Phones, PCs, wearables, XR, robotics

Devices & Consumer Electronics

Which LLM interaction works best for your customers on everyday devices?

For smartphone, PC, wearable, XR, robotics, and other device makers. We research what helps your customers use multimodal LLMs naturally and effectively, and when text, voice, vision, on-device inference, or cloud support is worth using.

Customer task successModality & routingUsability & repeat use

Research questions across product, marketing, sales, pricing, and adoption

seeking partner

ProductValue & PricingAdoption & Retention

When should a multimodal LLM stay on-device or escalate to the cloud?

Test whether a context- and privacy-aware policy can choose text, voice, vision, on-device inference, or cloud escalation more effectively than a fixed interaction policy.

View hypothesis

Bring us the LLM adoption problem. We turn it into evidence for a better business decision.

We design research around what your customers need to understand, value, choose, buy, use, or keep paying for. Purchase consideration, willingness to pay, adoption, retention, and unit economics can be measured research targets — never promised results.

Start a project