Compare how Outfindo and Constructor streamline product data enrichment to find the best fit for your business needs.
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Both solutions use AI to enhance product data, but they help with different parts of the processes and are suited to different business needs.
Constructor extracts, cleans, and prepares raw e-commerce data, providing a foundation for attribute enrichment. Outfindo delivers a fully managed, end-to-end solution, handling everything from raw to enriched product data based on real-time customer behavior analysis.
Constructor requires collaboration with your team to decide which attributes to enhance and to prepare the catalog and behavioral data for AI training. Outfindo continuously analyzes customer behavior and automatically applies insights to enrich your data in real time. Autonomously.
Constructor does not offer a free trial. Outfindo provides a free trial so businesses can test the platform before committing.
Constructor does not provide public pricing, and AI workflows require significant customer involvement. Outfindo manages the full process autonomously, from collection and cleaning to enrichment, with transparent pricing.
Product data enrichment pricing is rarely straightforward – most solutions are tailored to enterprise needs, and public rates are hard to come by. Constructor is no exception.
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
Constructor
Features
Automated data sourcing (from manufacturers, public databases)
Yes
Yes
Data standardization & normalization
Yes
Yes
Attribute & feature extraction (from unstructured text)
Yes, AI-powered
Requires manual decision on attributes
Data cleaning & validation
Fully automated
Automated with human review for quality
AI-powered content generation (e.g., generating product descriptions)
No
No
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
No
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 Constructor use AI to enhance product data, but they serve very different needs. Outfindo offers an end-to-end, autonomous solution that handles everything from raw data to enriched product attributes. Constructor helps automate data extraction and cleaning, but businesses must actively participate in enhancing attributes and training the AI.
Constructor helps automate data extraction, cleaning, and preparation. However, you must actively participate by providing data inputs and selecting attributes for enhancement. The AI is then trained on this prepared data to optimize category and attribute predictions, tagging products with relevant attributes for better categorization and personalization. While Constructor provides powerful tools for data enrichment, achieving the best results requires significant collaboration with your team.
Make use of proprietary AI agents to automate your entire product data enrichment process. Outfindo handles sourcing, cleaning, standardizing, and enriching your product data, leveraging deep insights into customer behavior and shopping patterns to ensure it's accurate and tailored to your customers' needs. Outfindo is the best choice if you want a fully automated system. Just upload your product feed, and we take care of the rest. 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
