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Assembly Copilot vs Dremio comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Nov 9, 2025

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

Assembly Copilot
Average Rating
9.6
Number of Reviews
2
Ranking in other categories
AWS Marketplace (54th)
Dremio
Average Rating
8.4
Reviews Sentiment
6.6
Number of Reviews
11
Ranking in other categories
Cloud Data Warehouse (8th), Data Science Platforms (10th)
 

Mindshare comparison

Assembly Copilot and Dremio aren’t in the same category and serve different purposes. Assembly Copilot is designed for AWS Marketplace and holds a mindshare of 0.2%, up 0.1% compared to last year.
Dremio, on the other hand, focuses on Data Science Platforms, holds 2.2% mindshare, down 4.2% since last year.
AWS Marketplace Mindshare Distribution
ProductMindshare (%)
Assembly Copilot0.2%
Finimize All-In Access0.4%
SurePath AI0.4%
Other99.0%
AWS Marketplace
Data Science Platforms Mindshare Distribution
ProductMindshare (%)
Dremio2.2%
Databricks8.2%
Dataiku5.6%
Other84.0%
Data Science Platforms
 

Featured Reviews

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.
Corrr Moray - PeerSpot reviewer
SR BI developer at BRQ Digital Solutions
Has simplified complex data integration workflows and supported consistent reporting across multiple sources
We also have a close relationship with the team that does the Dremio maintenance for the database, like upgrading the versions and they know about some specific problems we had in the past, such as a memory leak. We had a memory leak on some versions, which sometimes stopped the service. Since we are using Dremio installed like a server, not a SaaS solution, many times we need to stop and restart the service to clear all the cache and all that, and this is the thing I should add. I see that many times the new versions of Dremio have not fixed old bugs, and in some new versions, old problems that were previously fixed come back again, so I think the upgrade part could use improvement. I remember using some features in the past, like pivot tables, which proved to be really difficult, but I know this is a fault also for other vendors. Pivoting, transposing, and unpivoting are often not so good. CTEs also many times prove to be not so good, so I think these two main items could be improved significantly if they standardize them.

Quotes from Members

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

Pros

"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."
"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."
"Dremio has positively impacted my organization as nowadays we are connected to multiple databases from multiple environments, multiple APIs, and applications, and Dremio organizes everything in an amazing way for me."
"Everyone uses Dremio in my company; some use it only for the analytics function."
"Dremio allows querying the files I have on my block storage or object storage."
"Dremio enables you to manage changes more effectively than any other data warehouse platform. There are two things that come into play. One is data lineage. If you are looking at data in Dremio, you may want to know the source and what happened to it along the way or how it may have been transformed in the data pipeline to get to the point where you're consuming it."
"The most valuable feature of Dremio is it can sit on top of any other data storage, such as Amazon S3, Azure Data Factory, SGFS, or Hive. The memory competition is good. If you are running any kind of materialized view, you'd be running in memory."
"The native error interface has been most valuable."
"The first feature that stands out for me in Dremio is the federated type of query, which allows the possibility to use multiple endpoints without worrying about writing custom SQL that runs only for SQL Server or for Postgres and Redshift."
"The most valuable feature of Dremio is it can sit on top of any other data storage, such as Amazon S3, Azure Data Factory, SGFS, or Hive."
 

Cons

"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."
"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."
"Dremio doesn't support the Delta connector. Dremio writes the IT support for Delta, but the support isn't great. There is definitely room for improvement."
"Dremio could be improved by making it easier for data cataloging, especially when working with open table formats, as you have to choose a data format and then go into it."
"They need to have multiple connectors. Starburst is rich in connectors, however, they are lacking Salesforce connectivity as of today."
"There are performance issues at times due to our limited experience with Dremio, and the fact that we are running it on single nodes using a community version."
"It shows errors sometimes."
"Dremio takes a long time to execute large queries or the executing of correlated queries or nested queries. Additionally, the solution could improve if we could read data from the streaming pipelines or if it allowed us to create the ETL pipeline directly on top of it, similar to Snowflake."
"The community version lacks information or documentation."
"Dremio takes a long time to execute large queries or the executing of correlated queries or nested queries."
 

Pricing and Cost Advice

Information not available
"Right now the cluster costs approximately $200,000 per month and is based on the volume of data we have."
"Dremio is less costly competitively to Snowflake or any other tool."
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Top Industries

By visitors reading reviews
Construction Company
30%
Manufacturing Company
10%
Healthcare Company
10%
Comms Service Provider
7%
Financial Services Firm
25%
Computer Software Company
8%
Comms Service Provider
6%
Healthcare Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business1
Midsize Enterprise5
Large Enterprise5
 

Questions from the Community

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...
What is your experience regarding pricing and costs for Dremio?
I don't have information about pricing, setup cost, and licensing for Dremio, so I am not entitled to discuss it.
What needs improvement with Dremio?
I wouldn't say there is anything Dremio can be improved on. If I could change something, I would say many developers and programmers, when they are starting to work in this specific field or area, ...
What is your primary use case for Dremio?
I have been using Dremio for a year and a half. My main use case for Dremio is that I am able to access multiple databases and I can easily and quickly connect Dremio with my dashboards. In my rece...
 

Comparisons

No data available
 

Also Known As

No data available
Dremio AWS - BYOL
 

Overview

 

Sample Customers

Information Not Available
UBS, TransUnion, Quantium, Daimler, OVH
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