Agentic AI
Agents that read, search, draft and act inside your software. Custom-built, deployed where your data must stay, under your team's control.
An AI agent is software that understands a request, works out the steps, uses your tools to carry them out and reports back.
A chatbot answers. An agent acts: it reads an attachment, finds the right record, fills in a form, prepares a draft, then asks for approval before anything that commits you. It doesn't replace your team; it takes the repetitive work off their plate.
Answers questions from what it knows.
Looks up your data, uses your software, chains steps together and asks for sign-off.
Examples of what we can build. Every project starts from your actual process.
Read PDFs, scans and photos, extract into a strict format, validate, then write into your systems. Uncertain cases go to human review.
An assistant connected to your tools that prepares replies, files and actions, then waits for your go-ahead.
Flows that connect email, forms, databases and APIs, with AI at the steps that need understanding or judgement.
Query your procedures, contracts or archives. Every answer cites its source, and the assistant flags what it does not know rather than guess.
Detection, tracking and measurement in images or video, including directly in the browser.
Together we identify the tasks where an agent delivers real value, and the ones where it does not belong.
A working agent on a sample of your real documents or tickets, measured against criteria we define together.
In your environment, on-premise or in the cloud of your choice, with private models when the data is sensitive.
Confidence thresholds, review queues and limited permissions: the agent proposes, your team decides.
Test sets, quality dashboards, action logs and continuous improvement after go-live.
Your data is your asset. We design every agent so it stays under your control.
When the data requires it, models run in your environment. No data is sent to a third-party service.
On-premise or sovereign cloud deployment of your choice, restricted network access, encryption.
Every action that commits you requires approval. Uncertain results are queued for review.
Every request, every source consulted and every action is logged and reviewable.
Data minimisation, consent, right to erasure, role-based access. Our health software follows health-data-grade security practices.
These capabilities already run in products we have delivered. We adapt them to your context instead of starting from scratch.
In a patient follow-up platform, lab reports sent as PDFs or photos are read and structured automatically, with no data shared with third parties. Uncertain results go to human review, with quality tracking.
Match video analysis that runs directly in the browser: pose detection, tracking and per-player statistics, with no dedicated infrastructure.
Q&A over medical reports: every answer cites the source page and no value is ever invented. Quality is measured against evaluation sets.
Flows that connect email, forms, databases and APIs, with AI at the steps that need understanding or judgement. Already running in our own operations.
We map your processes, pick a first use case, and estimate gains and risks. Deliverable: a costed roadmap.
A working agent on a narrow scope, with your users, measured against agreed criteria. Then you decide whether to go further.
Hardening, hosting, monitoring, regular evaluation and expansion to new use cases.
An AI agent is software that understands a request, plans the steps and uses your tools (email, database, ERP, documents) to carry it out. Unlike a chatbot, it takes action. At Echmun, it always asks for approval before any action that commits you.
Not unless you want it to. The agent can be deployed in your environment, on-premise or in a sovereign cloud, with private open-source models, so no data is sent to an external service. This is already our approach for medical documents.
After a one-to-two-day discovery workshop, a working pilot on your real data usually takes a few weeks. Production then depends on your integrations and security requirements.
We design for mistakes. Every result carries a confidence level; below a threshold it goes to human review. Actions are logged, the agent's permissions are limited and quality is measured continuously against test sets.
No. The agent connects to your existing tools through their APIs, your databases, your mailboxes or your automation platforms. We build any missing connectors.
Yes. Based in Tunisia, we work in French and English with organisations in Tunisia, France and across Europe, in a time zone close to Europe's. Workshops can run remotely or on site.
Tell us about it. We'll tell you honestly whether an AI agent is the right answer.
