Transforming Warehouse Operations with AI Machine Vision
Dendri Design needed a sophisticated AI quality control system for one of the world's largest retail warehouses — after nine other teams failed to deliver. We built it from scratch, on time.
A highly specialised system that four professionals couldn't build
Dendri Design was developing AI Machine Vision technology for a major multinational retailer's warehouse — an environment with zero tolerance for error. The project had stalled after a string of failed engagements, leaving a critical system incomplete.
A precise, end-to-end quality control system — built to spec
Gradient Insight began with a thorough analysis of the client's existing implementation, then designed and delivered an advanced multi-condition validation system — complete with a traceable UI, tightly integrated into the AI vision pipeline and Python application.
Comprehensive audit of the client's initial AI Machine Vision implementation to identify gaps
Advanced multi-condition quality control system: presence, count, alignment, relative positions, colour and more
Traceable UI showing exactly why each inspection element passes or fails — for human oversight and debugging
Integrated Python application tightly coupled to the AI vision pipeline for real-time feedback
Swift response to blockers — urgent issues resolved same-day with no operational downtime
Fully delivered on time, within scope, and to spec — where four prior teams could not
Delivered in full — where four others couldn't
The final system exceeded the client's expectations on every dimension: accuracy, reliability, traceability, and speed. The warehouse AI now operates with multi-condition quality control that simply didn't exist before.
"Gradient Insight has completed all tasks on time. The team has quick responses to complex problems and provides urgent feedback and assistance whenever needed. Their problem-solving skills stand out."
Similar challenge?
We solve the AI problems others can't — from architecture to production delivery, on time.
Book a free discovery callSee the system in action
"I tried working with four other people before hiring them. None of them could actually deliver. With them it was different. They cared about the results, the reliability to actually get things done."
Your domain, your data — built to your exact requirements
We don't adapt generic models. We architect bespoke AI systems that meet your performance, quality, and infrastructure constraints — from scratch.