Two AI platforms built for retail – but for very different jobs. Duvo.ai automates operational workflows across your internal systems; Outfindo creates research-grounded product data and PDP content. Compare them and decide which fits your needs.

Both Outfindo and Duvo.ai use AI and serve retail, but they sit at different layers of the stack. Duvo automates the operational work your team already does; Outfindo creates new, consumer-facing product data and content. Here is how they compare.
Duvo.ai is an agentic operations platform that automates back-office workflows – purchase orders, invoices, supplier onboarding – across SAP, ERP, portals, email, and spreadsheets. Outfindo is a PDP content system that creates research-grounded, verified product data for your product pages.
Duvo moves and processes data between your internal systems to save manual operations. Outfindo creates new consumer-facing content based on consumer research. One automates the back-office process; the other produces a unique data layer.
Duvo works with your existing master and SKU data. Outfindo starts from consumer research, decoding what customers in a category actually care about. Then it sources and verifies that data for each SKU.
You’ve heard it a hundred times. Pricing varies, everything is tailored, and public rates are impossible to provide. That’s true for most enterprise automation platforms, including Duvo.ai. Outfindo takes the opposite approach: transparent, volume-based pricing and a free mini-POC so you can see verified data on your own products before you commit.
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.
$100 starting price ($10 000 enterprise)
An enterprise approach.
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.
Duvo.ai automates the work your team already does. Outfindo creates something new – research-grounded, verified product data your pages, filters and AI assistants can stand on. Different layers, and they can run side by side.
Duvo.ai is an agentic operations platform for retail, FMCG and CPG. Its agents run cross-system operational work – purchase orders, invoice matching, supplier onboarding, inventory and master-data tasks – across SAP, ERP, supplier portals, email, spreadsheets and internal tools, with queues, approvals and audit-ready run history.
The goal is to give operations teams their time back by automating the manual movement of data between systems. In practice, it can take over some of the copy-paste work involved in keeping a PIM up to date. But it is built to speed up existing retail processes, not to create consumer-facing product content or to research what shoppers actually care about.
It’s a powerful tool for the work you already do; it doesn’t add a new layer of product information on top.
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
