Q.What is AutoEval?
A.AutoEval is LastMile AI's comprehensive evaluation platform that provides essential tools to test, evaluate, and benchmark AI applications.
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LastMile AI
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💲Freemium
LastMile AI is a full-stack platform that helps developers debug, evaluate, and improve AI applications. It provides tools like AutoEval for testing and benchmarking, synthetic data generation for faster training, and secure deployment options. The platform supports real-time evaluation, model fine-tuning, and continuous monitoring through guardrails, making it ideal for teams working on RAG systems, multi-agent AI, and internal AI benchmarking.
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Platform
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AI BenchmarkingAI EvaluationAI GuardrailsAI MonitoringAutoEvalGenerative AIModel Fine-tuning
What is LastMile AI?
LastMile AI is a full-stack developer platform designed to debug, evaluate, and improve AI applications. It offers tools for fine-tuning custom evaluator models, setting up guardrails, and monitoring application performance. The platform aims to make GenAI development more science than art by providing comprehensive evaluation tools for RAG and multi-agent AI applications. It supports deploying AI securely, generating synthetic data, fine-tuning evaluation models, and real-time AI evaluation with blazing-fast inference. LastMile AI also provides experiment management tools and online guardrails for continuous monitoring and risk mitigation.
Core Technologies
- AutoEval
- Synthetic Data Generation
- Model Fine-Tuning
- Real-Time Inference
- AI Monitoring
- Experiment Management
- AI Guardrails
Key Capabilities
- Comprehensive evaluation of AI applications
- Customizable evaluator model creation
- Secure deployment in private cloud environments
- Synthetic data generation for training
- Real-time AI evaluation with fast inference
- Online guardrails for continuous monitoring
Use Cases
- Evaluating RAG (Retrieval-Augmented Generation) applications
- Testing and benchmarking multi-agent AI systems
- Internal benchmarking of AI models for performance analysis
- Monitoring AI application performance in production
- Deploying AI securely within private virtual cloud environments
- Fine-tuning evaluation models tailored to specific use cases
Core Benefits
- Comprehensive toolkit for AI application evaluation
- Supports custom evaluator models and fine-tuning
- Offers synthetic data generation for faster training
- Provides real-time inference and monitoring capabilities
- Enables secure deployment within private cloud environments
- Streamlines experiment management and collaboration
Key Features
- AutoEval: Comprehensive evaluation platform for AI applications
- Customizable evaluator models for tailored assessments
- Synthetic data generation for robust model training
- Real-time AI evaluation with fast inference capabilities
- Experiment management tools for tracking and collaboration
- Online guardrails for continuous monitoring and risk mitigation
How to Use
- 1Install the LastMile library via pip or yarn
- 2Use the AutoEval class to evaluate data with built-in or custom metrics
- 3Fine-tune evaluator models for specific use cases
- 4Set up guardrails for real-time monitoring and risk control
- 5Monitor application performance using the platform's comprehensive tools
Pricing Plans
Expert tier
Free
Foundation features, zero cost. Cloud Deployment Only, 10 Model Fine-Tuning, 100 Evaluation Runs, 10,000 Rows Synthetic Data Generation
Enterprise tier
Contact for Pricing
Advanced features, scale, privacy & security and premium support. White-Glove Onboarding, Virtual Private Cloud & On-Prem Deployment, Unlimited Model Fine-Tuning, Unlimited Evaluation Runs, Unlimited Synthetic Data Generation, 24/7 Customer Support
Frequently Asked Questions
Q.How can LastMile AI help with deploying AI securely?
A.LastMile AI allows you to deploy AutoEval within your own Private Virtual Cloud environment, giving you complete control over your data, infrastructure, and security protocols to meet stringent compliance requirements.
Q.What is the purpose of synthetic data generation in LastMile AI?
A.Synthetic data generation automates labeling and cuts costs by creating diverse, high-quality labels to train robust, private AI evaluation models faster.
Q.How does LastMile AI enable real-time AI evaluation?
A.AutoEval provides a blazing-fast inference infrastructure designed for real-time AI applications, allowing you to deploy your evaluation models and achieve ultra-low latency inference.
Pros & Cons (Reserved)
✓ Pros
- Comprehensive toolkit for AI application evaluation
- Supports custom evaluator models and fine-tuning
- Offers synthetic data generation for faster training
- Provides real-time inference and monitoring capabilities
- Enables secure deployment within private cloud environments
- Streamlines experiment management and collaboration
✗ Cons
- May require some coding knowledge to integrate and use
- Pricing for enterprise features may be a barrier for smaller teams
- The platform might have a learning curve for users unfamiliar with AI evaluation techniques
Alternatives
No alternatives found.