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LastMile AI

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

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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 for your needs. All plans include 24/7 support and regular updates.

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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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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Frequently Asked Questions

Find answers to common questions about LastMile AI

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.