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AI before confirming an equipment inspection
Short answer
Before an equipment inspection, an AI agent gathers what was agreed in the correspondence on the work order, tells permission to enter the site apart from access to the machine and writes the coordinator a question about the missing confirmation. The coordinator confirms the visit. The agent costs from €3,000 net at Syntalith and, with 400 service visits a month at 10 minutes each, pays back in 1.9 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
Service and AI: statistics 2026
1.9 mo.
payback of a €3,000 agent with 400 service visits a month: €2,327 of work today, €706 with checking and the model. Scenario.
47%
According to the European Commission (2026), customer service is the most common use of AI among EU SMEs and mid-caps that already use it: 47%.
Source: European Commission, Flash Eurobarometer on AI and algorithmic management (2026) ↗
15%
According to Brynjolfsson, Li and Raymond (2025), customer support agents working with AI resolved on average 15% more issues an hour, in a study of 5,172 people.
Source: Brynjolfsson, Li and Raymond, The Quarterly Journal of Economics (2025) ↗
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) ↗
Figures checked: 22 October 2026
Reception confirmed entry, production has not yet
The proposed visit is an inspection of compressor A on Tuesday morning. The client confirmed entry through the plant's reception. The message says nothing about access to the compressor, and the contact in production has not replied yet. If the coordinator takes reception's „confirmed” as consent to everything, the technician will arrive at a machine that is running on a shift.
The agent shows the entry confirmation with a link to the email and the open request about compressor A. To the production contact it writes: „We propose an inspection of compressor A on Tuesday morning. Reception has confirmed entry to the plant. Can you confirm access to compressor A at that time?”. The coordinator checks the machine's label and the date, then sends it. When the date changes, the earlier reply stays in the history, and the coordinator needs an arrangement for the new window.
- Entry to the site, with the person and the date
- Access to the specific machine in the proposed window
- The person on the client's side authorised to confirm
- A reply assigned to the machine and the date it concerns
The project covers the correspondence. Judging the technical readiness of the machine and the safety conditions stays with the technicians and the clients.
What it costs and when it pays back
- Today
- 400 service visits × 10 min = 66.7 h (€2,327)
- With the system, a person checks the output in 30% of the time
- €698
- Model, 2 calls per case, Claude Sonnet 5.5
- €8
- Cost of one case
- €5.82 today, €1.77 with the system
- Saving
- €1,620 a month
Payback of €3,000
1.9 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: 4,000 input and 400 output tokens per call at Anthropic's rates, converted at the ECB rate of 1.1205 USD per euro on 22 October 2026.
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.
Check what you can record on the work order
Service software may have a place for these arrangements: Microsoft describes scheduling requirement types in Dynamics 365 Field Service. If the team gets replies in one place and records them on the machine straight away, configuration is enough. An agent makes sense when the coordinator pulls the arrangements out of scattered correspondence. The availability of technicians and kits is a separate part of the preparation, covered in the article on equipment service scheduling.
Arrangements recorded on the work order in service software
configuration of scheduling requirements
no build
A few visits a week
a list of confirmations on the work order
no build
Hundreds of visits, replies in emails from several people at the client
an agent that collects the confirmations
from €3,000
Where to start
The first scope covers access confirmations for one service team. We connect the named inbox with the work order register and check on a finished case whether the coordinator finds the reply about the specific machine. 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 service
We run the same count for your visits in the free process review.
€3,490
a month for writing the reports for 400 jobs
Payback: 1 mo.
15 minutes to write a work report 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 a photo at €0.0042 (0.004734 USD), measured in our field documentation system, plus the description (Claude Sonnet 5.5, about 2,000 + 400 tokens), at the ECB rate of 1.1205 USD per euro on 22 October 2026.
See the full calculation →
