How an AI assistant gives buyers 2× more time to negotiate

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The challenge

Quotes come back in all shapes and sizes, which makes them hard for buyers to compare with one another.

A Dutch infrastructure group subcontracts a large share of its work. Every request for quotation comes with a bill of quantities. It states, for each specification item, which work has to be carried out and in what quantity. The supplier fills in its unit price against each item.

Not every supplier works that way. One returns the bill of quantities filled in. Another sends its own price sheet in which items are merged or calculated with its own quantities. A third gives a single rate per square metre that also covers the preparatory work. Terms on price validity, payment, certification and exclusions sit in a different place in every quote.

Buyers transferred the quotes into a spreadsheet by hand. Every price had to be converted back to the items and quantities from the request, allocating a lump sum here and converting a supplier's own quantity there. That work returned with every request. In practice, the comparison therefore often came down to the total price, while the underlying items and the terms received less attention.

Discrepancies were not always spotted that way. An item that had not been quoted, a missing certificate or a surcharge that only applies under certain conditions did not always stand out. Those points surfaced during execution instead, as additional work or as a discussion about scope. A quote that looked cheapest on paper did not always turn out to be the best buy.

The solution

We developed an AI assistant that reads every quote, asks the relevant questions on its own initiative and standardises them, so a buyer can compare them at a glance.

How the comparison comes about

What goes in
The request
Supplier A
Supplier B
Supplier C
read by
Questions and answers
AI assistant
asks the relevant questions on its own
answers them and asks questions back
The buyer
once the points are settled
What comes out
Price matrix
Terms matrix
the decision
The buyer awards the contract
Phases of our framework covered
  1. 01AI strategy
  2. 02Process and opportunity analysis
  3. 03Use case portfolio
  4. 04AI Lab
  5. 05AI production and process redesign
  6. 06AI change management
View the full framework →

The result

2×

As much time now goes into the conversation with the supplier instead of into comparing quotes.

The price and terms matrix

Three suppliersABC
Price per specification item
Laying the bedding layer11,600 m²€ 1.25in the stone rate€ 2.25
Laying concrete paving stones11,600 m²€ 10.25€ 7.85€ 8.50
Laying kerb edging355 m€ 9.00€ 8.50€ 6.00
Total across thirteen itemsexcluding VAT€ 204,743€ 131,857€ 172,543
Difference from the lowest+ 55%lowest+ 31%
Terms from the request
Payment term
Delivery of material to the site
Electric equipment
Certification
meets the request point of attention deviates
The real gain

The scope and the terms are clear up front. That leads to less discussion about additional work during execution and to lower failure costs.

Frequently asked questions about automated quote comparison

Does the AI assistant decide which supplier wins the contract?
No. The AI assistant puts the quotes on the same items and flags discrepancies. The buyer weighs the quotes and awards the contract.
Does this also work with a PDF, an email or a scan?
Yes. Quotes are read in whatever form they arrive. Every line in the comparison refers back to its place in the original document.
What happens if a quote is incomplete?
Missing items and terms are flagged and turned into concrete questions. The buyer answers them or puts them to the supplier. The answers are then added to the comparison.
How is confidential pricing information handled?
The assistant runs in the client's own shielded Azure environment. Quotes and prices therefore stay within their own systems and are not used to train models. Access follows the permissions that already apply within procurement.
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