Reviews from AWS customer

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External reviews

75 reviews
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External reviews are not included in the AWS star rating for the product.


    Computer & Network Security

Powerful AI Governance Tool for Cybersecurity Compliance and Risk Management

  • October 07, 2025
  • Review provided by G2

What do you like best about the product?
It gives us clear visibility and control over AI and data workflows, making it easier to enforce compliance and manage risk. I especially value its explainability features and how well it integrates with our cybersecurity processes.
What do you dislike about the product?
The UI can feel a bit complex at first, especially for new users. There’s a learning curve, and some advanced features could be more intuitive. But once you’re familiar with it, it’s a powerful tool.
What problems is the product solving and how is that benefiting you?
It helps us manage AI risk, ensure compliance with data privacy regulations, and maintain transparency in automated decisions. This reduces security gaps and saves time during audits and risk assessments.


    Dr. Giulia S.

Governance product to face the EU AI Act

  • October 06, 2025
  • Review provided by G2

What do you like best about the product?
The product had matured greatly over the past year and offers access to a wide range of personas. This is extremely valuable since preparing the documentation for the EU AI Act is a team effort.

It is well integrated with Watsonx AI.
What do you dislike about the product?
Pricing tag.

Integration with Git can be improved.
What problems is the product solving and how is that benefiting you?
Monitoring AI models at different stages (from dev, test, production) and support for the EU AI Act requirements


    Ratnesh R.

Review for IBM Watsonex.governance

  • September 12, 2025
  • Review provided by G2

What do you like best about the product?
Much needed framework for governing models applications and data workflows.
Responsible AI Framework
Automated Compliance
What do you dislike about the product?
Not much as of now. New to me .Cost can be reduced if feasible.
What problems is the product solving and how is that benefiting you?
Customized dashboards and model factsheet,simplifies documentation.


    Ashish D.

The tool is pretty solid for managing AI models and ensuring compliance,

  • September 11, 2025
  • Review provided by G2

What do you like best about the product?
It makes AI models more transparent and easier to explain to others
What do you dislike about the product?
Some features feel a bit complex to set up and need more guidance
What problems is the product solving and how is that benefiting you?
It helps ensure our AI models are compliant, explainable, and less biased, which makes it easier to build trust and meet regulatory requirements


    Rishit C.

Reliable platform for AI governance

  • September 10, 2025
  • Review provided by G2

What do you like best about the product?
the ability to manage and monitor models across their lifecycle in a structured way. The explainability and transparency features are especially useful for building trust with stakeholders, since you can clearly see how decisions are being made. The automated governance workflows save time on documentation and compliance checks, making audits much smoother and also the dashboard seems good with so many features.
What do you dislike about the product?
The initial setup can feel complex, especially for teams that are not already using IBM’s ecosystem. There’s a learning curve in configuring policies and integrating all models into the platform.
What problems is the product solving and how is that benefiting you?
It is helping us address the challenge of managing AI models at scale while staying compliant with internal policies and external regulations. Before, it was difficult to track model performance, bias, and drift across different teams, which slowed down decision-making and created audit risks. With Watsonx.governance, we now have a centralized system to monitor all models, generate explainability reports, and automate compliance documentation


    Sagar K.

Good tool for governance, bit room to improve - IBM watsonx.governance

  • September 09, 2025
  • Review provided by G2

What do you like best about the product?
It makes it easier to keep track of AI model risks and compliance without spending hours in spreadsheets. The dashboards are simple and I can see issues quick.
What do you dislike about the product?
Some parts feel a bit slow to load and integrations with other tools could be smoother. Takes little time to get used to navigation.
What problems is the product solving and how is that benefiting you?
It helps us keep AI models in check with compliance rules and track risks before they become big issues. Saves time and gives more confidence using AI in projects.


    Swati A.

featuring high ratings, multiple categories, and numerous award-winning products.

  • September 09, 2025
  • Review provided by G2

What do you like best about the product?
Coverage across 343+ categories (AI, analytics, project management, IT services)
What do you dislike about the product?
mall and mid-sized companies sometimes find IBM products too “heavy” or costly compared to SaaS-native solutions
What problems is the product solving and how is that benefiting you?
It helps organizations detect and mitigate AI-related risks such as unfair bias, model drift, and erratic behavior—enhancing model performance and trustworthiness.


    Jaspal S.

Made Automated Workflows Easy!

  • September 09, 2025
  • Review provided by G2

What do you like best about the product?
I like the automated workflows that can also be customizable.
What do you dislike about the product?
Not anything for now. I like every feature.
What problems is the product solving and how is that benefiting you?
It helps me to manage my AI Generative Model throughtout development to functioning.


    Accounting

Powerful AI Governance, but Complex to Master

  • September 08, 2025
  • Review provided by G2

What do you like best about the product?
IBM watsonx.governance helps companies manage AI risk, bias, and compliance (EU AI Act, NIST, etc.). It offers audit trails, bias/drift monitoring, and automated compliance workflows, and integrates with AWS, Azure, Google Vertex, SageMaker.
What do you dislike about the product?
Complex setup, steep learning curve, some users report latency and limited connectors
What problems is the product solving and how is that benefiting you?
Keeps our AI models compliant with regulations (EU AI Act, NIST, internal audits).

Detects bias, drift, and other risks before models go live.

Creates audit trails so we can prove transparency and accountability.

Automates documentation and compliance checks that were manual before.


    Márcio V.

WatsonX Governance

  • June 23, 2025
  • Review provided by G2

What do you like best about the product?
The tool's proposal is good. The user experience as well. The content it aims to present.
What do you dislike about the product?
Difficult to use.
Limited in connections.
Limited in forms of implementations.
The SDK is complex to use and has the wrong version in the Pypi repository.
High latency and connection breaks with OpenScale during tool usage.
Not very debuggable, difficult to find out what is going wrong when an error occurs.
What problems is the product solving and how is that benefiting you?
The monitoring of models.

* Training and release/update cycles of the endpoint.
* Model training metrics.
* Number of models in use.
* Count of accesses to models in PRD.