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May 06, 2026
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Poland
AI for people who still print their email: how we put a 25-tool agent in front of 50-year-old accountants without a single hallucinated delete
See how a 25-tool AI agent was successfully deployed as the main interface for non-technical accountants, ensuring safe and trusted interactions without data loss.
Overview
Numonis is an accounting SaaS in Spain and Portugal where the primary users are 40–60-year-old SMB owners and accountants, and we shipped a pydantic-ai conversational agent with 25+ tools (invoicing, documents, banking, P&L, tickets) as the main interface.
Live demo: I run a demo of the system’s features all over one typed SSE stream. Between beats I flip to DevTools to show the raw frames so the wire protocol is visible end to end.
Links
Tech stack