ZephyrConsulting

Service (002)

All services

Automation & Agents

Take the retyping, chasing and sorting off your team.

If a task arrives by email, PDF or form and ends with someone typing it into another system, it can probably be automated. We build the system that does it, connect it to the software you already run, and stay until the numbers hold in production.

  • Process automation
  • Document intake & extraction
  • AI agents & copilots
  • Customer service assistants
  • System integration
  • Monitoring & support
Three cubes linked by a looping orange tube

When it fits

You probably need this if any of these sound familiar.

What you get

Deliverables(6)

  1. (001)

    A working system in production

    Not a prototype. Connected to your mail, ERP, CRM, TMS or PMS, with logins and permissions handled properly.

  2. (002)

    Human review where it matters

    Confidence thresholds and a review queue, so people handle the exceptions and the system handles the rest.

  3. (003)

    An evaluation set

    Hundreds to thousands of your own labelled examples, used to test every change before it ships.

  4. (004)

    Monitoring dashboard

    Volumes, accuracy, override rates and cost per item, visible to the process owner.

  5. (005)

    Runbook and handover

    What to do when a supplier changes a form, a model is retired or volumes double.

  6. (006)

    Support retainer, if you want one

    Monthly checks, model updates and small changes at a fixed price.

How it runs

Timeline

  1. Weeks 1–2

    Map

    We document the process as it really runs, collect sample cases and agree what good looks like in numbers.

  2. Weeks 3–6

    Prove

    A pilot on real work for one team, measured against the baseline. You decide to continue with data in hand.

  3. Weeks 7–12

    Build

    Integration, permissions, review screens, monitoring and edge cases. The unglamorous eighty percent.

  4. Ongoing

    Run

    Go-live with a staged rollout, then handover to your team or a support retainer with ours.

Typical length
10 to 14 weeks to production
Team
Two engineers and a delivery lead
Fee
Fixed per phase
You get
Code, prompts and data you own

(2)

Related work

Engagements where Automation & Agents was part of the scope.

Good to know

Questions

Which models and tools do you use?

Whatever fits the task, the budget and your data rules. We work with the major model providers and with open models hosted in the EU or on your own hardware. We take no commission from any vendor.

Will this replace people?

In our projects so far it has changed what people do. Clients have mostly used the time to absorb growth or to do the work that was being skipped.

What happens when the AI is wrong?

It will be, sometimes. That is why every system we ship has a confidence threshold, a review queue and a log. The design question is where a mistake is cheap and where it is not.

Can you work with our old systems?

Usually. We have integrated through APIs, database views, file drops and, when there was no other way, screen automation.

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Get in touch

Tell us what you are trying to fix, in a few lines. We reply within one working day with questions or an outline of how we would approach it.

Give us a call

+36 (88) 698539