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IT teams · Rollout scenario · Updated

Automation migration with behaviour tests and a rollback

We record how the current automation works, check the same in the new environment and test the rollback. The IT team approves the switch-over.

Automation, paid once
from €3,000 net
  • Test on your process: €0
  • You pay 50% after acceptance

How much does migrating an automation to a custom system cost, and when does it pay back?

Short answer

Migrating an automation to a custom system costs from €3,000 net. In our scenario it pays back in 1.5 months. Today, fixing 200 failed runs by hand costs €2,327 a month. With the system, the same work costs €351. The IT team approves every difference and the switch-over. The first stage runs without writing to the production system. The test on your process is free.

Statistics

Teams and AI: statistics 2025

Figures checked: 22 October 2026

Cost today · Scenario

What failed runs cost you today

€2,327

a month for fixing 200 failed runs by hand

Payback: 1.5 mo.

In your company

  • Team of 3

    60 failed runs · €698 a month

    5.1 mo. payback

  • Team of 10

    200 failed runs · €2,327 a month

    1.5 mo. payback

  • IT department

    600 failed runs · €6,980 a month

    0.5 mo. payback

The team gets back about 57 hours of work a month, or 7 working days, and the company €23,710 a year. We count after the time a person spends checking and after the model cost.

Source: Eurostat, hourly labour costs 2025 (2026) ↗

How we calculate it

200 × 20 min = 66.7 h × €34.90 = €2,327 a month. With the system, a person checks the output in 15% of the old time (€349) and the model costs €2. That leaves €351. The saving is €1,976 a month, so €3,000 pays back in 1.5 months.

Assumptions: 20 minutes to check and fix a failed automation run by hand and checking in 15% of the old time are our assumptions. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat, for companies with 10 or more employees. Model cost: Claude Sonnet 5.5, about 3,000 + 400 tokens per run, at the ECB rate of 1.1205 USD per euro on 22 October 2026.

Book a free process review (30 min)

We will calculate it on your logs.

How it works

What changes in a migration

Today

  1. The platform automation fails every few days

    Team

  2. Nobody knows exactly how it works

    Team

  3. Migration from memory

    Team

  4. The new version behaves differently

    Team

  5. A rollback with no plan

    Team

With the system

  1. Records the current automation's behaviour

    System

  2. Runs the same cases in the new environment

    System

  3. Describes the differences

    AI

  4. The IT team settles the differences

    Person

  5. Switch-over with a tested rollback

    System

What stays with people: The IT team approves every difference and the switch-over. The first stage runs without writing to the production system.

Client results.

All projects →
foap.comcustomer service

foap.com customer service: 95% of replies are sent automatically.

Users from several countries write to foap.com, in several languages. The system reads the entire conversation and the terms of that person, and then sends a response in that person's language. Questions about money and exceptions go to the team with a ready draft, so they have to check and send them.

the system sends the answers itself, without human typing
95%
time from the arrival of the e-mail to the ready response (median)
30 s
e-mails that require a response receive a ready-made draft
100%
less work for every 1000 answers (estimate)
47 h

Data from foap.com production, October 20-21, 2026. Estimate: 3 minutes for handwritten response.

How foap.com customer service works →
Sample messages. Money matters always come to the person.

Other implementations

jaktako.design

studio projektowe

−87%

Time to look for new customers, every day

4 hours → 30 min

approx. 73 hours less per month (21 days of work)

according to the studio

How the agent loop works →
Signature Estates

real estate

approx. −90%

Operator time spent browsing portals, per day

2–3 hours → 20 min

approx. 45 hours less per month (21 days of work)

respect · contact the seller 5 minutes after the announcement

How the agent finds property listings →

Who already works this way

Our systems already work for clients

What this scope builds on

The migration we have already run on test data

We recorded 336 behaviours of the old environment and checked them in the new one. 7 differences were left for the team to decide, and the rollback to the old version passed its test. Demonstrator on test data.

See AI agents →

Client review

“We started with my own AI agent. During the training that followed, I learned to build new applications myself. Today I am bringing this way of working with AI into my business. Working with Syntalith gave me exactly the skills and tools I needed.”

Kuba Koziej, CEO and co-founder of MoreGrowth and board member at Natu.CareKuba KoziejCEO and co-founder, MoreGrowthView the original training review on LinkedIn ↗

How to start

How to start. The first two steps are free.

  1. 1 · 30 min

    Free process review

    €0

    An engineer works out the cost of the process with you. Written plan within 2 working days.

  2. 2 · 5 days

    Test on your process

    €0

    We run 20 to 100 cases your team has already handled.

  3. 3 · 2–6 weeks

    Build

    from €3,000

    Fixed price in the contract. 50% on signing, 50% after acceptance on your test set.

Book a free process review (30 min)

or call+48 888 78 48 78WhatsAppMon–Fri 9:00–17:00 CET

You will see the slots in your time zone.

Included in the build

  • A record of the current automation's behaviour
  • The same cases in the new environment
  • A list of differences for the team to decide
  • A tested rollback to the previous version

What happens to your data

  • You choose the test cases. We anonymise them on request.
  • They stay in the EU and we delete them after the test.
  • We sign the NDA and the data processing agreement before we receive anything.

After acceptance you keep the code, the test set and the documentation. You pay for licences and model usage directly to the provider. After acceptance you keep the behaviour tests for later changes.

Questions

  • How much does an automation migration cost?

    From €3,000 net, paid once. After the 5-day test the build takes 2 to 6 weeks. You get a fixed price before the contract: 50% on signing and 50% after acceptance on your own cases.

  • Will the migration stop the current automation?

    No. The first stage runs alongside it, without writing to the production system. The IT team approves the switch-over after the differences are settled.

  • What if the new version behaves differently?

    Every difference goes on a list for the team to decide. We test the rollback to the previous version before the switch-over.

  • When does it not pay off?

    Below 26 failed runs a month the payback takes more than a year. Then it is better to fix the steps that fail most often in your current tool.

  • What do we need to prepare?

    An export of the current automation, run logs from recent months, access to a test environment and the person who knows the flow.

What our OpenAI and Anthropic partnerships mean for you.

OpenAI makes ChatGPT and Anthropic makes Claude. We belong to the partnership programs of both companies, so we work with their tools every day and learn from the creators themselves.

OpenAI Select PartnerClaude Partner Network
01We will select a tool for the task
We implement both ChatGPT and Claude. We check both on your documents, and you choose the one that makes fewer corrections and saves more time.
02Knowledge straight from the creators
We learn from official OpenAI and Anthropic courses and materials. Your team learns about the features and settings that work today.
03Licenses without our margin
You buy accounts directly from OpenAI or Anthropic and receive an invoice from them. We do not add anything to the license.
04Certified engineers
On the team, we have an AWS certification in machine learning and an Anthropic certification in systems architecture on Claude.

Participation in programs does not mean that OpenAI or Anthropic endorses our services.