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Black-and-white photographs of machined parts on a light table, a steel loupe resting on them and one print framed in blue.

Vision Line Check

Can a camera catch this defect? Know in five days.

Send us photos of good and bad parts you already have. In five days, without anyone visiting your plant, we find out whether AI vision can spot one type of defect, and how many good parts it would wrongly throw out. Then you know whether a full trial is worth it, or whether to stop here.

5 business days from start. Led by Arjun Murthy. Fixed fee, agreed before work starts.

Send us photos of good and bad parts you already have. In five days, without anyone visiting your plant, we find out whether AI vision can spot one type of defect, and how many good parts it would wrongly throw out. Then you know whether a full trial is worth it, or whether to stop here.

5 business days from start. Led by Arjun Murthy. Fixed fee, agreed before work starts.

Duration
5 business days from start
Format
Fully remote. Images you already have. One type of defect.
Lead
Arjun Murthy
Start
Start window stated in the scope

What you can decide at the end

Know whether a camera can catch your defect before you spend anything on cameras.

Fit

Who this is for, and who it is not for.

It is for

  • Quality and plant heads who want to know if camera inspection is worth it before a vendor walks in
  • Plants where inspectors catch a defect on some shifts and miss it on others, and there are photos or video of it
  • Teams outside India who want a first answer without anyone flying in

It is not for

  • Lines with no images of the defect yet. Talk to us and we'll show you how to collect them
  • Choosing lights, lenses, camera triggers or reject gates. That happens in the five-week trial, at your line
  • Anyone who needs a guaranteed accuracy figure. Five days can show promise or rule vision out. They can't promise how it will do on the live line

Before we start

What we need from you before day one.

At least 200 images of good parts and 50 of the defect.

A quality person who can confirm image labels within a day of being asked.

Your written permission to use the images, and your rules on where they may be stored.

How often the defect happens today, even a rough estimate.

Too few images, or labels nobody can confirm? You'll hear it on day one. Then we agree together, in writing, whether to pause while you collect more or stop, before the rest of the week is spent.

Day by day

Vision Line Check, day by day.

  1. Day 1

    What you see
    Kick-off call with your quality person to agree the defect and how often it shows up
    What we do
    Images checked for count, quality, duplicates and labels. A test set kept aside that the AI never learns from
    By the end
    Images accepted, or a clear reason to pause
  2. Days 2 and 3

    What you see
    A short check-in on any labelling questions
    What we do
    The first AI model trained, then tested only on the images kept aside
    By the end
    Results on images the model has never seen
  3. Day 4

    What you see
    Your quality person goes through the hardest misses and false alarms
    What we do
    What it means on your real line: how many rejects are real defects, how many good parts get thrown out, and how many defects slip through
    By the end
    Real-line numbers ready
  4. Day 5

    What you see
    Readout with your team
    What we do
    Report written: can a camera catch the defect, what it means on your line, and what a full trial would need, or why to stop
    By the end
    Next step agreed: full trial, better images first, or stop

Deliverables

What you receive at the end.

  1. Yes, no or not yet: can AI vision catch this defect?
  2. Test results on images the model never saw while it was learning
  3. What it means on your line: real defects caught, good parts thrown out, and defects missed
  4. The hardest misses and false alarms, shown as pictures
  5. What a full trial would need: images, lighting questions, likely hardware and the expertise it needs
  6. What this check leaves out: lights, lenses, triggers and reject gates

Who leads

Arjun Murthy leads this engagement.

Arjun Murthy runs the check himself: the testing, the AI model and the readout. Your quality person confirms labels and goes through the hardest misses and false alarms with him on day four.

Arjun Murthy

Co-founder and CTO

Runs the technology side: gets AI, vision and automation out of the demo and into daily use.

  • Head of Software and AI at a defence electro-optics company.
  • Built AI platforms for projects, operations, HR and company knowledge, with more than 100 daily users.

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

Related service: AI Vision Inspection

Who needs to agree

What each person who signs off gets from this step.

For the managing director or chief executive

Five days to answer one question: is this defect worth a camera? Then you choose a full trial, better images first, or stop.

For the operations head

Nobody visits the line. Your quality person joins a call on day one and a review on day four, and confirms labels when asked.

For the IT and plant systems head

Images come across by a method you approve and stay where you say. Nothing connects to your network or your line. At the end we delete or return them, as agreed in writing.

For the CFO

If the answer is no, you've spent five days instead of a capital budget, and you know exactly why.

For quality, health and safety

You see good parts wrongly rejected and defects missed at the defect rate you really have, instead of a flattering score on a tidy sample. No equipment goes in and no site permit is needed.

Commercial

A fixed price for the five days, agreed in writing before we start.

The scope names the fee, what you receive and the start window before any work begins.

Private tool, in your browser

Automation Payback Calculator

How much is it worth to test first, before you spend on equipment?

Estimate the payback

Questions

What buyers ask before they write to us.

Can five days really tell us anything?

It tells you whether a camera is worth a closer look for one type of defect, and it can rule a camera out early, before you spend on hardware. It can't tell you the accuracy you'll get in production. That needs your lighting, your line speed and more images, which is what the Proof of Value is for.

Why 200 good images and 50 of the defect?

That's the minimum we work with, so the images we hold back for testing contain enough real defects to give a reliable answer. More helps, especially of rare or borderline defects. Got fewer? Tell us on the first call and we'll say whether the check is still worth running.

Our images are confidential. Where do they go?

Wherever you say. Ask, and we'll sign a mutual non-disclosure agreement before you share anything. We write down in advance where the images are stored, who can see them, and when they're deleted or returned.

Do you need to visit the plant?

No. The check runs remotely on images you already have. That's also why lighting, lenses and camera triggering aren't part of it. Those can only be judged at the line.

What if the answer is stop?

Then you've spent five days instead of a whole vision project. You'll know why, and what would change the answer, such as more examples of the defect or a different camera position.

What follows

A yes gets you a trial plan. A no saves you the camera budget.

A yes leads to the five-week Camera Inspection Trial on your line.

If the images aren't good enough, the report says what to collect and how. If a camera is the wrong answer, it says that too, and we won't try to sell you anything else.

  • 5 weeks from start, Proof of value, On site

    Camera Inspection Trial

    Know whether camera inspection pays on your line before the hardware order goes in.

    Fixed fee, agreed before work starts

    See Camera Inspection Trial

Talk to a founder

Talk to a founder about Vision Line Check.

Tell us the decision in front of you and what you already have. A founder reads every message and replies within one business day.

A founder replies personally within one business day, Monday to Friday, India time.

General enquiries: support@eliteworks.ai, write using the message form

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