Compare how Outfindo and Lily AI enhance product data with AI to find the best solution for your business needs.
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When choosing an e-commerce product data enrichment solution, it's important to consider how each platform aligns with your business needs. While both Outfindo and Lily.ai use AI to enhance product data, their approaches differ in key areas.
Lily.ai focuses on enhancing existing product data by adding channel-optimized attributes, but it does not help with sourcing, cleaning, or structuring raw data. Outfindo provides an end-to-end solution, handling everything from raw to enriched product data based on customer behavior analysis.
Lily.ai enriches product data, refining it to improve search relevance and deliver personalized customer experiences. Outfindo also uses AI for enrichment, covering the entire process, from cleaning and standardizing to providing real-time customer behavior insights.
Lily.ai does not offer a free trial. Outfindo offers a free trial, allowing businesses to test the platform and see the results before committing.
Lily.ai does not provide public pricing or detailed information on how its AI operates. It's unclear which specific data layers are delivered or how autonomous the platform is. Outfindo manages everything from collecting, cleaning, and structuring to enhancing.
You've heard it a hundred times – pricing varies, everything is tailored, and public rates are impossible to provide. That's true for most product data enrichment solutions, including Lily.ai.
99
€/month
All you need for one category
599
€/month
Essential, plus advanced tools:
Talk to us
Ultimate customization & support:
€0.4 – €1.5 per SKU
At Outfindo, transparency is key.
No public pricing
Enterprise-focused model.
Feature-by-Feature Comparison
Outfindo
Lily AI
Features
Automated data sourcing (from manufacturers, public databases)
Yes
Requires manual input of data sources
Data standardization & normalization
Yes
Yes
Attribute & feature extraction (from unstructured text)
Yes, AI-powered
Yes, AI-powered
Data cleaning & validation
Fully automated
Automated with human review for quality
AI-powered content generation (e.g., generating product descriptions)
No
Yes
Data sourcing transparency
Yes
No
Multi-language support
Yes
Yes
Seamless integration with PIM/E-commerce platforms
Yes
Yes
Customizable enrichment rules
Limited – enrichment relies on extensive customer behaviour analysis
Yes – enrichment relies on business inputs
Scalability
Designed for high volume, real-time enrichment
Depends on human review capacity
Data quality analytics (reports on data completeness, accuracy, etc.)
Yes
Yes
Human-in-the-loop workflow (expert review of enriched data)
Seamless, hands-off experience
Essential, manual approval required for most changes
Real-time data updates
Yes
Yes
GDPR/CCPA compliance
Yes, with built-in data privacy features
Yes
That's it. Everything in between? That's our business! Outfindo is best suited for businesses who want:
Just upload your product feed, and our AI agent instantly aligns your products to your customers' needs. You'll have a solution ready to deliver personalized shopping experiences within minutes.
We handle it all – from matching your products with insightful questions based on customer data, to ensuring every customer interaction effortlessly leads to the ideal choice.
Outfindo is intuitive, quick to set up, and completely hassle-free. Try the free trial and see firsthand how seamlessly it improves your customers' shopping journey.
Outfindo and Lily use AI to enrich product data, but there's a key difference in the data layers they actually deliver. While Outfindo clearly defines the data sets they provide – from raw product data to enriched data, Lily keeps its AI approach vague, making it difficult for businesses to understand what data they offer and how autonomous the solution is.
Lily.ai focuses on enhancing existing product data by transforming it into enriched, channel-optimized attributes using AI. While its solution is designed to improve search relevance and deliver personalized experiences, the AI primarily refines already organized data rather than handling data collection, cleaning, or structuring.
Lily’s AI is trained on natural language to align product data with how customers search and engage with products. This approach helps businesses enhance their product data, making it more customer-centric and optimized for improved search results and customer experiences.
As the solution sits on top of existing data, businesses need well-organized product data to benefit from the platform. Without it, the solution is less effective for companies needing assistance with initial data management.
End-to-end product data enrichment solution powered by proprietary AI agents. Outfindo automates the entire process: from sourcing and cleaning to standardizing and enriching product data. Our AI agents utilize deep insights into customer behaviour and shopping patterns to ensure that the product data is accurate and tailored to meet customer needs. This solution is designed for businesses looking for a fully automated system, where they simply upload their product feed and let Outfindo handle everything. The platform requires minimal setup and maintenance.
Creating effective product data enrichment means delivering the information customers are looking for in a way they understand, so they can confidently purchase. Outfindo combines customer behavior insights with comprehensive product knowledge to ensure your product data is both accurate and meaningful. How exactly do we achieve this?
An optimized research-driven guidance flow. Beacon dives into customer insights, uncovering patterns in decision-making processes across any product category, crafting a guidance flow that will optimize the customer journey from inquiry to purchase.
Automated customer behaviour analysis
Key topics, insights and needs
The right question for guidance
Forget managing product data manually! Diver, guided by Beacon, plunges into deep data depths, pulling out product specs in real time—straight from the manufacturers—and giving them a nice polish. That means your product descriptions are always up to date, enhanced, and human. All that time you sunk copy-pasting can now be used to help your customers make informed decisions. Your customers will thank you.
Automated product identification
Autonomous manufactured data gathering
AI enhanced product data
