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Assembly Copilot

Retrocausal

Reviews from AWS customer

1 AWS reviews
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    Purva

Automated vision checks have reduced defects and now improve throughput in hardware assembly

  • January 09, 2026
  • Review provided by PeerSpot

What is our primary use case?

My main use case for Assembly Copilot is in a primary manufacturing team where we use Vision AI for hardware assembly to automate quality checks and reduce the field failures.

In my daily work, I use Assembly Copilot similarly to Vision AI for hardware, utilizing servers, networking gears, and IoT devices to automate the quality checks.

What is most valuable?

The best features Assembly Copilot offers include real-time operator guidance via displays, lights, and projectors, which helps to prevent any errors with automatic cycle timing and grading against ideal workflows, as well as impressive video traceability for root cause analysis.

I find myself relying most on the feature that reduces rework, as it helps reduce scrap and compliance issues by intervening only when errors are imminent, improving yield and quality without slowing the operators.

Assembly Copilot positively impacts my organization by providing actionable data for engineers to balance lines, identify waste, and compare performance across shifts, which accelerates process improvement.

What needs improvement?

Assembly Copilot can be improved with a clearer return of investment calculator and easier scaling across global factors to help enterprise adoption beyond early adopters.

For how long have I used the solution?

I have been using Assembly Copilot for around six months.

What do I think about the stability of the solution?

Assembly Copilot is stable.

What do I think about the scalability of the solution?

The scalability of Assembly Copilot is great.

How are customer service and support?

The customer support is perfect, providing 24/7 assistance.

How would you rate customer service and support?

Positive

Which solution did I use previously and why did I switch?

I did not previously use a different solution.

How was the initial setup?

My experience with pricing, setup cost, and licensing is that the setup cost, which includes the one-time camera and installation, tool integration, and initial training, is a low barrier as it uses existing webcams and plug-and-play devices. However, the pricing is not publicly listed and focuses on subscription per line, and I believe more public view and proper pricing would help further.

What was our ROI?

I have seen a return on investment as the errors were reduced, so defects were reduced leading to fewer returns and scrap, and there is a faster root cause analysis, so overall time is saved.

What's my experience with pricing, setup cost, and licensing?

My experience with pricing, setup cost, and licensing is that the setup cost, which includes the one-time camera and installation, tool integration, and initial training, is a low barrier as it uses existing webcams and plug-and-play devices.

Which other solutions did I evaluate?

Before choosing Assembly Copilot, I did not evaluate other options.

What other advice do I have?

My advice to others looking into using Assembly Copilot is that it will really help you to reduce defects and increase overall processing time, so go for it.

I have observed a strong reduction in errors due to Assembly Copilot, which aids in faster root cause analysis and results in higher throughput payback often within months for high-volume assemblies. I would rate this product 9 out of 10.


    reviewer2788134

Automation has reduced hiring errors and saves several days on each complex onboarding task

  • December 20, 2025
  • Review from a verified AWS customer

What is our primary use case?

My main use case for Assembly Copilot is to reduce errors in our complex manual tasks. Job posting is done on the employer side, and on the candidate side, we handle applications and everything related to that.

A quick specific example of how I use Assembly Copilot is on the candidate side, where it helps us with guidelines to upload the correct documents, fill skills accurately, and perform incomplete checks, such as identifying incomplete fields or missing mandatory fields. All of those checks can be done. In the internal area, especially for support, our team uses it for ticket resolution.

Beyond that, Assembly Copilot is also used in the sales and employer part for onboarding.

What is most valuable?

The best features Assembly Copilot offers include a user-friendly interface, so there is no need to keep searching or rushing for us. Things are available easily whenever I need to check them. Along with that, I have templates and other tools that help me make my task easy in my daily life.

Assembly Copilot has positively impacted my organization by allowing tasks that used to require three to four days to be completed within a day or even within a few minutes. The major difference that we see is that it directly impacted our time management. Additionally, the number of people required for the task has been reduced.

I can share that three to four days are saved per task.

What needs improvement?

There are many good points about Assembly Copilot, but one thing that I feel is missing is the ability to interact using more sample data from whatever input I provide.

For how long have I used the solution?

I have been using Assembly Copilot for around six months now.

What do I think about the stability of the solution?

Assembly Copilot is stable.

What do I think about the scalability of the solution?

Assembly Copilot's scalability is quite good.

How are customer service and support?

The customer support is very good.

How would you rate customer service and support?

Positive

Which solution did I use previously and why did I switch?

I am not sure about using a different solution, as Assembly Copilot has been in place since the time I joined.

How was the initial setup?

My experience with pricing, setup cost, and licensing was quite reliable, efficient, and easy to set up.

What was our ROI?

I have seen a return on investment, and as I previously mentioned, the number of days required for a particular task has been drastically improved.

What's my experience with pricing, setup cost, and licensing?

I purchased Assembly Copilot through the AWS Marketplace.

Which other solutions did I evaluate?

I am also not sure if my team evaluated other options before choosing Assembly Copilot.

What other advice do I have?

I would rate Assembly Copilot a 10 on a scale of one to 10.

I give it a 10 mainly because of the way I use it in everyday life and the way it makes my life easier.

I would advise others looking into using Assembly Copilot to keep it on their radar, as the way it can be used and the way it has no limitations to use is quite impressive. I give Assembly Copilot an overall review rating of 10.

Which deployment model are you using for this solution?

Public Cloud

If public cloud, private cloud, or hybrid cloud, which cloud provider do you use?


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