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Architecture

Tailored to your process. Engineered to last.

Every customisation rests on a modular, documented and tested architecture, designed to grow with volumes without losing control and security.

Five layers, separate responsibilities

01 Channels
phone · web chat · email · WhatsApp and Telegram on project

Phone, website chat, email; WhatsApp and Telegram on project. Every channel enters from the same point and feeds the same customer history.

02 Agents
reception · mail · documents · workflows · analysis

Specialised modules for reception, mail, documents, workflows and analysis. They all follow the same pattern: receive an event, interpret, propose an action, submit it to the rules, execute and record.

03 Governance
roles · human validation · versioned instructions

Authentication, granular roles and permissions, human validation queues, agent instructions versioned and editable without releasing new code.

04 Integration
ERP, CRM, CMS connectors · multi-model AI gateway

Connectors with explicit interfaces (APIs, Application Programming Interfaces) towards the customer's systems, that is ERP (Enterprise Resource Planning), CRM (Customer Relationship Management) and CMS (Content Management System), and a single gateway towards the AI models, in the cloud or installed locally.

05 Data
relational · vector · NoSQL · blockchain · queues

A hybrid organisation: for every kind of data, the technology best suited to the context. A relational database for data and case statuses; vector search for company knowledge; NoSQL databases for documents, events and unstructured content; blockchain to certify immutably what must carry evidential value, such as the audit log and signed documents; persistent queues so that no event is ever lost.

Cross-cutting: audit log · pseudonymisation · encryption · observability
Human in the loop

The principle that makes autonomy safe: decision is separated from action

The AI model proposes, with a confidence level. An explicit rule decides whether the action is executed, prepared for a person or only suggested. This is how autonomy grows step by step, agent by agent, action by action, based on the metrics collected.

The engineering rules we do not negotiate

PrincipleWhat it means for you
Modular service architectureA component is updated or replaced without stopping the others
Documented API contractsEvery service exposes described and verifiable interfaces; integrating is predictable
Semantic versioning and architecture decision recordsYou always know what changes with each release and why
Automated tests and agent evaluations on real casesEvery change to code, instructions or models is verified before going into production
Cryptographically chained audit logNo operation can be altered after the fact without it showing
Least privilegePeople and services see only what their role requires
Secrets outside the code, encrypted traffic, encrypted and verified backupsOperational security from day one
Cost and performance observabilityEvery call to the models is tracked with times and costs
Without Agentic Darts

Scattered scripts and prompts, no tests, nobody knows what changes with each edit; an update breaks an integration and you find out from customers.

With Agentic Darts

Separate components, tests and evaluations before every release, tracked versions, tamper-evident log.

Where it runs

Managed cloud in Europe

fast start, updates included.

Customer's private cloud

same platform, in your tenant.

On-premise

everything in your data centre, AI models included, for the most confidential contexts.

The platform ships in containers: the same package runs in development, staging and production, in any environment.

No lock-in

The gateway to the AI models makes providers interchangeable: one model today, another tomorrow, or one installed in-house, without rewriting the agents. Instructions and evaluation cases are portable.

Stack
Containerised servicesPostgreSQL with vector searchNoSQL databases for documents and eventsBlockchain for data certificationPersistent queuesMulti-model gateway (cloud and local)SIP (Session Initiation Protocol) telephony / AsteriskTemplate-based PDF engineCryptographically chained audit logTime and cost observability

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