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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

Respan is a self-driving observability and evaluation platform built specifically for AI agents. It enables teams to trace full execution flows, including messages, tool calls, routing decisions, memory usage, and outcomes. The platform connects observability, evaluations, and optimization into a continuous improvement loop. Metric-first evaluations allow teams to define performance standards such as accuracy, cost, reliability, and safety. Respan also includes capability and regression testing to protect stable behaviors while improving new ones. An AI-powered evaluation agent analyzes failures, identifies root causes, and recommends next steps automatically. With compliance certifications including ISO 27001, SOC 2, GDPR, and HIPAA, Respan supports secure, large-scale AI deployments across industries.

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

Respan is ideal for AI engineering teams, product teams, and enterprises deploying large-scale AI agents who need advanced observability, evaluation, and compliance-ready monitoring infrastructure

Support

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

Support

Phone Support Supported
24/7 Live Support 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

$0/month
Free Version Not 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

Respan
Founded: 2023
United States
www.respan.ai/

Alternatives

Alternatives

Braintrust

Braintrust

Braintrust Data

Categories

Categories

AI Development Supported
AI Observability Supported
AI Tools Supported
DevOps Supported
LLM Evaluation Supported

Integrations

Claude Not Supported
Codestral Not Supported
Codestral Mamba Not Supported
GPT-4 Not Supported
Gemini Not Supported
Gemini 1.5 Flash Not Supported
Gemini 1.5 Pro Not Supported
Gemini 2.0 Flash Not Supported
Gemini Enterprise Not Supported
Gemini Nano Not Supported
Gemini Pro Not Supported
Google AI Plus Not Supported
Mathstral Not Supported
Ministral 8B Not Supported
Mistral 7B Not Supported
Mistral Large Not Supported
Mistral NeMo Not Supported
Mistral Small Not Supported
Mixtral 8x22B Not Supported
Pixtral Large Not Supported

Integrations

Claude Supported
Codestral Supported
Codestral Mamba Supported
GPT-4 Supported
Gemini Supported
Gemini 1.5 Flash Supported
Gemini 1.5 Pro Supported
Gemini 2.0 Flash Supported
Gemini Enterprise Supported
Gemini Nano Supported
Gemini Pro Supported
Google AI Plus Supported
Mathstral Supported
Ministral 8B Supported
Mistral 7B Supported
Mistral Large Supported
Mistral NeMo Supported
Mistral Small Supported
Mixtral 8x22B Supported
Pixtral Large Supported
Claim Handit and update features and information
Claim Handit and update features and information
Claim Respan and update features and information
Claim Respan and update features and information