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AI agents for preparing procurement waiver requests
Short answer
An AI agent prepares a request for a waiver from the purchasing rules for decision: it sets the reason and the deadline against the attachments and asks the requester what is missing, for example which alternatives were checked. The procurement manager receives a complete case, and the decision stays with them. The agent costs from €3,000 net at Syntalith and, with 120 waiver requests a month at 30 minutes each, pays back in 2.1 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
Procurement and AI: statistics 2026
2.1 mo.
payback of a €3,000 agent with 120 waiver requests a month: €2,094 of work today, €633 with checking and the model. Scenario.
20.0%
According to Eurostat (2025), 20.0% of EU companies with at least 10 employees used AI.
Source: Eurostat, 20% of EU enterprises use AI technologies (2025) ↗
31.1%
According to Eurostat (2025), 31.1% of EU enterprises that use AI use it for business administration or management.
Source: Eurostat, Use of artificial intelligence in enterprises (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 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.
Figures checked: 22 October 2026
Delivery on Thursday explains only part of the request
A private company's policy lets the procurement manager consider a waiver if the request gives the reason, the required date and an explanation of which alternatives were checked. An employee needs materials for maintenance work on Friday, writes that the preferred supplier will deliver them on Thursday and attaches the confirmation. They do not say whether they contacted other suppliers.
The agent finds the confirmation and sets it beside the description of the need, and the manager sees where the urgency comes from. One specific question for the requester remains:
The request mentions maintenance work on Friday, and the attachment confirms delivery on Thursday from the preferred supplier. Which alternative offers were checked, and with what result?
A procurement employee checks the draft and sends the question. The agent attaches the reply to the same case.
- 01Requestreason, date and the note „urgent”
- 02Attachmentsthe delivery confirmation beside the description of the need
- 03Gapsa question about the specific missing information
- 04Replyattached to the same case
- 05Decisionthe procurement manager, with the complete material
- Whether the waiver is justified
- Exceptions where the rules are unclear
- The choice of supplier
- Changes to the purchasing policy
What it costs and when it pays back
- Today
- 120 waiver requests × 30 min = 60 h (€2,094)
- With the system, a person checks the output in 30% of the time
- €628
- Model, 3 calls per case, Claude Sonnet 5.5
- €5
- Cost of one case
- €17.45 today, €5.28 with the system
- Saving
- €1,461 a month
Payback of €3,000
2.1 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: 5,000 input and 600 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.
Links to the attachments stay next to the summary, because the manager may want to read the exact wording of the supplier's confirmation. A short description makes it easy to get your bearings, and the source lets you check the detail.
When a form and the current workflow are enough
If requests keep missing the same field, fix the form: the question about checked alternatives can appear when the request is submitted. Ready-made tools handle passing a request on for decision: Power Automate routes approval requests to people and collects the replies. The agent has more to do when the reasons are scattered across the text of the request, an attachment and a later email. The article on a purchase approval system covers versions of an approved purchase after a change of supplier.
The same field is always missing
a corrected request form
configuration
Requests are complete, nothing passes them on
an approval workflow in your current tools
configuration
The reasons sit in many places
an agent that completes the request for decision
from €3,000
Where to start
The first scope covers one type of waiver in the current workflow. On a finished case we check whether the proposed question would have produced the explanation the manager had to go back for. AI in procurement describes other starting points. 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: the procurement team
We run the same count for your requests in the free process review.
€2,792
a month for checking 800 supplier invoices by hand
Payback: 1.3 mo.
6 minutes to compare an invoice with the order and the goods receipt 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: €0.0040 per invoice, measured in our invoice coding system (0.004514 USD), at the ECB rate of 1.1205 USD per euro on 22 October 2026.
See the full calculation →
