers, using Workers AI to turn a merchant's raw specs into plain descriptions, and serves the result as an llms.txt file. **TL;DR** AI shopping agents compare products from text, not from photos and scripts. Daley Organics in Grants Pass, Oregon lists 9 soil blends, amendments and fertilizers, 4 with published per-yard prices from $55 to $140. LEVERAGEAI turns those specs into agent-ready descriptions with Workers AI, caches them in Cloudflare D1, and serves the whole catalog at one llms.txt address. ## What does an AI agent read in Daley Organics' catalog? On the left, the specs exactly as Daley Organics publishes them. On the right, the same facts rewritten for an AI shopping agent: a plain summary, the jobs each product does, what buyers compare, and facts an agent can quote with a price. The descriptions are generated live by Workers AI from the left column only, checked against a schema, and cached. If the model is unavailable, a rules-based version built from the same facts takes its place until it responds. ### Daley Organics: raw specs in, agent-ready descriptions out #### What the catalog says Premium growing media: The Elite Professional Blend Price $140 per yard; $300 per 2-yard tote Fertilizer included 20 lbs fertilizer + 10 lbs 8-3-1 bat guano Organic amendments 21, including fish meal Release type Slow and steady Season All seasons Mycorrhiza Included Base texture Lighter (coco + bio fiber) Components 10% coco fiber, 35% peat moss, 25% perlite, 10% premium compost, 15% pumice, 5% bio fiber Best for Serious growers, Vegetable gardens, Cannabis cultivation, Premium container gardens #### What the catalog says Premium growing media: The Foundation Blend Price $130 per yard; $280 per 2-yard tote Fertilizer included 20 lbs fertilizer Organic amendments 20 Release type Slow and steady Season All seasons Mycorrhiza Included Base texture Standard premium Components Coco fiber, Peat moss, Perlite, Pumice, Premium compost Best for Home gardens, Raised beds, General planting, Seasonal vegetables #### What the catalog says Landscaping and utility: Premium landscape blend with complete organic fertilizer Price $70 per yard COF included 10 lbs per yard Components Organic compost, Aged bark dust, Bio fiber, Pumice, Topsoil Best for New raised beds, Lawn prep, Landscaping projects #### What the catalog says Landscaping and utility: High-volume garden and landscape mix Price $55 per yard COF included No Components Organic compost, Aged bark dust, Bio fiber, Pumice, Topsoil Best for Large landscaping, Yard top-dressing, Bulk soil building #### What the catalog says Soil builders and amendments: Soil life injector Price Call for pricing Composition 100% organic compost Best for Soil rehabilitation, Garden bed establishment, Annual top-dressing #### What the catalog says Soil builders and amendments: Container specialist Price Call for pricing Grade Container grade Best for Containers, Pots, Planters, Window boxes, Hanging baskets #### What the catalog says Soil builders and amendments: Structure optimizer, custom blend Price Call for pricing Type Custom blend Best for Soil rehabilitation, Clay soil improvement, Depleted land restoration, Pre-season prep #### What the catalog says Fertilizer: Vegetative growth fertilizer Price Call for pricing; Bulk discounts on 2,000 lb totes NPK 5-4-2 Season Spring and summer Extras Mycorrhizal fungi and worm castings in every batch Components Worm castings, Kelp meal, Bat guano, Blood meal, Feather meal, Fish bone meal, Bone meal Best for Vegetables, Leafy greens #### What the catalog says Fertilizer: Flowering and fruiting fertilizer Price Call for pricing; Bulk discounts on 2,000 lb totes NPK 2-7-7 Season Summer and fall Extras Mycorrhizal fungi and worm castings in every batch Components Worm castings, Kelp meal, Bat guano, Fish bone meal, Bone meal, Crab meal Best for Tomatoes, Peppers Source: [daleyorganics.com/products](https://daleyorganics.com/products), retrieved 2026-10-06. The full agent-ready catalog is served as [/catalog/daley-organics/llms.txt](/catalog/daley-organics/llms.txt). ## Why do product specs need rewriting for AI agents? Specs are written for experts who already know what they mean. An agent helping someone "find soil for raised vegetable beds near Grants Pass" needs the connection made for it: which blend, why, what it costs and where to get it. A line like "20 lbs fertilizer + 10 lbs 8-3-1 bat guano" is precise but says nothing about tomatoes. The agent-ready version keeps the exact figure and adds the use it serves, so the agent can quote both. That is the approach of Cloudflare's commerce llms.txt template, applied here to a catalog that is not on Shopify. ## How are the descriptions kept accurate? Three rules. The model sees only the merchant's own facts. Its output must match a fixed structure or it is discarded. And every result is tied to a fingerprint of the source specs, so a price change produces a fresh description automatically. - The prompt forbids prices, certifications or delivery terms that are not in the catalog. - Each description is validated before it is cached in Cloudflare D1. - The agent-ready catalog points back to the merchant's own catalog page as the source of truth. Accurate catalogs also help a business get named in AI answers, which LEVERAGEAI tracks with [Mention Above Replacement](/mention-above-replacement). ## Frequently asked questions ### What is an agent-ready product catalog? An agent-ready product catalog publishes each product as plain, structured facts an AI shopping agent can read in one request: what it is, who it is for, price, and where to buy it. LEVERAGEAI builds them on Cloudflare Workers with Workers AI. ### How is an llms.txt product catalog different from a product page? A product page is designed for people and often loads its details with scripts. An llms.txt catalog lists every product as Markdown text at one address, so an AI agent can read the whole catalog and quote exact prices without rendering anything. ### Does Workers AI invent product details? LEVERAGEAI's enrichment prompt allows only the facts in the merchant's own catalog and asks for no prices, certifications or delivery terms beyond them. Each result is checked against a schema and cached; if the model fails, a rules-based description from the same facts is used. ### Which merchants can use an agent-ready product catalog? Any merchant with a product list can, whether it lives on Shopify, in a spreadsheet or on a static website. Daley Organics in Grants Pass, Oregon, which sells soil blends by the yard and fertilizers by the tote, is LEVERAGEAI's working example. ## Make your catalog agent-ready Send a link to your product list or price sheet. LEVERAGEAI will show you how an AI shopping agent reads it today and what an agent-ready version would say. Prefer to talk? Call [(541) 450-2082](tel:+15414502082), or visit the office at 744 NW Bellevue Pl, Grants Pass. ## About the author **Mike Schlottig**, Founder, LEVERAGEAI LLC Mike Schlottig founded LEVERAGEAI LLC in Grants Pass, Oregon. He builds local search analytics and Cloudflare-based lead systems for service businesses along the I-5 corridor, and created RAR Grid Lab, the instrument behind Rank Above Replacement. Reach him at [(541) 450-2082](tel:+15414502082) or at the LEVERAGEAI office, 744 NW Bellevue Pl, Grants Pass, OR 97526. More at [leverageai.network](https://leverageai.network). --- LEVERAGEAI LLC, 744 NW Bellevue Pl, Grants Pass, OR 97526. Phone (541) 450-2082. https://leverageai.network