Skip to content

LVI-WaBeK · Building services wholesale

LVI-WaBeK case study: over 95% accuracy in quote-line automation

LVI-WaBeK is a building services wholesaler in Finland whose sales team quotes with ERP Agent. At LVI-WaBeK, ERP Agent automates quote lines with over 95% accuracy. The agent matches the catalogue items, brings in pricing and prepares the offer for the sales team. The salesperson checks the proposal, handles the customer’s requirements and completes the quote. The result: more time for customer relationships.

LVI-WaBeK premises in Finland
LVI-WaBeK · Building services wholesale Open full size
Over 95%
accuracy in quote-line automation at LVI-WaBeK

The LVI-WaBeK case at a glance

The LVI-WaBeK case at a glance
Case detailLVI-WaBeK
SegmentBuilding services wholesale
The workTurn customer requests into quote lines with the right products and prices.
The agent’s roleMatch the catalogue items, bring in pricing and prepare the offer for the sales team.
The salesperson’s roleCheck the proposal, handle the customer’s requirements and complete the quote.
ResultMore time for customer relationships

Who is LVI-WaBeK?

LVI-WaBeK is a building services wholesaler in Finland. LVI is the Finnish trade term for heating, plumbing and ventilation: the trades a UK plumbing and heating merchant or an HVAC wholesaler serves.

What does one quote line take in building services wholesale?

Installers, contractors and property maintenance teams send enquiries as emails, spreadsheets, PDFs and Word files, in their own words rather than the wholesaler’s product names. Before a quote can go out, every line has to become one catalogue item at that customer’s price.

What does one quote line take in building services wholesale?
The customer writesWhat has to be worked out
“composite pipe 16 coil”Which item matches the size, and which coil length to quote when the catalogue carries several manufacturers and lengths.
“floor drain low 50 plastic”Which model is the low-profile one and fits the stated outlet size.
“manifold 6-zone with actuators”Which voltage the actuators need (24 V or 230 V), and whether they go on lines of their own.
A manufacturer’s part numberWhich of the wholesaler’s own items it corresponds to.
The customer’s own code or nameWhat the customer means by it. Often only an experienced salesperson knows.

The rows are illustrative examples. The same lookup and pricing repeats on every line of every request, and that is exactly the work quote automation takes over.

How the agent prepares each quote

At LVI-WaBeK, the agent matches the catalogue items, brings in pricing and prepares the offer for the sales team. Here is how ERP Agent handles each step.

  1. Read the request

    The agent reads the email and its attachments: PDF (scanned files too), Excel, CSV, Word and images. Requests arrive through the company’s own agent mailbox or the web app, so customers keep sending enquiries exactly as they do today.

  2. Identify the right products

    Each line is matched to a product in the wholesaler’s own catalogue from abbreviations, dimensions, materials, technical descriptions, part numbers and customer codes. Candidates that contradict a stated size, voltage or rating are pushed down, and the customer’s original line stays next to the proposed product. The request and the catalogue do not even need to be in the same language.

  3. Bring in customer pricing

    Prices come from the data and rules configured for the company, so the draft carries the customer’s own pricing. The salesperson can review and edit any price before sending.

  4. Prepare the quote for the sales team

    The result is a draft quote, line by line, ready for a salesperson to review. Nothing reaches the customer without the team’s approval.

What does the salesperson do?

At LVI-WaBeK, the salesperson checks the proposal, handles the customer’s requirements and completes the quote.

ERP Agent keeps that check focused. Every line carries a match score from 0 to 100, and lines under 80 are marked for review, so attention goes where judgement is needed. Opening a line shows the agent’s reasoning, and an alternative product is one click away. In the quote chat, the salesperson adds or removes rows and changes quantities or prices, approving or rejecting each proposed edit line by line.

The customer’s requirements stay with the salesperson, where they belong. In building services wholesale these are typically project terms, a preferred brand, a substitution the customer has to agree to, or delivery. Completing the quote means the salesperson approves it before anything is written to the ERP, CRM or other system.

ERP Agent also learns from the lines the team sends: the next time a customer writes the same thing, it picks the same product. What experienced salespeople know stays in the company, and new salespeople get up to speed on choices their colleagues have already confirmed.

ERP Agent quote review view with sample data
The review view, shown with sample data: the customer’s line, the proposed product and its match score side by side. Open full size

What changed for the sales team?

At LVI-WaBeK, ERP Agent automates quote lines with over 95% accuracy. This has freed the sales team to focus on customer relationships.

In a wholesaler’s sales team, that is time for the work only a salesperson can do: calling a customer back, following up an open quote, talking through the next project.

Put your own requests to the test

The clearest way to see what ERP Agent does for your team is to run it on requests your team has already quoted and compare the result line by line. Our quote agent pilot checklist sets out how.

Built for wholesalers like LVI-WaBeK

ERP Agent is the first agentic AI layer for wholesale distribution ERP systems. It is built for sales teams that:

Why getting started is easy

  • Works on top of your ERP. No replacement project: your ERP stays the system of record, and approved quotes land in your ERP, CRM or other system.
  • Any ERP system. ERP Agent integrates with Business Central, SAP, NetSuite, Visma, IFS, Sage and any other ERP or CRM, and we set up the connection for your company during onboarding; see ERP and email integrations.
  • Start with a catalogue file. Your team can begin the same week and connect the ERP when you are ready.
  • Your team stays in control. Nothing reaches a customer without approval.
  • Built for catalogue quoting. Where a CPQ configurator builds one made-to-order product, ERP Agent goes through every line of a request and identifies the right items in your catalogue, even in a request of several hundred lines. See CPQ vs AI quote automation.
  • GDPR-compliant. Models run with zero data retention, and before setup we agree which data the agent needs and which systems it can access. See security and data.

Frequently asked questions

What does ERP Agent do at LVI-WaBeK?

It matches the catalogue items, brings in pricing and prepares the offer for the sales team. The salesperson checks the proposal, handles the customer’s requirements and completes the quote.

How accurate is the quote automation at LVI-WaBeK?

At LVI-WaBeK, ERP Agent automates quote lines with over 95% accuracy. To see what it does with your catalogue, run it on requests your team has already quoted and compare the result line by line.

Does AI replace the salesperson?

No. The agent prepares, the salesperson decides. At LVI-WaBeK, quote automation has freed the sales team to focus on customer relationships.

Does the agent send quotes to customers by itself?

No. Your team stays in control: the agent prepares the draft, the salesperson completes the quote, and nothing reaches a customer without approval.

Which ERP systems does ERP Agent work with?

ERP Agent integrates with Business Central, SAP, NetSuite, Visma, IFS, Sage and any other ERP or CRM. We set up the connection for your company during onboarding, and you can start with a catalogue file the same week. Approved quotes land in your ERP, CRM or other system; see ERP and email integrations.

Can we test it on our own requests?

Yes. Bring examples your team has already quoted, including a difficult one, and together we agree the data needed to test it on your catalogue. Pricing is a setup fee and a monthly subscription; see how pricing works.

Let’s look at your quote workflow

See it on your own requests

Bring a few requests your team has already quoted, including a difficult one. We’ll walk through the workflow with you and agree the catalogue, customer information and ERP connection a test needs.

  • Your requests and product catalogue
  • Your pricing and review process
  • A clear scope for the next step
Lauri Pelkonen

Lauri Pelkonen

Founder & CEO

Book a 30-minute call Request a demo by email

Or use the address directly