Funded · $125K hundred.systems ↗

Hundred

Automated cosmetic inspection for consumer electronics parts.

Founded Sep 2026San Francisco, United States$125K raised Artificial IntelligenceHardwareMachine Learning

The founders

IG
Columbia University

The company

What they're building

Hundred is an automated inspection system that catches sub-millimetre cosmetic defects in consumer electronics parts before they hit the assembly line. The aim is to cut factory waste and prevent line-down issues that can turn a finished device into scrap.

Why now

Product designs now change faster than traditional vision models can be retrained, so factories still fall back on people checking parts under microscopes — a process that reportedly misses around 15% of defects. With defects costing U.S. discrete manufacturers an estimated $45 billion a year, the economics of manual inspection are harder to defend.

The backstory

Erica saw the problem up close designing hardware at Meta, Google and Magic Leap. She met Imani at Columbia's admitted-students day in 2017 and later connected with Iris through mutual friends in the Bay Area, forming the team around a simple conviction: manual inspection shouldn't exist in 2026.

Why this team

The founding team pairs hardware design experience with serious engineering depth — Imani spent five years at Twitch building software handling billions of requests a day, and Iris moved from quant work at Citadel to researching machine learning on 3D meshes and structured data at Imperial College London. That mix of scale software and structured-data ML maps closely onto the inspection problem.

Who else is building in this space

Thousands more founded every month.

Dealroom tracks new companies as they appear — founders, funding and signals, over the API or in the platform.