ARI Logo
ARI Logo
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
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.

MODULE · Conversational knowledge base

ARIknow

Chat with your documents in natural language

Upload manuals, policies, contracts, regulations, FAQs. ARIknow organizes them into separate Knowledge Bases with independent permissions. Your teams find what they need with a single question: answers always cite the original source, but each person only gets the answers they are authorized to see.

Scales by:

Indexed documents *

·

from €300/month

HR Manager
Legal
Operations
IT Manager
Customer Support

Guarda ARIknow in azione

Everyone sees only what they should

Knowledge Bases with independent permissions: each person finds only the documents they are authorized to access.

Every answer cites its source

One click and you open the original document. No made-up answers: everything is verifiable.

Always aligned to the latest version

Add or remove documents without re-indexing everything. Your knowledge stays up to date.

How permissions work

Access to a Knowledge Base? You inherit all its children too.

Knowledge Bases are organized into tree hierarchies. You assign a permission to the parent node and it propagates automatically to all descendants, without configuring them one by one.

Knowledge Base — Company

Root knowledge base

HR

Direct access assigned to the user

HR Policy

Access inherited from parent

HR Contracts

Access inherited from parent

Legal

No access

Technical Manuals

No access

Example: the user has direct access only to "HR" — but automatically inherits access to all its child Knowledge Bases ("HR Policy", "HR Contracts"), with no additional permissions needed. "Legal" and "Technical Manuals" stay out of reach because they are not descendants of an authorized node.

Same question, different answers based on access.

User A

Knowledge Base access: HR

"What is the vacation policy?"

Vacation accrues at 2 days per month and must be requested at least 5 days in advance via the HR portal.

📄 HR Policy — Sec. 3.2 Leave and time off

User B

Knowledge Base access: Legal

"What is the vacation policy?"

I found no information on this topic in the Knowledge Bases you have access to ("Legal"). Try contacting the HR team or request access to the right Knowledge Base.

Technical specs

Retrieval that finds what you mean, not just the words you use.

Vector (Semantic)

Search by semantic similarity via embeddings. Finds conceptually relevant documents even without exact keywords.

BM25 (Keyword)

Classic lexical search. Complements vector search to capture specific terms, codes, proper nouns.

Hybrid (combined)

ARI merges the two retrieval signals to maximize precision and recall on any type of query.

Features with ARIflow

Your documents don't just answer questions.

With ARIflow, your knowledge base becomes the engine for workflows, decisions and automations. Modules can be purchased individually: ARIflow is optional and expands their capabilities.

Custom ingest

Custom chunking and PDF normalization. Automatic re-indexing when data changes.

Custom retrieval

Re-ranking, metadata filters, proprietary hybrid logic: all configurable without leaving the platform.

Reuse of the same Knowledge Bases

Knowledge Bases feed other ARI workflows: automations, reports, decision processes, without duplicating data or logic.

Local embeddings via ARIrun

Zero egress: embeddings computed locally. Compatible with air-gapped deployments.

Expand with ARIflow

Modules can be purchased individually. ARIflow is optional and expands each module's capabilities.

Features

Ask a question. ARIknow answers with the documents.

Ask a question in natural language: ARIknow retrieves the relevant passages in your knowledge base and builds the answer, always citing the documents each statement comes from.

Multiple, Hierarchical Knowledge Bases

Namespaces organizable as a tree. A query targets one or more namespaces: to separate policies, manuals, contracts and control who sees what.

Citations and Traceability

Each answer is linked to the original document passage the information comes from: one click takes you straight to the source. The LLM cannot cite what it did not retrieve: every statement is traceable and verifiable.

Roles per single Knowledge Base

Every user can search freely within Knowledge Bases and answers are built only on the Knowledge Bases they have access to. Knowledge Bases can be organized into hierarchies: access to the parent node = access to all its children.

Multi-format

PDF, Word, Markdown, HTML, plain text. ARIknow handles any text format on ingestion, with no manual conversion pipeline.

Incremental updates

Add, edit or remove documents without re-indexing the entire corpus. Automatic updates for corpora that change frequently.

Pricing

Scales by usage, not by user.

Scales with the size of your document corpus. No user limits, no per-query cost: everything included in the subscription within the fair use clause.

LLM costs included in the subscription

No user limits

Monthly or annual billing

Per 1.000 indexed documents

750 €

/month

Tier up to 1.000 · beyond → 1.100 €/month

Try for free

No card required

Il tuo volume:

indexed documents

Drag or type your volume: the fee is based on the peak of indexed documents during the billing period. More than 100.000? Custom quote.

Included in every tier

Multiple Knowledge Bases with independent permissions

Hybrid RAG vector + BM25

Answers with source citation

Incremental updates

Unlimited users

LLM costs included in the subscription (fair use)

* An "indexed document" is a file present in the index, regardless of the Knowledge Base or its position in the hierarchy. A document uploaded to multiple Knowledge Bases is counted only once. Documents over 50 pages are counted as ⌈pages/50⌉ standard documents. The tier is based on the peak number of indexed documents during the billing period.

Deployment

Wherever you want, however you want.

Plug and play

SaaS

Hosted by us. Zero infrastructure to manage.

Upon request

On-Premise

Installed on your servers. Data never leaves your perimeter.

Upon request

Air-Gapped

Fully isolated from the network. For high-security environments.

Details on privacy, compliance and architecture → Deploy & Privacy

Bundle discount

The more modules you buy, the less you pay.

Each additional module beyond the first gives you 5% off the total: up to 15% with four modules. Add ARIflow and another 10% kicks in.

The maximum discount is 25%: four modules plus ARIflow.

Example: ARIdb + ARIknow + ARIflow → 15% discount. €23,400/year become €19,890.

ARIchat is included for free and does not count toward the bundle.

1 module

0%

2 modules

5%

3 modules

10%

4 modules

15%

+ ARIflow

+10%

Ready to bring ARIknow to your company?

Try it on your data · No commitment

Still have doubts?

Book a quick consultation

Cookies and tracking

We use technical cookies and — with your consent — analytics and marketing cookies to measure traffic and improve your experience. You can accept, refuse or change your choice at any time.

More info in the Cookies Policy →