
Rethinking the customer journey with ChatGPT apps
Explore how ChatGPT apps transform customer journeys by moving discovery, decision-making, and action into conversational AI interfaces.
Success starts with people. In times of overwhelming change, your teams deserve a partner that empowers them. Meet our minds, the real intelligence behind ML6 — designed to amplify yours.
Stop buying solutions, generate them, and own them. We’re building the platform that spawns agents to do work for you. From enterprise-scale systems to tailored industry and departmental applications, we help you transform the way you work today.
Experience the power of AI for your business through our client cases & testimonials. These stories aren’t just case studies; they’re proof that bold ideas, the right people, and a little AI magic can change the game.
This is where breakthrough ideas emerge and your inner innovator is awakened. Get inspired by the best of ML6's insights and the minds shaping the future of AI.
Success starts with people. In times of overwhelming change, your teams deserve a partner that empowers them. Meet our minds, the real intelligence behind ML6 — designed to amplify yours.
Stop buying solutions, generate them, and own them. We’re building the platform that spawns agents to do work for you. From enterprise-scale systems to tailored industry and departmental applications, we help you transform the way you work today.
Our engineers partner with the world’s leading technology providers to deliver robust, scalable & sovereign solutions.
Experience the power of AI for your business through our client cases & testimonials. These stories aren’t just case studies; they’re proof that bold ideas, the right people, and a little AI magic can change the game.
This is where breakthrough ideas emerge and your inner innovator is awakened. Get inspired by the best of ML6's insights and the minds shaping the future of AI.
AI Product Agents are the next-generation approach to R&D and product development. They act as active collaborators—not just passive tools. Instead of humans manually crunching data, running tests, or waiting for panels, autonomous AI agents continuously support, simulate, and optimize the entire innovation process.
Consumer trends shifting at lightning speed, heavily influenced by social media.
Data buried in silos across PLM systems, ERP, sales sheets, and endless reports.
High failure rates in product launches driven by gut-feel decisions, slow testing cycles, and incomplete insights.
Pressure from competition and regulation—while resources, budgets, and time remain finite.
We put AI agents to work across your innovation lifecycle, powered by your own data, on your own networks. Our agents don’t replace your people; they amplify their impact. This isn’t another external tool—it’s an integrated layer across your company’s data ecosystem, connecting R&D with sales, marketing, procurement, and supply chain.
Everyone relies on the same consulting companies, which publish the same analysis for everyone. Being a leader in the FMCG landscape requires a keen understanding of market trends and consumer behavior before others catch up.
Advanced and intelligent Product Agents spot subtle shifts and emerging market cues, providing foresight that allows you to act quickly and capitalize on new market opportunities. Always-on social listening agents detect shifts in consumer sentiment, helping you catch waves before your competitors.
Our agents excel in analyzing specific segments, providing deep insights into consumer preferences, competitive products, and emerging trends.
This empowers you to make data-driven decisions tailored to your unique brand, ensuring you stay ahead in the fast-paced FMCG industry.
Traditional forecasting falls short: it assumes gradual, human-driven adoption curves. But tomorrow’s customers—empowered by their digital agents and social media—will create sudden demand surges, instant shifts in preferences, and new network effects that unfold in weeks, not years.
To stay ahead, you need time series forecasting that doesn’t just track historical patterns, but actively models how customers will behave in dynamic ecosystems. By analyzing market trends and normalizing data, our AI Product Agents offer insights into the true market potential of a new product, aiding in making well-informed development and investment decisions.
Our Agents conduct thorough analyses, verify product feasibility, and identify potential risks, ensuring a smooth and efficient process. Their diligence helps safeguard your brand integrity and ensures compliance with industry standards.
Test with AI-generated personas that simulate real consumers across markets, demographics, and cultures.
ExamplesOur AI Product Agents can act as flavor panel judges—simulating diverse consumer tastes, predicting winners, and de-risking multimillion-euro launches. These panels are trained on consumer survey data + purchase histories to predict reactions to new flavors before running physical taste tests.
Virtual supermarket shelves: Synthetic shoppers are modeled on demographic/psychographic clusters (e.g., price-sensitive families vs. eco-conscious millennials). Their choices in a simulated shelf environment are tested to see how packaging, placement, or pricing innovations influence purchases.
Automotive OEMs: Simulate synthetic drivers (urban commuters, rural families, fleet managers) to test acceptance of new features like autonomous parking or subscription-based services.These consumer personas are not static and reactive, but live and proactive.
Our audiences provide a 360° view of consumer behavior, informed by live data from external sources (trend reports, social listening) and internal sources (PLM data, SKU data, recipes, etc.)
We begin with an in-depth assessment of your current product development processes to spot inefficiencies and opportunities. Through targeted workshops and interviews with your marketing teams, we build a deep understanding of your business context. The result is a clear business case and a prototype that lays the foundation for transformation.
Next, we design and integrate your AI co-worker into your marketing systems. Once operational, it continuously monitors, refines, and enhances your campaigns to ensure peak performance. With ongoing support, updates, and security, your AI co-worker becomes a reliable driver of efficiency—delivering a fully autonomous product innovation.
Traditional market analysis is generic and one-size-fits-all. Our agents tailor insights to your unique strategic goals—so every recommendation aligns with where you want to take your business.
Autonomous innovation slashes development cycles, removing bottlenecks and enabling rapid iteration. The result? Faster launches, quicker customer impact, and stronger market share.
Our agents don’t replace your creative talent—they boost their speed, sharpen their insights, and free them from repetitive work to focus on high-value work. They gain insights that humans often miss, leading to breakthrough ideas and differentiated products.
Automation cuts costs, reduces errors, and ensures resources flow to the highest-value opportunities, maximizing return on every euro spent.
Predictive analytics and early testing sharpen decision-making, boosting adoption and long-term product success.
AI tailors products to individual needs, driving loyalty, satisfaction, and lasting competitive edge.
Automated data, prototyping, and testing compress cycles, enabling continuous product updates and a steady flow of value.
Evidence replaces guesswork. Every decision is powered by real insights, fueling smarter strategy and stronger results.
Autonomous testing agents identify flaws, optimize formulations, and reduce costly dead ends before physical prototypes are made.

Accelerate innovation with AI-powered product design, simulation, and testing. From digital twins to agentic product innovation, we cut trial-and-error, de-risk investments, and help you bring better products to market—faster, smarter, and with confidence.

Unum will transform your enterprise. It is not just another tool. It is a living system. It flows through your organisation—learning, adapting, and scaling. Every interaction makes it sharper. Every approval makes it stronger.
We have an agnostic mindset. We connect your Product Innovation Agent with your existing tech stack—no disruptions, just smooth, intelligent automation. With robust security frameworks and built-in guardrails, you can trust AI to handle customer data responsibly.
Our AI agent integrates seamlessly with PLMs, ERPs, and other systems, ensuring data flows smoothly across all functions.
Fully compliant with GDPR, CRA, and industry-specific regulations.
Our agents operate within strict security frameworks, ensuring enterprise-grade data protection and reliability.
Track sales numbers, product adoption and ROI with AI-driven analytics
Stay in the loop with stories from our team, success cases from our clients, and news on what we’re building behind the scenes. Whether it's a deep dive into the latest in AI, a behind-the-scenes look at a real-world implementation, or product updates we’re proud of — here’s what’s been happening lately.

Explore how ChatGPT apps transform customer journeys by moving discovery, decision-making, and action into conversational AI interfaces.

Explore how a production-grade AI system forecasts real-time system imbalance in Belgium, reducing forecast error by 16% compared to TSO reference forecasts under live operational constraints.

Compare managed vs custom AI agent solutions in 2026. Learn when to use each, key trade-offs, and how to choose for production AI systems.