LastMile AI

LastMile AI

A comprehensive full-stack platform for debugging, evaluating, and enhancing AI applications.

About LastMile AI

LastMile AI is an all-in-one developer platform designed to streamline debugging, evaluating, and improving AI applications. It features tools for customizing evaluator models, establishing safety guardrails, and monitoring performance metrics. Focused on transforming generative AI development into a precise science, it offers robust evaluation for retrieval-augmented generation (RAG) and multi-agent systems. The platform supports secure deployment, synthetic data generation, fine-tuning, and real-time evaluation with rapid inference speeds. Additionally, LastMile AI provides experiment management and continuous monitoring tools for risk mitigation and ongoing optimization.

How to Use

Install the LastMile library via pip or yarn, then utilize the AutoEval class for data evaluation with predefined or custom metrics. The platform enables fine-tuning evaluator models, configuring safety guardrails, and monitoring AI application performance through an integrated toolkit.

Features

  • Real-time AI monitoring with continuous guardrails
  • Comprehensive experiment management tools
  • Fast, real-time AI evaluation and inference
  • AutoEval for thorough AI performance assessment
  • Synthetic data creation for training and testing
  • Customizable evaluator models for specific needs

Use Cases

  • Secure AI deployment in private cloud environments
  • Evaluation of retrieval-augmented generation (RAG) systems
  • Tailored fine-tuning of evaluation models
  • Benchmarking AI models internally
  • Ongoing performance monitoring of AI applications
  • Assessment of multi-agent AI systems

Best For

Machine Learning EngineersGenerative AI DevelopersData ScientistsAI Application EngineersAI Development Teams

Pros

  • Enables real-time inference and continuous monitoring
  • Supports custom evaluator models and fine-tuning
  • Provides a comprehensive toolkit for AI evaluation
  • Simplifies experiment management and collaboration
  • Facilitates secure deployment in private clouds
  • Includes synthetic data generation for faster training

Cons

  • Enterprise features may be costly for smaller teams
  • Learning curve for new users unfamiliar with AI evaluation techniques
  • Requires some coding knowledge for integration and use

Pricing Plans

Choose the perfect plan. All plans include 24/7 support.

Expert Tier

Free

Core features at no cost. Includes cloud deployment, 10 model fine-tunings, 100 evaluation runs, and 10,000 rows of synthetic data generation.

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Most Popular

Enterprise Tier

Contact for Pricing

Advanced capabilities with enhanced scale, security, and support. Features include white-glove onboarding, private cloud and on-premises deployment, unlimited fine-tuning and evaluations, unlimited synthetic data, and 24/7 customer support.

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FAQs

What is AutoEval?
AutoEval is LastMile AI's platform for thorough evaluation, benchmarking, and testing of AI applications.
How does LastMile AI support secure AI deployment?
It allows deployment within private virtual clouds, ensuring complete data control, security, and compliance.
What benefits does synthetic data generation offer in LastMile AI?
It automates labeling and reduces costs by creating diverse, high-quality datasets for training evaluation models faster.
How does LastMile AI enable real-time AI evaluation?
With optimized inference infrastructure, it supports rapid deployment for real-time, low-latency AI performance monitoring.
Can I customize evaluator models in LastMile AI?
Yes, the platform supports fine-tuning and customizing evaluator models to suit specific project requirements.