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AI Agent Handover: Test Before Acceptance
Short answer
Before you accept an AI agent, ask the person who will run it to do an agreed task alone on the company's account: identify the approved release, check access and the connection to the system and carry out the agreed stop. At Syntalith an agent costs from €3,000 net, and with 500 agent-handled cases a month at 8 minutes each it pays back in 1.7 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
AI agents in companies: statistics 2026
1.7 mo.
payback of a €3,000 agent at 500 agent-handled cases a month: €2,327 of work today, €599 with checking and the model. Scenario.
40%
According to Gartner (2025), over 40% of agentic AI projects will be cancelled by the end of 2027 because of costs, unclear value or weak risk controls.
90%
According to the European Commission (2026), 90% of companies using AI say people take the decisions, and 2% of decisions are fully automated.
Source: European Commission, Flash Eurobarometer 578 (2026) ↗
70.9%
According to Eurostat (2025), 70.9% of EU companies that considered AI and did not use it named a lack of relevant expertise.
Source: Eurostat, Use of artificial intelligence in enterprises (2025) ↗
50%
According to Anthropic (2026), software engineering accounted for nearly 50% of agent activity on the public API, and most agent actions were low-risk and reversible.
Source: Anthropic, Measuring AI agent autonomy in practice (2026) ↗
Figures checked: 22 October 2026
A scenario: the agent cannot find an order
The agent helps employees search for orders. After it moves to the buyer's account, a user reports that the agent did not find a record that should be available. The future operator establishes whether the trial concerns the approved release of the agent and whether the connection to the right source works. Then they tell an access problem from a wrong result by the agent. The message „not found” alone does not settle which situation occurred.
The exercise runs in a test environment, on accounts the buyer controls, with no passwords handed over in the documentation. The supplier may watch. Readiness is confirmed by what the operator does on their own. The guide to importing and exporting Copilot Studio agents requires authentication to be configured again after import and dependencies such as connectors to be handled separately, so you check the operator's access after the move.
| Acceptance card field | What to record |
|---|---|
| Scope of the trial | the process, the functions covered by acceptance and the exclusions |
| Version and environment | the release identifier, the configuration and the test sources |
| Set of cases | ordinary cases, missing data, conflicts, duplicates and a connection failure |
| Pass condition | a requirement for each type of case, set before the trial |
| Handover | a task done by the future operator alone |
| Gaps | severity, owner of the fix and the date of the retest |
| Decision | acceptance or a list of conditions, the person deciding and the date |
- 01Ticketthe operator receives the report „the agent did not find the order”
- 02Releasethey identify the approved version of the agent
- 03Dependenciesthey check the account, the connection and the source
- 04Diagnosisthey tell missing access from a wrong result
- 05Stopthey carry out the agreed stop or escalation
What an AI agent costs and when it pays back
- Today
- 500 agent-handled cases × 8 min = 66.7 h × €34.90 = €2,327
- With the system, a person checks the output in 25% of the time
- €582
- Model, 3 calls per case, Claude Sonnet 5.5
- €17
- Cost of one case
- €4.65 today, €1.20 with the system
- Saving
- €1,728 a month
Payback of €3,000
1.7 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 tokens and 500 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 it on. What stays is the time to check the output, 25% of today's work in the scenario. Before we quote, we measure both times on 20 to 100 cases your team has already handled, in a €0 test that takes 5 working days.
An average accuracy can hide an error that blocks launch on its own, for example a write without the required approval, so we assess such conditions separately. According to Gartner (2025), over 40% of agentic AI projects will be cancelled by the end of 2027, and the lack of an operator able to take over the system is one of the easier causes to avoid.
What a failed handover test means
An unrecognised release, an unchecked dependency or no decision to stop leave a gap in the handover. A single missing permission needs the account completed, while a missing owner of a connection or an unsettled version needs a wider agreement before the next trial. Not every automation needs such a trial: for a simple tool run occasionally, with no external connections, a review of the documentation and a joint run are enough. You gather the requirements earlier in an AI implementation brief.
A simple tool, one owner, no connections
a documentation review and a joint run
no extra cost
An agent with several accounts and dependencies
a handover trial with an acceptance card
included in the rollout
The operator did not pass the trial
a limited fix and a new acceptance
priced after the review
Where to start
For the call, bring one ticket the operator should be able to handle, the name of the future owner of the accounts and a list of the systems the agent connects to. Ongoing maintenance after acceptance is covered in the article on AI agent maintenance after deployment. We build this kind of rollout as part of AI agents. For the free process review, a description of one case from recent weeks and the tools it went 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: case handling with an agent
We run the same count for your process in the free process review.
€5,817
a month for answering 2,000 customer emails
Payback: 0.6 mo.
5 minutes to read an email and write a reply 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 + 600 tokens per message with a draft reply, at the ECB rate of 1.1205 USD per euro on 22 October 2026.
See the full calculation →
