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Adoption
EnterprisePMISystem Integrator
Automation patternsCase studies
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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
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AI workflow orchestration
Visual building-block editor
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Enterprise knowledge base and private RAG
Isolated document vaults
Hybrid semantic + BM25 search
Embeddings on local models
ARIdb
Natural-language queries on your data
NL → SQL without writing code
Dynamic dashboards on demand
Audit trail and access control
ARIdoc
Automatic extraction from documents
Customizable extraction labels
Confidence scoring + Human in the Loop
JSON / CSV / API output
ARIrun
Local LLM inference
Run LLMs on-premise or air-gapped
Zero egress, data never leaves
Routing to your configured models
All solutionsAbout us
Privacy-first · On-premise · SaaS EU
Every organization has its own way of working.
ARI adapts to your stack, your team and your level of digital maturity — with a path designed around who you are.
Enterprise
ARIflow to orchestrate complex AI workflows within your perimeter. Full control over data, models and infrastructure — on-premise or air-gapped. ARI modules plug in where you need them.
PMI
Ready-to-use ARI modules — ARIknow, ARIdb, ARIdoc — with no dedicated technical team required. Live in days, with an interface already configured for your processes.
System Integrator
ARIflow as a workbench to build and ship AI solutions to your clients. A solid infrastructure to develop on, a platform to bring to every project. For software houses and consultants.
Your data stays where you decide.
European SaaS, private cloud or on-premise air-gapped. ARI is designed to never leave the boundaries you have set.
Deployment options
Three models, one platform. SaaS Cloud, Customer-Hosted, On-premise air-gapped.
Compatibility
What works in each mode. A complete feature matrix by deployment model.
Data ownership
Your data never leaves your control. No training, guaranteed isolation, full auditability.
Security & Compliance
Built for regulated environments. Traceability, access control, AI Act ready.
In action in the real world.
Every ARI workflow starts from a real problem. Here you find the patterns we run in production and the stories of the customers who adopted them.
Automation patterns
Filter by process type or by who you are — SMB, Enterprise, System Integrator — and find the pattern that fits you.
Case studies
Real stories from customers in production — from the food industry to banking and HR.
We build AI automation with people at the center.
BlackBytes is the team behind ARI. We build tools that amplify what people already do well — without taking away control, without black boxes.
Mission & Vision
What drives every choice we make — about the product, the team, the way we work.
The team
The founders of BlackBytes and the people who build ARI every day.
Our values
People before code. Transparency, autonomy and continuous growth.
Work with us
Build the future of AI automation with us.
Contact
Write to us, book a demo or connect on LinkedIn.

Company knowledge becomes accessible and citable .

Technical manuals, internal policies, regulatory bases, product documentation. ARI allows querying any document base in natural language: with cited, verifiable and updatable answers.

← Use Case

USE CASE · KNOWLEDGE SEARCH

Company knowledge becomes
accessible and citable.

Technical manuals, internal policies, regulatory bases, product documentation. ARI allows querying any document base in natural language: with cited, verifiable and updatable answers.

THE PROBLEM

Knowledge that exists but cannot be found.

Documents are scattered in folders, SharePoint, emails and various SaaS. Those looking for answers waste time navigating through hundreds of pages or asking colleagues.

Generic AI models without structured RAG give unverified answers or hallucinations. In business, an "almost correct" answer is a risk. ARI creates a semantic search system with cited sources for maximum reliability.

With ARI: company knowledge is not just stored, it is queryable. The system finds the right information and serves it with the citation of the source document.

01

Information fragmentation

Knowledge is siloed in thousands of documents. ARI indexes them and makes them accessible from a single natural language interface.

02

Risk of hallucinations

Generic LLMs "invent" if they don't find the data. ARI uses hybrid RAG to ensure that every answer is strictly based on your documents.

03

Verification time

An answer without a source requires manual verification. ARI provides the exact link or page of the source for every bit of information.

04

Local PDFs / Drive

Manuals, regulations, contracts

HOW IT WORKS

From document indexing
to cited answers.

01

Source Connection

ARI connects to your sources: SharePoint, Google Drive, local folders or technical documentation via web.

02

Semantic Indexing

Documents are chunked and transformed into vectors. The meaning is captured, not just the keywords.

03

Hybrid Retrieval

The system searches for relevant information using both vector search (meaning) and keyword search (exact terms).

04

Contextual Generation

The LLM generates the answer using ONLY the retrieved context, citing the original sources for each point.

05

Continuous Update

As sources change, the index updates automatically. The knowledge base is always current and synchronized.

BUILDING BLOCKS USED

The components of this workflow.

01

Knowledge Manager / RAG

Advanced indexing and semantic retrieval system with source citation and metadata management.

02

Web Crawler

Automatic collection of technical documentation and information from public or private web sources.

03

Data Transformer

Cleaning and structuring of technical text for optimal indexing in the vector database.

04

ARIdb

Integration with structured databases to combine textual documentation with numerical data.

EXPECTED RESULTS

What you get in production.

95%

Search time reduction

Immediate answers instead of manual document research.

0

Hallucinations

Answers strictly limited to the provided context and cited sources.

24/7

Availability

Knowledge base always accessible to the whole team, with consistent answers.

Accessible to everyone

Non-technical users can query the knowledge base via API or chat interface (Executor). You don't need a data scientist to ask a question of your documents.

APPLICATION SECTORS

Who uses Enterprise Search on ARI.

SETTORE 01

Customer Support

Internal support for agents who need to find answers in complex technical manuals or product policies quickly.

SETTORE 02

Legal and Compliance

Semantic research on huge bases of regulations, contracts and internal compliance procedures with source citation.

SETTORE 03

R&D and Pharma

Querying of scientific literature, patents and internal research reports to accelerate the discovery of insights.

SETTORE 04

Onboarding and HR

On-demand access to company manuals, handbooks and internal procedures for new employees.

Do you have internal documents that no one can find?

Show us your document base. In 30 minutes we will show you how ARI can make it queryable and helpful for your team.

Want the ready-to-use solution?

ARIknow →
ARI - AI Made Really Easy
ARI is the private operational automation suite for enterprises: build your own custom AI workflows, or start right away with ready-to-use vertical products.
Black Bytes SA: Via Pretorio 13A, 6900 Lugano, Switzerland

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