Articles, insights, and deep-dives on Digital Twins, Simulation, Multi-agent systems, and the future of customer intelligence, from the Preferences AI team.
Run infinite what-if scenarios across your Digital Twin library before committing budget to any campaign, price change, or product launch. Reduce research cycles from weeks to minutes.
Our OpenClaw integration connects preference intelligence to an entire ecosystem of specialised AI agents (sales, support, marketing, research, and finance), all operating with shared customer context.
Our Memory Layer is the core intelligence architecture, synthesizing raw feedback into high-fidelity Digital Twins, powering simulations, and routing preference signals to autonomous agents.
Decentralised AI agents that execute tasks autonomously on local hardware are no longer science fiction — they are here. But without a shared memory layer, these agents operate in silos, duplicating effort and losing context. Here is why the Memory Layer changes everything.
The $140 billion market research industry is being disrupted faster than most incumbents are willing to admit. AI agents, synthetic consumer panels, and real-time preference intelligence are replacing methodologies that have not fundamentally changed in fifty years.
Turn your customer data into living Digital Twins and start running infinite simulations today.