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Agents that work inside your systems

We build AI agents connected to the ERP, prepare teams to work with them, run them and give the company control over what they do.

Quotation agent · ocean freightExample with fictitious data
  1. Customer emailQuote request: 2 × 40' HC, Leixões → Luanda, general cargocompras@industria-exemplo.pt · 09:31
  2. Reads the request and checks Sage X3Existing customer, 30-day payment termsCurrent carrier rate and next sailing on 14/11
  3. Prepares the quoteOcean freight 2 × 40' HC€3,700Bunker adjustment factor (BAF)€620Terminal handling (THC)€380Bill of lading issue€75Total€4,775
  4. A person approves11% margin, below the 12% limit: goes to the sales repApproved by Ana R. · 09:38
  5. Sends and recordsEmail to the customer, quote in Sage X3 and opportunity in the CRMNobody types in any data

agents

The agents, one by one

Quotes and Proposals

Reads the quote requests customers send by email, prepares the proposal and the reply, answers the customer and records it in the CRM. A person approves before it is sent.

Ports & Shipping · in production

Container Tracking

Reads the customer's request, looks up the container status in the ERP and on the shipping lines' websites, compares it with the usual times for the route and prepares the reply. A person approves before it is sent.

Ports & Shipping · in production

Transport Deviation Alerts

Compares each shipment with transport patterns and, on its own initiative, warns the team of delays and interruptions. The agent raises the alert and people decide what to do.

Ports & Shipping · available as a pilot

Customer Accounts

Answers customer emails about their account and raises internal alerts for collections and management, based on payment habits and news about each customer.

Ports & Shipping · available as a pilot

Customs Compliance

Checks the cargo and port-call documents against customs rules and flags what is missing or does not match before it goes to customs. A person approves before submission.

Ports & Shipping · in production

Vessel Data Entry

Automatically fills in each vessel's data in the system from the documents and available sources, so the team only has to confirm.

Ports & Shipping · in production

Natural Stone Quoting

Reads requests for natural stone works and projects and prepares the quote piece by piece, with costs calculated from the factory's industrial costing in the ERP.

Stonify · available as a pilot

Production Manager's Assistant

Schedules cutting and manufacturing orders across the factory's machines in the most efficient way and warns when a disruption outside the usual pattern appears.

Stonify · available as a pilot

MCP Connectors

Connect Claude, ChatGPT or Gemini to the data in Ports & Shipping and Stonify OnManage.

See MCP Connectors

See AI agents

How each agent runs, the path to production and the test with real documents.

Open

human in the loop

How an agent runs in production

01

Trigger

An event in the ERP, an email or a user request starts the run.

02

Gathering

The agent reads data from authorised systems, with the permissions of the user who invokes it, and gathers the context it needs.

03

Proposal

It produces the result (an entry, a reply or a document) with a justification.

04

Validation

Above the defined value limit, or when in doubt, a person approves, corrects or rejects.

05

Logging

Actions and decisions remain auditable and feed the process metrics.

Anthropic

AI enablement

Teams that work with AI every day

The AI Act asks companies to make sure that people who use AI understand what they are using. We start with management and reach every team.

Management workshop

Where AI pays off in the company, what the risks are and where to start.

Applied training

Hands-on sessions on each department's own documents and processes, not on generic examples.

Assistants on internal data

Search and answers across contracts, manuals and support history, with the source cited.

Follow-up

Internal champions in each area and regular reviews, until the company maintains on its own what is up and running.

See AI enablement

agent operations

We run the agents for you

An agent in production needs someone to watch it, tune it and respond when it fails. The same team that built it does this.

Production monitoring

Daily monitoring, correction of deviations and tuning of rules and value limits.

Monthly review

What the agents did, what they cost, what went through human validation and what should change.

Safe new versions

Model or rule changes tested on real cases before they go into production.

See agent operations

product · MAJISTI

MAJISTI, the company's AI control tower

One product with two modules. Governance sets what each agent may do; observability shows what it did. Under development.

Module 1

Governance

Inventory of agents and models, rules and permissions, internal communication and evidence for the AI Act and for audits.

Module 2

Observability

Trace of every decision, cost per task, measured quality, AI infrastructure health and alerts.

See MAJISTI

The two modules, who it is for and how it works.

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in production

Who already works this way

“Today AI warns us before an error reaches the customer. A few years ago, this seemed impossible.” Paulo Henrique Tomás, Managing Director, Grupo Ibero Linhas.

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