Real-world AI systems built from everyday observation.
Each system begins with a real setting, identifies what was missing, and introduces a focused, ethical AI-assisted intervention designed to support human decision-making.
01
SipSense
Operational pattern intelligence for cafés, modeling demand variability and idle-time dynamics to identify structural instability beyond food and aesthetics.
02
Gallio
Dynamic mapping infrastructure for informal street vendors in India, enabling real-time visibility of mobile markets and temporary stalls.
ABOUT US
THE SEEN is an independent, research-driven initiative focused on designing human-centered AI systems grounded in everyday observation.
Rather than beginning with technological capability, THE SEEN begins with real environments — cafés, informal markets, small businesses, and overlooked urban systems — and asks what is structurally missing.
Each system is built through careful observation, problem definition, and ethical design. The goal is not automation, but visibility. Not optimization, but understanding.
By modeling demand variability, informal economic flows, and operational instability, THE SEEN explores how small, interpretable AI systems can strengthen everyday systems without disrupting them.
How We Work
THE SEEN follows a structured systems approach grounded in observation, modeling, and ethical restraint.
03
Design Interpretable AI Systems
We build systems that people can understand.
Instead of chasing complexity, we choose methods that make patterns clearer.
01
Observe Real Systems
We begin by studying everyday environments — cafés, informal markets, small businesses, and urban flows — before introducing any technical intervention.
The goal is to understand structural dynamics, not surface symptoms.
02
Define the Structural Gap
Most systems do not fail because of effort.
They fail because of invisible instability.
We identify what people cannot easily see — patterns over time, hidden instability, missing feedback, or structure in the systems they rely on.
Why THE SEEN exists?
Most technology starts by asking,
“What can we build with AI?”
THE SEEN starts somewhere else.
We ask,
“What am I seeing in everyday life that isn’t being understood, measured, or helped?”