Solutions Platform Deployment & Privacy Use Cases Company

Features

Block-based workflow editor

Prompting, testing, versioning, multi-prompt, cost control

Resume line

Retrieval Augmented Generation (RAG)

Roles and permissions

Security, data transparency

Blocks

Web

Data Transformer

Decision Maker

Extract Maker (with HTML)

Key / Knowledge Manager

Web Creator

Hosting

SaaS Email, Integration

Cloud privacy managed

On premise

PLATFORM

The Control Layer for AI in Production

ARI is not just an agent builder. It is the platform that makes AI transparent, testable, governed and monitorable across its entire lifecycle — from prototype to production.

No black boxes

Deterministic workflows

Production-grade governance

Control Layer

Built for
Production.

Orchestrazione

Visual orchestration, designed for clarity

ARI uses a visual, block-based editor to build complex AI workflows and agents. Every step is explicit, configurable and observable: inputs, transformations, decisions and outputs are always visible.

Deterministic, multi-step workflows

Agents, tools, decision nodes and human checkpoints

No hidden logic buried in code

If you can't see it, you can't control it.

Trasparenza

All the tools to build your AI

piattaforma_section2_description

Complete execution trace

Step-by-step input/output inspection

Fully reconstructable decision paths

Essential for auditability, debugging, compliance and continuous improvement.

Core Value

Testing Ibrido

Confidence through hybrid testing

ARI integrates a hybrid testing system combining deterministic rules with AI-based evaluations. This approach allows teams to measure output quality, detect regressions and validate workflows before and after every change.

Configurable test datasets

Rule-based structural checks

AI-based semantic and qualitative evaluation

Comparison across workflow and model versions

Testing designed to evolve with your workflows.

Collaboration

Human-in-the-loop, when and where it matters

ARI provides the mechanisms to design workflows that include human intervention at critical decision points, combining automation with operational control.

Typical scenarios:

Manual validation steps

Review of ambiguous cases

High-impact decisions

Automation does not remove control. It makes it scalable.

Lifecycle Management

Govern the full lifecycle

ARI treats AI like enterprise software. Every workflow follows a clear lifecycle with versioning, environments and access controls.

Workflow versioning

API Tokens with fine-grained, customizable permissions

Safe rollback

Roles and permissions

AI evolves fast. Control must remain stable.

Operations

Monitor executions and costs in real time

Every execution is monitored: performance, errors, latency and costs. You always know what is running — and how much it costs.

Execution tracing

Operational metrics

Cost breakdown by workflow, model or client

Customizable thresholds

AI in production without cost control does not scale.

Connectivity

Built to integrate

ARI integrates seamlessly with existing systems through APIs and connectors, becoming part of your architecture — not an isolated silo.

REST APIs & Webhooks

Bidirectional communication with any system

SQL & NoSQL

Connect to any database directly

Custom Connectors

Integration with SaaS and legacy systems

The Comparison

Why Choose ARI

Comparison with alternatives

Feature	ARI	n8n	Make
🏢 DATA ORIGIN & SOVEREIGNTY
Legal HQ & Development	🇨🇭 Switzerland (Lugano)	🇩🇪 Germany (Berlin)	🇨🇿/🇺🇸 Czech Rep. / USA
Privacy & GDPR	🛡️ Maximum (Swiss Law) and GDPR Compliant	✅ GDPR Compliant	⚠️ Standard (US Cloud act)
Platform Self-Hosting	✅ Yes	✅ Yes	❌ No
Open-Source LLM Deployment Run local models (e.g. Llama) without sending data externally	🔒 Native	🛠️ Manual	❌ No
💰 AI GOVERNANCE & COSTS
LLM Cost Monitoring Real-time token spend audit	💎 Native (Dashboard)	❌ Manual	❌ Absent
Research Tree Prompt and flow A/B Testing	🚀 Yes (Branching)	❌ History only	❌ History only
🛠️ DEVELOPMENT POWER
RAG (Knowledge Base) Native document management	✅ Integrated	✅ Yes	✅ Yes
One-Click Deploy API Create instant API products	✅ Yes (Automatic documentation)	⚠️ Webhook	⚠️ Webhook
🎯 IDEAL USE
Target	Enterprise / AI Teams	Devs / Geek	Marketing / No-Code

Technical Demo / Live Editor

Discover ARI in action

Watch the platform in an interactive walkthrough: from idea to deploy in just a few minutes.

to see how ARI can transform your flows into operational GenAI solutions.

Bring AI to production without losing control

Inspired by Ariadne, mythological symbol of guidance through complexity, ARI is an all-in-one development platform with a clear mission: to make the creation of Gen AI solutions fast, intuitive, and accessible to everyone.

ARI is a product by BlackBytes SA Serafino Balestra 10, 6900 Lugano, CH CHE-189.438.083

Get in touch

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PLATFORM

The Control Layer for AI in Production

ARI is not just an agent builder. It is the platform that makes AI transparent, testable, governed and monitorable across its entire lifecycle — from prototype to production.

No black boxes

Deterministic workflows

Production-grade governance

Control Layer

Built for
Production.

Orchestrazione

Visual orchestration, designed for clarity

ARI uses a visual, block-based editor to build complex AI workflows and agents. Every step is explicit, configurable and observable: inputs, transformations, decisions and outputs are always visible.

Deterministic, multi-step workflows

Agents, tools, decision nodes and human checkpoints

No hidden logic buried in code

If you can't see it, you can't control it.

Trasparenza

All the tools to build your AI

piattaforma_section2_description

Complete execution trace

Step-by-step input/output inspection

Fully reconstructable decision paths

Essential for auditability, debugging, compliance and continuous improvement.

Core Value

Testing Ibrido

Confidence through hybrid testing

Configurable test datasets

Rule-based structural checks

AI-based semantic and qualitative evaluation

Comparison across workflow and model versions

Testing designed to evolve with your workflows.

Collaboration

Human-in-the-loop, when and where it matters

ARI provides the mechanisms to design workflows that include human intervention at critical decision points, combining automation with operational control.

Typical scenarios:

Manual validation steps

Review of ambiguous cases

High-impact decisions

Automation does not remove control. It makes it scalable.

Lifecycle Management

Govern the full lifecycle

ARI treats AI like enterprise software. Every workflow follows a clear lifecycle with versioning, environments and access controls.

Workflow versioning

API Tokens with fine-grained, customizable permissions

Safe rollback

Roles and permissions

AI evolves fast. Control must remain stable.

Operations

Monitor executions and costs in real time

Every execution is monitored: performance, errors, latency and costs. You always know what is running — and how much it costs.

Execution tracing

Operational metrics

Cost breakdown by workflow, model or client

Customizable thresholds

AI in production without cost control does not scale.

Connectivity

Built to integrate

ARI integrates seamlessly with existing systems through APIs and connectors, becoming part of your architecture — not an isolated silo.

REST APIs & Webhooks

Bidirectional communication with any system

SQL & NoSQL

Connect to any database directly

Custom Connectors

Integration with SaaS and legacy systems

The Comparison

Why Choose ARI

Comparison with alternatives

Feature	ARI	n8n	Make
🏢 DATA ORIGIN & SOVEREIGNTY
Legal HQ & Development	🇨🇭 Switzerland (Lugano)	🇩🇪 Germany (Berlin)	🇨🇿/🇺🇸 Czech Rep. / USA
Privacy & GDPR	🛡️ Maximum (Swiss Law) and GDPR Compliant	✅ GDPR Compliant	⚠️ Standard (US Cloud act)
Platform Self-Hosting	✅ Yes	✅ Yes	❌ No
Open-Source LLM Deployment Run local models (e.g. Llama) without sending data externally	🔒 Native	🛠️ Manual	❌ No
💰 AI GOVERNANCE & COSTS
LLM Cost Monitoring Real-time token spend audit	💎 Native (Dashboard)	❌ Manual	❌ Absent
Research Tree Prompt and flow A/B Testing	🚀 Yes (Branching)	❌ History only	❌ History only
🛠️ DEVELOPMENT POWER
RAG (Knowledge Base) Native document management	✅ Integrated	✅ Yes	✅ Yes
One-Click Deploy API Create instant API products	✅ Yes (Automatic documentation)	⚠️ Webhook	⚠️ Webhook
🎯 IDEAL USE
Target	Enterprise / AI Teams	Devs / Geek	Marketing / No-Code

Technical Demo / Live Editor

Discover ARI in action

Watch the platform in an interactive walkthrough: from idea to deploy in just a few minutes.

to see how ARI can transform your flows into operational GenAI solutions.

Block-based workflow editor

Prompting, testing, versioning, multi-prompt, cost control

Resume line

Retrieval Augmented Generation (RAG)

Roles and permissions

Security, data transparency

Web

Data Transformer

Decision Maker

Extract Maker (with HTML)

Key / Knowledge Manager

Web Creator

SaaS Email, Integration

Cloud privacy managed

On premise

PLATFORM