Only 13% of AI projects reach production. The issue isn't the technology
itself; instead, it's that the people deploying it have often never set foot on a factory floor,
in a restaurant, or inside a back office.
We operate as realists, not idealists.
We attend your meetings, walk the floor, and go to your clients' sites to
find the highest-leverage AI integration points.
We don't present slide decks. We work with your team, take feedback, and
iterate until you get your dollar's worth.
AI is happening now. You can't sit this one out.
Torrey Labs publishes applied research on AI systems for physical
operations.
Agentic AI for Back Office Operations
Abstract: We describe an approach to embedding multi-agent AI systems into
existing business workflows — content generation, proposal creation, marketing assets,
branded collateral — without changing how the business operates externally. The system
inherits existing brand guidelines, templates, and approval chains, producing work that is
indistinguishable from what the team already delivers. The goal is not transformation but
compression: the same output, the same quality, fewer hours.
Ambient Intelligence for Hospitality
Abstract: We present a system that augments frontline hospitality staff
with real-time guest context drawn from CRM records, reservation history, and ambient audio
analysis. Returning guests are recognized, preferences are surfaced at the point of
interaction, and service quality — cover times, upsell rates, staff engagement — becomes
measurable. The result is bespoke, high-touch service at scale without additional staff
burden.
Computer Vision on Existing Cameras
Abstract: We examine the deployment of vision models on camera
infrastructure already installed in retail and hospitality environments. The system extracts
operational metrics businesses currently guess at — section-level foot traffic, table
turnover and bussing latency, seating preference patterns, underperforming floor zones. No
new hardware. Surveillance cameras become continuous operational sensors.