Generative AI for Digital Shelf Optimization: How to Prompt for Perfect PDPs!
- Genriser
- Sep 16, 2024
- 4 min read
Updated: Mar 26

Let's be real – managing content for hundreds of products across multiple marketplaces is a nightmare.
You’ve got constantly shifting SEO keywords, changing retailer rules, and that pressure to make sure every PDP (Product Detail Page) is optimized to perfection.
Enter generative AI. Sounds like a dream solution, right?
But wait—prompting AI for digital shelf optimization is not a walk in the park. It’s tricky. So many variables. So many rules.
And if your prompts aren't spot-on, the AI spits out content that doesn’t meet brand or retailer guidelines, leaving you back at square one.
That’s where this guide comes in. Let’s break it down so you can start prompting like a pro and master the Gen AI usage of Digital Shelf Optimization.
The Real Problem: Scaling Digital Shelf Content
Here's what you're facing:
You’ve got hundreds (maybe thousands) of products.
Each product needs to be on multiple retailers, each with different rules.
You’ve got to keep up with SEO keywords that are constantly evolving.
It’s an overwhelming workload.
And relying on AI without knowing how to prompt it correctly?
Almost impossible.
But don't worry. There’s a way to do this faster, smarter, and better.
Why Prompts Matter for Digital Shelf Optimization
When you think of AI, you might imagine typing instructions as you give it your copy team and getting instant results.
Well, not quite.
Prompts need to be specific, relevant, and well-targeted not only to SEO keywords and retailer rules but it also needs to follow the brand & category guidelines as well as other rules that may be specific to your business or country.
Without good prompts, your AI tool will create generic content that doesn’t hit the mark. Either you will get into compliance issues with your retail partners or with your brand marketing teams.
Let me give you a real-world example:
Imagine you're selling beauty products on Amazon. The platform has strict rules about what you can and cannot say. Plus, you need to sprinkle in the latest SEO keywords that match trending searches.
Now, you prompt your AI with something vague like, "Write a description for a shampoo." What do you get?
A basic description that doesn’t follow Amazon’s rules, doesn’t use relevant SEO keywords, and certainly doesn’t boost your ranking.
How to Prompt AI for Perfect PDPs Using SEO Keywords
So, how do you nail the perfect prompt for Digital Shelf Optimization? Here’s what I’ve found works:
Include the Right SEO Keywords – Always
Your prompt should always include targeted SEO keywords.
If you're optimizing for a specific marketplace or product category, make sure your keywords reflect that.
Remeber, SEO keywords can vary from PDP attributes to attributes. For example, SEO keywords that you use in the product title are mainly brand specific keywords but you use additional keywords in product description and bullet points.
Genrise.ai’s software, for example, helps automate this by pulling in the latest trending keywords automatically and mapping the right keywords to the retailer PDP attributes.
Be specific with Retailer Rules
Each retailer has its own content rules. Make sure your prompt addresses these specifics.
For instance, if you're on Walmart, you’ll need to highlight value pack information in the title if that’s their requirement.
Here’s how to structure your prompt for success:
- Include SEO keywords relevant to your product and map to each attribute.
- Specify the retailer’s content rules upfront (e.g., product title length, banned words).
- Mention any brand-specific rules (like including your brand name or pack size).
Example Prompt:
"Generate a product short description for a 2-in-1 shampoo-conditioner that adheres to Amazon's beauty category rules, includes the SEO keywords 'moisturizing shampoo,' 'hydrating hair care,' and 'sulfate-free,' and highlights the product as a value pack."
This kind of prompt gives your AI the right guidance to create content that’s compliant, optimized, and ready to drive sales.
Use Dynamic Content for Multiple Marketplaces
Need content across several retailers at once?
Use prompts that generate multiple copies of your content, each tailored to a specific retailer. This way, your AI can adjust the content based on different sets of rules for each platform.
How Genrise.ai Solves the Prompting Problem
Here is the deal - we are building Genrise to solve this exact problem:
Genrise.ai makes it easy for brands to create the content for Digital Shelf without worrying about the prompt complexity!
Instead of spending hours trying to figure out the perfect prompt, our multi-agent orchestrator does the heavy lifting.
Here’s what it does:
Auto-generates SEO keywords: It adapts to the latest search insights so you don’t have to and maps the right keywords to the product content attributes - automatically.
Builds prompts with built-in rules: Ensures the AI follows retailer specs like a pro. It automatically includes the brand, category and product specific rules for Gen Ai models to work with.
Optimizes at scale: Generates thousands of compliant, optimized PDPs in minutes, not weeks - by doing mass updates!
Plus, it identifies your low-performing products, giving you a clear view of where your SEO efforts need a boost.
So, if you’re struggling with digital shelf content optimization or feeling overwhelmed, Genrise.ai can help.
Real Talk: What Happens When You Get the Prompt Right
When you nail the perfect prompt, here’s what happens:
Product visibility skyrockets: SEO keywords are used correctly, boosting your product's ranking on the digital shelf.
Engagement improves: Your content speaks directly to the consumer and complies with retailer rules.
Conversions go up: Optimized content that meets all the right criteria leads to higher sales.
And you do this all in minutes—no more manual tweaking or endless back-and-forths with the copy team.
Final Thoughts
Prompts are the secret sauce for using generative AI in Digital Shelf Optimization.
Get them right, and your PDPs will hit every mark—from SEO visibility to retailer compliance.
Need help figuring it all out?
That’s where we come in. We are here to help.
תגובות