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    Fiddler AI (Lite Version)

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    Sold by: Fiddler AI 
    Deployed on AWS
    Fiddler is the pioneer in AI Observability for responsible AI. The unified environment provides centralized controls and actionable insights to operationalize ML models, GenAI, and LLM applications with trust. Monitoring, analytics, and security capabilities address the unique challenges of building in-house and secure LLM and MLOps at scale. Fiddler helps you grow into advanced capabilities and build a framework for responsible AI practices. Fortune 500 organizations use Fiddler across pre-production and production to deliver high performance AI, reduce costs, and be responsible in governance. Fiddler AI (Lite Version) includes observability for 1 model, .5 GB of Data/Monthly, and our lowest level of support. No LLM functionality is included.
    4.3

    Overview

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    Fiddler AI is a unified AI observability platform for LLMOps and MLOps that enables data science and engineering teams to move beyond the experimentation and testing phases, to monitoring more high-performing models in production (including tabular, deep learning, computer vision, natural language processing, and large language models). Combine the power of Amazon SageMaker AI for training and deploying models with Fiddler AI Observability to monitor, analyze, and improve ML models to ensure high-performing, accurate, and responsible AI applications.

    Fiddler AI (Lite Version) includes observability for 1 model, .5 GB of Data/Monthly, and our lowest level of support. No LLM functionality is included.

    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 tabular, natural language processing (NLP), computer vision (CV), deep learning, and large language model (LLM) deployments are performing. Identify and mitigate model performance, drift, data integrity, hallucination, accuracy, safety, and security issues before they impact your business.

    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 and diagnostics to understand the micro-level issues impacting your LLM and ML applications. Pinpoint specific areas to optimize by drilling down on segments of interest.

    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.

    Start monitoring your ML models by simply uploading your baseline dataset and register your model with Fiddler. Publish production events and start analyzing your model's performance.

    With this purchase of Fiddler AI (Lite Version), you are entitled to onboard up to 1 model, .5 GB of Data/Monthly, and our lowest level of support. No LLM functionality is included. To discuss custom and Enterprise solutions, please reach out to sales@fiddler.ai .

    Highlights

    • Enterprise-grade AI Observability: A full stack, actionable AI Observability platform that supports predictive and generative models in production (including tabular, deep learning, computer vision, and large language models)
    • Actionable Diagnostics and Insights: Quickly pinpoint and resolve issues with powerful root cause analysis and diagnostics for streamlined troubleshooting. Gain deep, actionable insights with customizable dashboards and reports, tracking model metrics tailored to your unique use case through custom metrics, empowering better business decision-making
    • Intuitive User Experience: From receiving alerts to uncovering root causes and aligning model metrics with business KPIs, Fiddler delivers an intuitive experience that connects technical insights with business impact

    Details

    Delivery method

    Deployed on AWS
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    Pricing

    Fiddler AI (Lite Version)

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    Pricing is based on the duration and terms of your contract with the vendor. This entitles you to a specified quantity of use for the contract duration. If you choose not to renew or replace your contract before it ends, access to these entitlements will expire.
    Additional AWS infrastructure costs may apply. Use the AWS Pricing Calculator  to estimate your infrastructure costs.

    12-month contract (1)

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    Dimension
    Description
    Cost/12 months
    Fiddler AI
    Total Contract Value
    $24,000.00

    Vendor refund policy

    Please contact awsteam@fiddler.ai 

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    Legal

    Vendor terms and conditions

    Upon subscribing to this product, you must acknowledge and agree to the terms and conditions outlined in the vendor's End User License Agreement (EULA) .

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    Usage information

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    Delivery details

    Software as a Service (SaaS)

    SaaS delivers cloud-based software applications directly to customers over the internet. You can access these applications through a subscription model. You will pay recurring monthly usage fees through your AWS bill, while AWS handles deployment and infrastructure management, ensuring scalability, reliability, and seamless integration with other AWS services.

    Support

    Vendor support

    For more documentation and support offerings, please visit our Support Center at https://docs.fiddler.ai/  or email support@fiddler.ai .

    AWS infrastructure support

    AWS Support is a one-on-one, fast-response support channel that is staffed 24x7x365 with experienced and technical support engineers. The service helps customers of all sizes and technical abilities to successfully utilize the products and features provided by Amazon Web Services.

    Product comparison

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    Accolades

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    Top
    50
    In Computer Vision
    Top
    25
    In Observability, Software Development
    Top
    100
    In Data Governance

    Customer reviews

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    Sentiment is AI generated from actual customer reviews on AWS and G2
    Reviews
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    Ease of use
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    2 reviews
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    23 reviews
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    Overview

     Info
    AI generated from product descriptions
    Multi-Model Type Support
    Supports monitoring and observability for tabular, deep learning, computer vision, natural language processing, and large language model deployments
    Performance and Drift Detection
    Identifies and mitigates model performance degradation, data drift, data integrity issues, hallucination, accuracy, safety, and security issues in production deployments
    Root Cause Analysis and Diagnostics
    Provides powerful root cause analysis and diagnostic capabilities with 3D UMAP visualization for macro-level trend analysis and micro-level issue identification
    Enterprise Security and Access Control
    Implements SOC2 Type 2 security compliance and role-based access control (RBAC) for level-specific user permissions across protected environments
    Customizable Analytics and Metrics
    Offers customizable dashboards, reports, and custom metrics to track model performance aligned with business KPIs and enable data-driven decision-making
    Agent and Application Observability
    Full visibility into AI agent behavior through tree-structured traces capturing user inputs, routing logic, tool calls, memory access, and model outputs with native support for Amazon Bedrock Agents and open-source frameworks
    Prompt Optimization and Testing
    Prompt IDE environment enabling design, testing, and comparison of prompt versions with live inputs, outputs, and integrated evaluation results for iterative improvement
    LLM and Agent Evaluation
    Offline and online LLM-as-a-Judge evaluations assessing accuracy, tool-calling, planning, and goal achievement across agent workflows
    Closed-Loop Improvement Workflows
    Self-improving agent capabilities combining trace analysis, evaluation feedback, and golden datasets for continuous iteration and performance enhancement
    Real-Time Monitoring and Alerting
    Custom metrics definition and monitoring of latency, token usage, and failures with alert configuration for production issue detection and prevention
    Data Quality Monitoring
    Automated monitoring and alerting across data vitals with out-of-the-box anomaly detection and configurations for identifying data quality issues.
    Multi-Data Type Support
    Capability to monitor tabular, image, and text data types across machine learning applications and data pipelines.
    Privacy-Preserving Architecture
    Platform operates on processed data summaries rather than raw data, enabling privacy preservation and no-configuration deployment at scale.
    Comprehensive ML Observability
    Unified monitoring of model inputs, outputs, performance metrics, data drift, concept drift, and upstream data quality issues in a single platform.
    Broad Integration Ecosystem
    Integration with popular ML and data tools including Pandas, Apache Spark, AWS SageMaker, MLflow, Flask, Ray, RAPIDS, and Apache Kafka.

    Contract

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    Standard contract
    No
    No
    No

    Customer reviews

    Ratings and reviews

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    4.3
    2 ratings
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    2 external reviews
    External reviews are from G2 .
    ibrahim d.

    Best AI monitoring and Observability tool

    Reviewed on Jun 11, 2024
    Review provided by G2
    What do you like best about the product?
    There are very few good observability tools available in the market when it comes to AI model's monitoring. Fiddler's monitoring capabilities especially around LLMs are extremely powerful. Its model explaination feature is simply awesome. Integrations are very good.
    What do you dislike about the product?
    The tool may be quite difficult to grasp and properly used for the people very new to AI, AIOps and AI monitoring.
    What problems is the product solving and how is that benefiting you?
    I have been in MLOps for quite some time now. The most difficult thing always used to be post model deployment monitoring. I developed several custom monitoring but none of that could provide a centralized and complete solution. Fiddler's features are so rich and powerful, it provides a complete, centralized and data driven observability for machine learning models. I extensively use LLMs as well and for the same reason I liked the fiddler's features for LLMs.
    Computer Software

    Good tool for monitiong you ML data

    Reviewed on Feb 09, 2022
    Review provided by G2
    What do you like best about the product?
    Clean interface easy to find issues and data points of interest. Easy to track down issues and other minor nuances
    What do you dislike about the product?
    I wish there were a free version with a subset of features. Creating dashboards could be a little more intuitive but not a huge pain point.
    What problems is the product solving and how is that benefiting you?
    I mostly used this just for playing around with some test projects to see how it performs.
    View all reviews