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AI agents

Agents that do the work. People at the decisions.

Matching, triage, drafting, extraction, routing, reporting: agents that operate inside your systems and hand over exactly when judgement is needed. Deterministic where possible, intelligent where useful, observable always.

Who this is for

  • Operations, support and sales teams with volume
  • Recruitment, finance and administration with repetitive judgement
  • Enterprises that need agents to run inside real constraints

What you get

  • Agent design: tools, memory, boundaries and escalation
  • Approval queues and human-in-the-loop where decisions carry weight
  • Integration with CRM, ERP, support, email and chat
  • An evaluation set so quality is measured, not felt
  • Monitoring of every run, decision and failure
  • Runs on your infrastructure or ours, with your data staying yours

How it goes

01

Find the judgement calls

We map the flow of work and separate what is deterministic from what needs an agent. Most steps stay rules.

02

Prototype on real data

A first agent runs on your real cases within days, so we learn where it is right, where it is wrong, and where a person must stay.

03

Harden and operate

Guardrails, evaluation, monitoring and approval flows make it production-grade. Then we run it with you.

Proof

The n8n workflow for vacancy matching: semantic search over the database on the left, drafting, approval queue and notifications on the right.
HR and recruitment services providerRecruitmentAI agent and automation

Vacancy matching that recruiters approve instead of search

A semantic matching engine pairs every new vacancy with the right companies and candidates, drafts the outreach, and puts a recruiter on the final decision.

  • AI agent
  • Semantic search
  • n8n orchestration
  • Approval workflow
The n8n workflow: a Telegram trigger branches into a PDF path and a photo path, both handled by an AI agent, then Google Drive, Google Sheets and a confirmation message.
Installation company with field teamsField servicesAutomation

Receipts and invoices filed from a single chat message

Photograph a receipt or forward an invoice in Telegram. An AI agent extracts the data, files the document in Drive and updates the books in Sheets.

  • Document AI
  • n8n orchestration
  • Google Workspace integration

Tell us what should exist.

Bring the brief you are not sure anyone can build.

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