Integrating AI into a business means connecting a language model to your data and your tools for a specific, measurable task: answering customers from your documentation, extracting information from documents, qualifying requests or chaining actions in your software. ITEmpire Group designs these solutions, from proof of concept to production.
The problems we solve
- Teams spending hours copying information from one tool to another.
- Repetitive customer questions whose answers already exist in your documents.
- Documents (invoices, purchase orders, CVs, contracts) to read and re-enter.
- Incoming requests to sort and forward to the right person.
- An internal knowledge base that is hard to search.
What we build
- AI assistants on your website, your app or your internal tools that answer from your own content.
- Document search (RAG): the model first finds the relevant passages in your documents, then writes an answer that cites its sources.
- Document extraction and classification: reading PDFs and images (OCR), extracting the useful fields, classifying.
- Process automation with n8n or Make: forms, e-mails, CRM, WordPress, spreadsheets and APIs connected together.
- AI agents that choose among authorised tools (look up an order, create a ticket, draft a reply) to complete a task.
- AI integration into your existing web and mobile applications, through APIs.
Chatbot, automated workflow or agent: what is the difference?
| Solution | How it works | When to choose it |
|---|---|---|
| Conversational assistant | Answers questions; does not act on your systems. | Support, FAQs, searching documentation. |
| Automated workflow | Follows fixed steps defined in advance; AI can handle one step (summarise, classify, extract). | Repetitive, predictable processes. It is the most reliable and least expensive solution when it is enough. |
| AI agent | Chooses the tools and the order of actions itself to reach a goal, within set limits. | Variable tasks that require consulting several sources or deciding the next step. |
We always recommend the simplest solution that meets the need: a deterministic workflow before an autonomous agent.
Security and control
- Least privilege: an agent only accesses the tools and data its task requires.
- Human approval before any sensitive action: sending an e-mail, a payment, a deletion, changing customer data.
- Prompt injection protection: external content (e-mails, documents, web pages) is treated as data, never as instructions, and the possible actions are restricted upfront.
- Logging of questions, sources used and actions taken, to check and correct.
- Confidentiality: model provider and hosting chosen according to data sensitivity; no personal data sent without a legal basis.
- Execution limits: number of steps, budget and duration capped per task.
From proof of concept to production
- ScopingUse case, available data, measurable success criteria and confidentiality constraints.
- Proof of conceptA quick test on a real sample of your data to check that the approach works.
- PrototypeA first version used by a few people, with a reference set of questions to measure quality.
- IndustrialisationIntegration with your tools, error handling, security, monitoring and documentation.
- Follow-upMeasuring answer quality, costs and usage; regular improvements.
Costs and timelines
The budget depends on the volume and quality of your data, the number of tools to connect, the level of autonomy you want and the usage volume. AI models are generally billed per use: we estimate this running cost during scoping and monitor it afterwards. Every project is quoted individually.
Further reading
- AI agent or classic automation: how to choose? (in French)
- RAG: connecting AI to your company’s documents (in French)
- Securing an AI agent: permissions, human approval and prompt injection (in French)
- WordPress and n8n: automating your website (in French)
- Make, n8n or Zapier: which automation tool to choose? (in French)
Do you have a process to automate or an AI use case in mind? Describe it in a few lines: we reply within 24 hours with a first approach.