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Cleanlab Reviews & Product Details

Cleanlab Overview

What is Cleanlab?

Data you can trust. Turn unreliable data into reliable models and insights. Automatically find and fix errors for LLMs and the modern AI stack.

Cleanlab Details
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Product Description

Data you can trust. Turn unreliable data into reliable models and insights. Automatically find and fix errors for LLMs and the modern AI stack.


Seller

Cleanlab

Description

Cleanlab provides enterprise-grade guardrails for Generative AI, validating responses in real time and offline to prevent hallucinations, policy breaches, and retrieval errors before they reach users. This ensures safety and compliance across any RAG, agent, or chat application.

Cleanlab Integrations

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Integration information sourced from real user reviews.

Recent Cleanlab Reviews

Ashish A.
AA
Ashish A.Mid-Market (51-1000 emp.)
4.5 out of 5
"CleanLab: Best ML Modules Optimizer"
The best part of Cleanlab is it's AI models which optimizes any pretrained modules with great level of efficiency. Another best part is it's docum...
Ritesh S.
RS
Ritesh S.Mid-Market (51-1000 emp.)
4.0 out of 5
"Powerful label-cleaning with a slight learning curve"
Accurate error detection. The ability to automatically spot mislabeled and low-confidence examples has saved me countless hours of manual review. ...
Hemant R.
HR
Hemant R.Small-Business (50 or fewer emp.)
5.0 out of 5
"Best and easy to use AI"
Easy to use. No much hardware setup is required and the way it helps in refining data & on the e-commerce side is wonderful.

Cleanlab Media

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12 Cleanlab Reviews

4.2 out of 5
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12 Cleanlab Reviews
4.2 out of 5
12 Cleanlab Reviews
4.2 out of 5

Cleanlab Pros and Cons

How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Cons
G2 reviews are authentic and verified.
Ashish A.
AA
Developer
Mid-Market(51-1000 emp.)
More Options
Validated Reviewer
Verified Current User
Review source: G2 invite
Incentivized Review
What do you like best about Cleanlab?

The best part of Cleanlab is it's AI models which optimizes any pretrained modules with great level of efficiency. Another best part is it's documentation, Any type of users can use Cleanlab by reading it's documentation. And TLM module is best, it optimizes any LLM. It's API feature helps the integration part much easier. Review collected by and hosted on G2.com.

What do you dislike about Cleanlab?

As of now I find it a bit hard to dislike such great module. But still talking about it's dislike : It is expensive and some small startups may not afford it. Also, TLM doesn't do great with unstructured data. Review collected by and hosted on G2.com.

What problems is Cleanlab solving and how is that benefiting you?

I work as a Data Manager in a Company which works with US Healthcare Data. We train modules on Healthcare datasets. Cleanlab helps us identifies and flags incorrect labels. The modules we train sometimes misinterpret the inputs. Here Cleanlab plays a vital role. This optimizes our ML modules and also helps to identifies outliers. In general Cleanlab helps us with optimizing our AI models. Review collected by and hosted on G2.com.

Ritesh S.
RS
Software Engineer
Mid-Market(51-1000 emp.)
More Options
Validated Reviewer
Verified Current User
Review source: G2 invite
Incentivized Review
What do you like best about Cleanlab?

Accurate error detection. The ability to automatically spot mislabeled and low-confidence examples has saved me countless hours of manual review.

Seamless pandas integration. Working directly on DataFrames makes it trivial to plug Cleanlab into existing preprocessing pipelines.

Clear, example-driven docs. The step-by-step tutorials helped me get up and running in under an hour. Review collected by and hosted on G2.com.

What do you dislike about Cleanlab?

Initial setup complexity. Installing all dependencies (and configuring environments) can feel a bit involved if you’re just experimenting.

Performance on very large datasets. Label-error detection can be slow without additional tuning or sampling. Review collected by and hosted on G2.com.

What problems is Cleanlab solving and how is that benefiting you?

Cleanlab tackles the hidden “label noise” in your datasets—mislabeled, ambiguous or low-confidence examples that quietly drag down model accuracy. By automatically flagging and ranking these problematic records (and even suggesting which labels to trust), Cleanlab lets me:

Catch mistakes early, before they poison training, so my models learn from clean, reliable data.

Streamline data audits, turning hours of manual review into minutes of focused corrections.

Boost final performance, since models trained on higher-quality labels consistently deliver better accuracy and robustness.

Overall, Cleanlab empowers me to maintain a trustworthy, production-ready dataset with far less effort—and to iterate on models faster and with greater confidence. Review collected by and hosted on G2.com.

nageen n.
NN
Senior Software Analyst
Enterprise(> 1000 emp.)
More Options
Validated Reviewer
Review source: G2 invite
Incentivized Review
What do you like best about Cleanlab?

The time we spent in dataset to significanty decrese after using cleanlab. i would say its save lots of time. Review collected by and hosted on G2.com.

What do you dislike about Cleanlab?

sometime it getting slow on large dataset but we have not so frequnt those dataset but yes there is need to improvment. Review collected by and hosted on G2.com.

What problems is Cleanlab solving and how is that benefiting you?

The problem with our existing dataset is clean by manully most of time and sometime heuristics so this is best suited for us to solve our problem. our 70-80% time and human affort are decrese. Review collected by and hosted on G2.com.

Hemant R.
HR
Architect Engineer
Small-Business(50 or fewer emp.)
More Options
Validated Reviewer
Review source: G2 invite
Incentivized Review
What do you like best about Cleanlab?

Easy to use. No much hardware setup is required and the way it helps in refining data & on the e-commerce side is wonderful. Review collected by and hosted on G2.com.

What do you dislike about Cleanlab?

Nothing as such I can think of. need to look more into the product before making any statement. Review collected by and hosted on G2.com.

What problems is Cleanlab solving and how is that benefiting you?

So we have a lot of customer data but it's mostly messy and not linked properly but with Cleanlab it gives us a properly formatted data. Review collected by and hosted on G2.com.

Ritesh  P.
RP
IT Manager
Small-Business(50 or fewer emp.)
More Options
Validated Reviewer
Verified Current User
Review source: G2 invite
Incentivized Review
What do you like best about Cleanlab?

The AI insights which are there which helps the person do the work in less time. Review collected by and hosted on G2.com.

What do you dislike about Cleanlab?

The delay time is quite high sometimes it takes bit more time than usual Review collected by and hosted on G2.com.

What problems is Cleanlab solving and how is that benefiting you?

It is solving the problems related to Machine learning datasets. Review collected by and hosted on G2.com.

Matt H.
MH
Business Analyst
Consulting
Small-Business(50 or fewer emp.)
More Options
Validated Reviewer
Verified Current User
Review source: G2 invite
Incentivized Review
What do you like best about Cleanlab?

Cleanlab Studio’s big advantage lies in automating the finding of mislabeled data, a game-changer for our AI projects. It boasts an easy-to-use interface and strong algorithms that significantly reduce data cleaning time, thereby allowing our team to engage more on model development. What’s more, this has made it possible to improve workflows through seamless integration with existing data pipelines thus making maintenance of high-quality datasets easier. Review collected by and hosted on G2.com.

What do you dislike about Cleanlab?

The main limitation is that there are no advanced customization options available for the purpose of cleaning up the data. In some cases where more detailed control would have been useful, although automated features can be very effective. Also, setting up initially may be somewhat complicated and requires some familiarization time with all these functionalities. Review collected by and hosted on G2.com.

What problems is Cleanlab solving and how is that benefiting you?

Mislabeled data is a major concern addressed by Cleanlab Studio which affects performance of machine learning models severely. This enhances model precision by automating validation and correction processes of its datasets reducing manual data checks lead times. Thus we have seen shorter time frames for project completion and higher customer contentment resulting into success because it aligns perfectly with our agency’s need for speed and accuracy. Review collected by and hosted on G2.com.

Abhishek Kumar M.
AM
Student
Enterprise(> 1000 emp.)
More Options
Validated Reviewer
Review source: G2 invite
Incentivized Review
What do you like best about Cleanlab?

Automated Data Cleaning

Seamless Integration

Robust Error Detection

Improves Model Accuracy

Support Multiple Data Types Review collected by and hosted on G2.com.

What do you dislike about Cleanlab?

Computational Overhead

Steep Learning Curve

Dependence on Model Predictions

Not Fully Automated

Limited GUI Support Review collected by and hosted on G2.com.

What problems is Cleanlab solving and how is that benefiting you?

Mislabeled Data Detection

Data Quality Assurance

Reduce Manual Effort

Works Across Data Types

Scalability in Data Cleaning Review collected by and hosted on G2.com.

Avanthi G.
AG
Business analyst
Mid-Market(51-1000 emp.)
More Options
Validated Reviewer
Review source: G2 invite
Incentivized Review
What do you like best about Cleanlab?

Cleanlab automatically finds and fixes errors in any dataset. Review collected by and hosted on G2.com.

What do you dislike about Cleanlab?

None come to mind.Everything looks good and great. Review collected by and hosted on G2.com.

What problems is Cleanlab solving and how is that benefiting you?

Fixing the errors in datasets. Review collected by and hosted on G2.com.

Verified User in Financial Services
UF
Enterprise(> 1000 emp.)
More Options
Validated Reviewer
Review source: G2 invite
Incentivized Review
Rating Updated ()
What do you like best about Cleanlab?

lot of functionalities to play around with . That helps massively as we crunch data sets.very helpful community and support model Review collected by and hosted on G2.com.

What do you dislike about Cleanlab?

difficult to use but very handy once you get hang of it. Docuemntation is improving. The community is growing . Review collected by and hosted on G2.com.

What problems is Cleanlab solving and how is that benefiting you?

fixing data gaps in my analysis.

Lot of times back testing data sets it's critical to ensure that the data quality is good Review collected by and hosted on G2.com.

Verified User in Religious Institutions
UR
Small-Business(50 or fewer emp.)
More Options
Validated Reviewer
Verified Current User
Review source: G2 invite
Incentivized Review
What do you like best about Cleanlab?

I like it's ability to clean data automatically. Review collected by and hosted on G2.com.

What do you dislike about Cleanlab?

It is unnecessary for a small business like ourselves. We do not need to outsource. This is the kind of thing that large companies need to quickly examine unruly amounts of data. Review collected by and hosted on G2.com.

What problems is Cleanlab solving and how is that benefiting you?

We need a way to make sure we don't have errors in our data as we are building a database of information. This looked promising but it is beyond what we need. Review collected by and hosted on G2.com.