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About

Handit.ai is an open source engine that continuously auto-improves your AI agents by monitoring every model, prompt, and decision in production, tagging failures in real time, and generating optimized prompts and datasets. It evaluates output quality using custom metrics, business KPIs, and LLM-as-judge grading, then automatically AB-tests each fix and presents versioned pull-request-style diffs for you to approve. With one-click deployment, instant rollback, and dashboards tying every merge to business impact, such as saved costs or user gains, Handit removes manual tuning and ensures continuous improvement on autopilot. Plugging into any environment, it delivers real-time monitoring, automatic evaluation, self-optimization through AB testing, and proof-of-effectiveness reporting. Teams have seen accuracy increases exceeding 60 %, relevance boosts over 35 %, and thousands of evaluations within days of integration.

About

Build, train, and deploy models faster at scale with fully managed infrastructure, tools, and workflows. Deploy custom AI & LLMs on any infrastructure in seconds and scale inference with ease. Handle your most demanding tasks with batch job scheduling, only paying with per-second billing. Optimize costs with GPU usage, spot instances, and built-in automatic failover. Train with a single command with YAML, simplifying complex infrastructure setups. Automatically scale up workers during high traffic and scale down to zero during inactivity. Deploy cutting-edge models with persistent endpoints in a serverless environment, optimizing resource usage. Monitor system and inference metrics in real-time, including worker count, GPU utilization, latency, and throughput. Efficiently conduct A/B testing by splitting traffic among multiple models for evaluation.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

DevOps teams in need of a solution to automatically tune, test, and deploy improvements to their AI workflows

Audience

High-performance ML teams

Support

Phone Support Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

$100 + compute/month
Free Version Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Handit
Founded: 2024
United States
www.handit.ai/

Company Information

VESSL AI
Founded: 2020
United States
vessl.ai/

Alternatives

Alternatives

Categories

Categories

AI Development Supported
AI Inference Supported
AI Infrastructure Supported
Machine Learning Supported

Integrations

Amazon Web Services (AWS) Not Supported
FLUX.1 Not Supported
FLUX.2 Not Supported
Gemma Not Supported
Gemma 2 Not Supported
Google Cloud Platform Not Supported
Jupyter Notebook Not Supported
Kubernetes Not Supported
LangChain Not Supported
Llama 3 Not Supported
Llama 3.1 Not Supported
Llama 3.2 Not Supported
Mixtral 8x22B Not Supported
Mixtral 8x7B Not Supported
MusicGen Not Supported
OpenAI Whisper Not Supported
Pinecone Not Supported
Stable Diffusion Not Supported
Visual Studio Code Not Supported
Vultr Not Supported

Integrations

Amazon Web Services (AWS) Supported
FLUX.1 Supported
FLUX.2 Supported
Gemma Supported
Gemma 2 Supported
Google Cloud Platform Supported
Jupyter Notebook Supported
Kubernetes Supported
LangChain Supported
Llama 3 Supported
Llama 3.1 Supported
Llama 3.2 Supported
Mixtral 8x22B Supported
Mixtral 8x7B Supported
MusicGen Supported
OpenAI Whisper Supported
Pinecone Supported
Stable Diffusion Supported
Visual Studio Code Supported
Vultr Supported
Claim Handit and update features and information
Claim Handit and update features and information
Claim VESSL AI and update features and information
Claim VESSL AI and update features and information