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Ably vs Assembly Copilot comparison

 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

Ably
Ranking in AWS Marketplace
173rd
Average Rating
9.0
Number of Reviews
1
Ranking in other categories
No ranking in other categories
Assembly Copilot
Ranking in AWS Marketplace
45th
Average Rating
9.6
Number of Reviews
2
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of January 2026, in the AWS Marketplace category, the mindshare of Ably is 0.1%, up from 0.1% compared to the previous year. The mindshare of Assembly Copilot is 0.1%, up from 0.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AWS Marketplace Market Share Distribution
ProductMarket Share (%)
Assembly Copilot0.1%
Ably0.1%
Other99.8%
AWS Marketplace
 

Featured Reviews

reviewer2789682 - PeerSpot reviewer
Software Developer at a financial services firm with 1,001-5,000 employees
Real-time data delivery has improved my cloud-based peptide calculations and daily problem solving
The best features Ably offers in my experience are the live leaderboards, the location tracking, and other capabilities. Out of live data boards and location tracking, I find myself relying on the leaderboards the most. Ably has positively impacted my organization because I was using it in my side project, and it has been very helpful. I have also used it in multiple big projects which I'm planning to do, so it will help us. From using Ably in my side project, I've noticed specific outcomes such as time savings and increased reliability. It helped me with features for the peptide calculator, including one-to-one group and mass scalings.
Purva - PeerSpot reviewer
Application development senior analyst at Accenture
Automated vision checks have reduced defects and now improve throughput in hardware assembly
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.
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881,114 professionals have used our research since 2012.
 

Questions from the Community

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What is your experience regarding pricing and costs for Assembly Copilot?
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 use...
What needs improvement with Assembly Copilot?
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.
What is your primary use case for Assembly Copilot?
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 u...
 

Comparisons

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Overview

Find out what your peers are saying about Ably vs. Assembly Copilot and other solutions. Updated: January 2026.
881,114 professionals have used our research since 2012.