Catch real defects. Buy only the robots that pay back.

What we do

• Check a vendor or integrator quote line by line: cycle time, uptime, labour saved and acceptance tests
• Measure what each step can handle and find the bottleneck before anyone picks the technology
• Put a process fix, a camera system, a cobot and doing nothing through the same payback test
• Work out payback, net present value (NPV) and whether a small trial is worth it before the capital goes out
• Cover the mechanical, controls and safety assumptions on any robot cell with the right engineering expertise

What you receive

1. Every assumption in the quote, and whether it holds up
2. Capacity table with the bottleneck marked
3. Shortlist of options, including fixing the process and doing nothing
4. Payback, NPV range and the value of a trial, for each option
5. Questions to put to the vendor before you sign

Measured against your baseline

• Quote assumptions tested against your line before you sign
• Capital spent only where the payback holds up
• A clear record of why each option was picked or dropped

Experience behind it, Arjun Murthy and Rahul Nath

• Every option goes through the same checks: find the bottleneck, try fixing the process first, test the return three ways, and ask whether a small trial is worth it before the capital goes out.
• Arjun Murthy has benchmarked rival scanning products from established vendors against measures he set, including decode rate, text-reading accuracy and battery drain.
• Rahul Nath works on the payback model, the owner and the measures. EliteWorks brings the right engineering expertise to the mechanical, controls and safety assumptions.

EliteWorks delivers the full engagement end to end, with the right expertise for each part of the work.

What we do

• Put a cost on each type of defect: scrap, rework, warranty or a customer penalty
• Build a labelled set of test images from your own parts, with your quality owner approving the labels
• Train models and test them on on-device hardware for accuracy, speed and power use
• Report real rejects, false rejects and missed defects at the defect rate your line actually runs
• Deliver the lighting, optics, triggering and reject handling with the right machine vision engineering

What you receive

1. Defect definitions and a labelling guide
2. Labelled test images, kept apart from training
3. Model and hardware test results for accuracy, speed and power
4. Table of real rejects, false rejects and missed defects at your defect rate
5. Cost-of-quality case from your own scrap, rework and warranty data
6. A go, test-further or stop report, with the cost of going live

Measured against your baseline

• Missed defects: faults that reach the next step or the customer
• False rejects: good parts scrapped or checked again
• Inspection time per part, and the inspector hours it frees

Experience behind it, Arjun Murthy

• He leads software and AI at an Indian electronics manufacturer, including real-time vision and tracking built to decide in real time.
• He built reference-image regression tests and test suites that teams across products adopted.
• He has shipped on-device vision for text reading, scanning and measurement. On a production line, EliteWorks brings the machine vision engineering that line inspection needs.

EliteWorks delivers the full engagement end to end, with the right expertise for each part of the work.

What we do

• Test in the conditions where vision struggles today: glare, dust, speed and part variety
• Choose the camera and edge hardware, and tune the model to decide in real time on it
• Set checks that catch any slowdown or accuracy drop before each release

What you receive

1. Field test results in your real conditions
2. Speed and power measured on the target hardware
3. A vision model tuned for the device, with its tests

Measured against your baseline

• Decision time per image, on the device
• Missed defects and false rejects in real conditions
• Power use against the device's budget

Experience behind it, Arjun Murthy

• At an Indian electronics manufacturer, Arjun Murthy leads the software and AI work, from real-time vision and tracking to AI workflows.

EliteWorks delivers the full engagement end to end, with the right expertise for each part of the work.

What we do

• Work out what the robot must see, track and decide on your line
• Build the vision and tracking software, tuned to run on the device
• Build the software link between the robot and your line systems, with the integration partner
• Test on real parts at real line speeds before handover

What you receive

1. Vision and tracking software for the robot
2. Software link to your line systems
3. Test results on real parts
4. Documentation and handover to your team

Measured against your baseline

• Parts found and picked correctly
• Robot stops caused by vision or tracking
• Time from robot delivery to steady running

Experience behind it, Arjun Murthy

• Arjun Murthy runs software and AI at an Indian electronics manufacturer, where the work covers real-time vision and tracking as well as AI workflows.
• He built safety-critical railway signalling software to strict European safety standards.

EliteWorks delivers the full engagement end to end, with the right expertise for each part of the work.

What we do

• Pick the type of machine where an unplanned stop costs most, from your own downtime and maintenance records
• Plan where the sensors, devices and gateways go, within your network and site safety rules
• Build fault detection that runs on the device, so a warning never waits on the internet
• Agree who acts on a warning, how fast, and how false alarms get logged and learned from

What you receive

1. Your machines ranked by what a breakdown costs, from your own downtime and maintenance data
2. Sensor and device design for one machine type
3. Fault detection model, with its test results
4. Alert rules, owners and response times
5. Business case comparing fix-when-broken, fixed-schedule and warning-based maintenance for that machine type

Measured against your baseline

• Unplanned stops on the machines in scope
• Planned maintenance jobs that found nothing wrong
• Warning time before the failure it flagged

Experience behind it, Arjun Murthy

• Arjun Murthy designed a condition monitoring system with low-power wireless sensors, small gateways and tiny AI models that spot unusual vibration and temperature right on the device.
• He led a Wi-Fi environmental monitoring platform with more than 15 sensors, secure APIs and dashboards.

EliteWorks delivers the full engagement end to end, with the right expertise for each part of the work.