Client Case — Ark Fiduciaire: An Instant Quote AI Agent and Accounting Automation
Ark Fiduciaire is a Geneva-based fiduciary firm supporting SMEs, freelancers, and international groups in accounting, taxation, payroll, and company administration. Like many firms, it faced a classic bottleneck: each incoming quote request required a qualified staff member to understand the need, ask the right questions, and estimate the scope — a high-value but time-consuming task, difficult to handle outside office hours. Houle designed and deployed for Ark Fiduciaire an instant quote AI agent, hosted on Azure in Switzerland, that absorbs this first step while keeping humans at the center of the decision.
The Problem: The First Response Is Costly
In a service business, the first contact is decisive. A prospect who does not receive a quick response turns to a competitor; conversely, a response that is too generic does not properly frame the assignment. Ark Fiduciaire wanted to respond quickly, at any time, without degrading the quality of qualification or multiplying back-and-forth exchanges. The goal was not to "replace" an advisor, but to prepare the ground so the advisor could intervene at the right time, with an already structured file.
The Solution: An Agent, Not Just a Chatbot
The agent goes beyond a form or a scripted chatbot. It perceives the prospect's context (company type, sector, volume, services sought), reasons to identify missing information and ask relevant questions, then acts by leveraging business tools:
- It captures and normalizes the context of the request throughout the conversation.
- It automatically creates a qualified lead in Odoo CRM, with a complete description and all exchanges attached to the record.
- It prepares an initial scope estimate that serves as the basis for the quote.
- It sends everything to the team for human review and validation: no commitment is sent to the client without a staff member having reviewed and approved it.
This human-in-the-loop principle is foundational. The agent accelerates and documents, but responsibility — and the client relationship — remain in the hands of the firm.
The Architecture: Private, Swiss, Integrated
The agent is built on Azure AI Foundry agent components, running on Azure infrastructure in Switzerland, consistent with the confidentiality requirements of a fiduciary firm. Conversation and prospect data remain within a controlled perimeter, and integration with Odoo avoids double entry: what the agent collects feeds directly into the CRM, with no copy-paste or manual re-entry.
In parallel, Houle supported Ark Fiduciaire with accounting automation: classification and pre-processing of documents, assisted reconciliations, and preparation of entries, always with human control over sensitive points. The guiding idea is the same: let the machine handle repetitive and documentable work, and focus experts' time on analysis, advice, and special cases.
What This Changes Day-to-Day
The observed benefits are primarily qualitative. The firm now responds to requests continuously, including outside business hours, without requiring a staff member for each first contact. Prospects arrive "pre-qualified": when an advisor picks up the file, the essentials are already recorded in Odoo. Requests are no longer lost in an email inbox, and follow-up is traceable from end to end.
On the accounting side, automation reduces time spent on low-value tasks (sorting, data entry, simple reconciliations) and improves the reliability of the document trail. We refrain from giving precise figures here: every firm is different, and the value of such a system is measured over time, depending on volume and organization.
Key Takeaways
Three principles emerge from this project and guide how Houle deploys agents for service companies:
- Start with a use case with clear ROI. Prospect qualification and quote preparation are measurable, high-volume, and carry no direct legal risk — an excellent first step.
- Keep humans in charge of decisions. The agent prepares; the human decides and commits. This makes the system adoptable in a regulated profession.
- Integrate, don’t stack. Value comes from connecting to real tools (here Odoo), not from adding yet another isolated assistant.
For a fiduciary firm, a well-framed agent is not a gadget: it is a digital colleague who handles the first step, documents everything, and lets experts do what they do best. This is precisely the approach Houle applies, from the initial scoping workshop to production deployment on Azure in Switzerland.