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AI for preparing a plant shift handover
Short answer
At a shift handover, an AI agent combines the shift log with replies from the warehouse, maintenance and other departments into a note for the incoming shift supervisor: what was done, what we are waiting for and whom to contact. The outgoing supervisor checks the note. The agent costs from €3,000 net at Syntalith and, with 90 shift handovers a month at 25 minutes each, pays back in 3.3 months.
How we workDetails ↓
- 01Call30 minutes with an engineer, free
- 02PrototypeA working system on your process and data, free
- 03ImplementationTarget and fixed price in the contract; 50% at signing
- 04Acceptance50% once the agreed target is met
- net per agent for one process, build paid once
- from €3,000
- from signing the contract to acceptance
- 6–16 weeks
- free prototype on your cases
- €0
We belong to the OpenAI and Anthropic partner programmes and learn through their official courses. What this means ↓
Author: Syntalith · 3 min read
Statistics
Manufacturing and AI: statistics 2026
3.3 mo.
payback of a €3,000 agent with 90 shift handovers a month: €1,309 of work today, €399 with checking and the model. Scenario.
17.3%
According to Eurostat (2025), 17.3% of EU manufacturing enterprises with at least 10 employees used AI.
Source: Eurostat, Artificial intelligence by NACE Rev. 2 activity (isoc_eb_ain2) (2025) ↗
90%
According to the European Commission (2026), 90% of companies that use AI say people take the decisions, and 2% of decisions are fully automated.
Source: European Commission, Flash Eurobarometer on AI and algorithmic management (2026) ↗
40%
According to a study published in Science (2023), ChatGPT cut the time 453 professionals spent on writing tasks by 40%.
Source: Noy and Zhang, Science (2023) ↗
14–56%
According to Anthropic (2025), controlled trials found smaller time savings, from 14% to 56%.
Source: Anthropic, Estimating AI productivity gains (2025) ↗
Figures checked: 22 October 2026
The warehouse's reply sits outside the log
During the shift, packaging ran out for a planned order. The log records „waiting for the warehouse”. Later the warehouse operative replies to the supervisor that part of the packaging is ready, and the rest will come after a delivery. The reply stays in the supervisor's inbox. The next shift's supervisor reads „waiting for the warehouse”, calls the predecessor, then the warehouse, and only after a quarter of an hour knows how much packaging there is and what is still awaited.
The agent sets the log entry beside the warehouse operative's reply. It keeps the news of partial completion and points out the unresolved part: when the delivery will arrive. It proposes a question about the date. The successor gets a link to the message, and when the warehouse replies later, the new record goes into the same case. The supervisor does not have to work out from scratch whether the reply covers the whole requirement or part of it.
- Issues that need further attention, without the whole shift history
- What has already been done, and by whom
- The next contact and what is still unknown
- Links to the log and the messages
The outgoing supervisor checks the draft and adds what is not in the records, because some arrangements are made at the machine and never reach a message.
What it costs and when it pays back
- Today
- 90 shift handovers × 25 min = 37.5 h (€1,309)
- With the system, a person checks the output in 30% of the time
- €393
- Model, 2 calls per case, Claude Sonnet 5.5
- €6
- Cost of one case
- €14.54 today, €4.43 with the system
- Saving
- €910 a month
Payback of €3,000
3.3 months
The volume, the time and the checking share are the scenario's assumptions. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat. Model: 15,000 input and 1,000 output tokens per call at Anthropic's rates, converted at the ECB rate of 1.1205 USD per euro on 22 October 2026. The scenario assumes 3 shifts a day for 30 days and both supervisors' time spent rebuilding open issues.
The count covers the work around a case: searching, reading, writing and passing things on. What remains is the time to check the output, 30% of today's work in the scenario. Before the quote we measure both times on 20 to 100 cases the team has already handled, in a €0 test that takes 5 working days.
When a shared list is enough
Not every difficulty needs an integration. When everyone updates a shared list and the problem is missed notifications, start with its settings: Microsoft Lists creates rules that notify people about changes. When supervisors have access to the materials and need practice in clear handovers, the right step is AI training for shift supervisors. An agent makes sense when departments' replies arrive by email and messenger, outside the log.
Everyone updates a shared list
notification rules in the list
configuration
The materials exist, handovers are unclear
training for shift supervisors
from €1,150 a day
Departments' replies in emails and messenger
an agent that links the log with the replies
from €3,000
Where to start
The first scope covers one area of the plant. We look at a draft handover on agreed materials and check whether the supervisor can prepare for the conversation without opening every message. We build this as part of AI agents. For the free process review, a description of one case from recent weeks and the tools it ran through is enough. You do not need to send confidential documents, and you get a written plan within 2 working days.
Worked example · Scenario
How we count the payback: AI in a manufacturing company
We run the same count for your plant in the free process review.
€5,235
a month for quoting 150 enquiries by hand
Payback: 0.7 mo.
1 hour to quote an enquiry with a drawing 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: reading the enquiry in our quoting system (about €0.0008) plus pricing the lines (Claude Sonnet 5.5, about 4,000 + 1,500 tokens), at the ECB rate of 1.1205 USD per euro on 22 October 2026. The extra margin is a scenario: we assume 1 in 40 enquiries quoted the same day ends in an order that a slow reply loses today, with a margin of €688. In the review we count it on your sales process.
See the full calculation →
