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Fiddler AI

Fiddler is the pioneer in enterprise Model Performance Management (MPM), offering a unified platform that enables Data Science, MLOps, Risk, Compliance, Analytics, and LOB teams to monitor, explain, analyze, and improve ML deployments at enterprise-scale. Obtain contextual insights at any stage of the ML lifecycle, improve predictions, increase transparency and fairness, and optimize business revenue. Unlike observability solutions, Fiddler seamlessly integrates deep explainable AI (XAI) and analytics to help you grow into advanced capabilities over time and build a framework for responsible AI practices. MPM is reliant not only on metrics but also on how well a model can be explained when something eventually goes wrong.
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About

Fiddler serves as a single pane of glass for AI/ML practitioners to evaluate, monitor, explain, and analyze AI models so that customers deploying AI on Amazon SageMaker and Amazon Bedrock (Google Vertex AI and other Google Cloud ML offerings) could leverage Fiddler to build trustworthy and responsible AI applications. Fiddler attaches as a sidecar to your ML/AI pipeline and integrates into your current ML and LLM workflows to make them richer and more complete.

Fiddler gives you the flexibility to deploy your models wherever you need them, on-premises or in the cloud. Run your models in a custom VPC cluster in Fiddler's AWS cloud or your private cloud of choice, such as AWS, Azure, Google, IBM, or in your own data center.

Validate: Ship more models into production and increase confidence in your models' outputs. Validate and improve models before deployment for optimal outcomes.

Monitoring: Fiddler helps you reduce costs and increase efficiencies by tracking how all your structured or unstructured ML, LLM and generative AI deployments are performing. Identify and mitigate model performance, correctness, safety, and privacy issues before they impact your business.

Explainable AI: Fiddler's XAI technology provides context and visibility into your model's behavior and predictions, enabling you to detect bias in training data and skew within models. ML practitioners and business teams are empowered to make better decisions and build trust into AI by comprehending the outputs of their models using Fiddler's practical and widely adopted XAI methods. Available as a paid add-on to the Starter Pack, included in Fiddler's Enterprise Tier.

Analytics: Fiddler's model analytics tool helps you gain actionable insights from your models to make data-driven business decisions. Understand trends and outliers at the macro-level using 3D UMAP and perform root cause analysis to understand the micro-level issues impacting your AI. Pinpoint specific areas to optimize by drilling down on segments of interest.

Fairness: Build transparent, accountable, and ethical practices for your business with responsible AI. Fiddler increases visibility in AI governance with continuous monitoring, while detecting and mitigating bias in datasets and models. Available only in Fiddler's Enterprise Tier.

Enterprise-level scale: Fiddler helps companies securely operationalize and scale model deployment across their ML lifecycle. Fiddler provides SOC2 Type 2 security compliance and role-based access control (RBAC) so that users across the business receive level-specific permissions to access protected environments.

Getting started with Fiddler is easy. Simply upload your baseline dataset and register your model with Fiddler. Publish production events and start analyzing your model's performance.

Fiddler Starter Pack Includes:

Up to 2 Models

Up to 5 GB Data ingested per Month

3 Month Data Retention

Community and Email support

Full API Access

Additional Predictions and Retention priced by consumption

Lite Support Tier

Fiddler Starter Pack Excludes:

Single Sign On Capability

Role Based Access

Explanation and Fairness Modules

Reach out to sales@fiddler.ai for more information or for information on our Enterprise Tier.

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