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Wholesale · Rollout scenario · Updated

Wholesale quotes: the price for the right quantity

The system builds the quote from the customer's enquiry: product, unit, quantity and the price source on every line. A salesperson approves exceptions and terms.

Automation, paid once
from €3,000 net
  • Test on your process: €0
  • You pay 50% after acceptance

How much does quote automation for a wholesaler cost, and when does it pay back?

Short answer

Quote automation for a wholesaler costs from €3,000 net. In our scenario it pays back in 1.2 months. Today, preparing 250 wholesale quotes by hand costs €2,908 a month. With the system, the same work costs €441. A salesperson approves the trading terms. The system makes sure the price fits the quantity, the pack size and the variant. The test on your process is free.

Statistics

Quotes and AI: statistics 2026

Figures checked: 22 October 2026

Cost today · Scenario

What preparing wholesale quotes costs you today

€2,908

a month for preparing 250 wholesale quotes by hand

Payback: 1.2 mo.

In your company

  • Small wholesaler

    80 enquiries · €931 a month

    3.8 mo. payback

  • Mid-sized wholesaler

    250 enquiries · €2,908 a month

    1.2 mo. payback

  • Large wholesaler

    800 enquiries · €9,307 a month

    0.4 mo. payback

We count the payback from the time saved. The process also brings extra margin from sales: about €1,431 a month in this scenario (the assumptions are under “How we calculate it”). According to Harvard Business Review (2011), in a study of 1.25 million sales leads, firms that tried to contact a lead within an hour were nearly 7 times more likely to reach a decision-maker than firms that tried an hour later.

Source: Harvard Business Review, The Short Life of Online Sales Leads (2011) ↗

How we calculate it

250 × 20 min = 83.3 h × €34.90 = €2,908 a month. With the system, a person checks the output in 15% of the old time (€436) and the model costs €5. That leaves €441. The saving is €2,467 a month, so €3,000 pays back in 1.2 months. The payback counts the time saved only. On top of it comes extra margin from sales: about €1,431 a month in this scenario.

Assumptions: 20 minutes per wholesale quote 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 4,000 + 1,500 tokens per draft quote, at the ECB rate of 1.1205 USD per euro on 22 October 2026. The extra margin is a scenario: we assume that 1 in 40 enquiries quoted the same day ends in an order that a slow reply loses today, with a margin of €229. In the review we count it on your sales process.

Book a free process review (30 min)

We will calculate it on your enquiries.

How it works

What changes when the quantity changes the price

Today

  1. A customer asks for a smaller quantity than usual

    Client

  2. The salesperson looks for the price break

    Team

  3. Checks the pack size and variant

    Team

  4. Asks the manager about a discount

    Team

  5. The quote goes out with an old price

    Team

With the system

  1. The enquiry arrives in the inbox

    Client

  2. Recognises the product, variant and unit

    AI

  3. Matches the price for this quantity from the price list

    AI

  4. A salesperson approves exceptions

    Person

  5. A changed draft needs a new approval

    System

What stays with people: A salesperson approves the trading terms. The system makes sure the price fits the quantity, the pack size and the variant.

Client results.

All projects →
foap.comcustomer service

foap.com customer service: 95% of replies are sent automatically.

Users from several countries write to foap.com, in several languages. The system reads the entire conversation and the terms of that person, and then sends a response in that person's language. Questions about money and exceptions go to the team with a ready draft, so they have to check and send them.

the system sends the answers itself, without human typing
95%
time from the arrival of the e-mail to the ready response (median)
30 s
e-mails that require a response receive a ready-made draft
100%
less work for every 1000 answers (estimate)
47 h

Data from foap.com production, October 20-21, 2026. Estimate: 3 minutes for handwritten response.

How foap.com customer service works →
Sample messages. Money matters always come to the person.

Other implementations

jaktako.design

studio projektowe

−87%

Time to look for new customers, every day

4 hours → 30 min

approx. 73 hours less per month (21 days of work)

according to the studio

How the agent loop works →
Signature Estates

real estate

approx. −90%

Operator time spent browsing portals, per day

2–3 hours → 20 min

approx. 45 hours less per month (21 days of work)

respect · contact the seller 5 minutes after the announcement

How the agent finds property listings →

Who already works this way

Our systems already work for clients

What this scope builds on

The quoting system we have already built

It splits an enquiry into line items and looks for the basis of each price in past quotes and approved rules. A line with no basis stays unpriced and goes to the right person with a specific question. Reading one enquiry costs about €0.0008 of model work.

See the quoting system →

Client review

“We started with my own AI agent. During the training that followed, I learned to build new applications myself. Today I am bringing this way of working with AI into my business. Working with Syntalith gave me exactly the skills and tools I needed.”

Kuba Koziej, CEO and co-founder of MoreGrowth and board member at Natu.CareKuba KoziejCEO and co-founder, MoreGrowthView the original training review on LinkedIn ↗

How to start

How to start. The first two steps are free.

  1. 1 · 30 min

    Free process review

    €0

    An engineer works out the cost of the process with you. Written plan within 2 working days.

  2. 2 · 5 days

    Test on your process

    €0

    We run 20 to 100 cases your team has already handled.

  3. 3 · 2–6 weeks

    Build

    from €3,000

    Fixed price in the contract. 50% on signing, 50% after acceptance on your test set.

Book a free process review (30 min)

or call+48 888 78 48 78WhatsAppMon–Fri 9:00–17:00 CET

You will see the slots in your time zone.

Included in the build

  • Product, unit and quantity for every line
  • A price from the price list with the terms for using it
  • Exceptions for the salesperson to decide
  • A new approval after the draft changes

What happens to your data

  • You choose the test cases. We anonymise them on request.
  • They stay in the EU and we delete them after the test.
  • We sign the NDA and the data processing agreement before we receive anything.

After acceptance you keep the code, the test set and the documentation. You pay for licences and model usage directly to the provider.

Questions

  • How much does quote automation for a wholesaler cost?

    From €3,000 net, paid once. After the 5-day test the build takes 2 to 6 weeks. You get a fixed price before the contract: 50% on signing and 50% after acceptance on your own enquiries.

  • Would the price lists in our sales system be enough?

    If customers order by product code, the price list in your system is enough. The system makes sense when they write their own names, in other units and with a question about the price break.

  • When does it not pay off?

    Below 26 enquiries a month the payback takes more than a year. Then it is better to start with ChatGPT or Claude for the team, from €1,150 net.

  • Which product group should we start with?

    One group with an approved price list and the most common enquiries. On it we set the accuracy threshold in the test, then widen the scope.

  • What do we need to prepare?

    20 to 100 enquiries from recent months with the quotes you sent, the price list for one product group with quantity breaks, and your discount rules.

What our OpenAI and Anthropic partnerships mean for you.

OpenAI makes ChatGPT and Anthropic makes Claude. We belong to the partnership programs of both companies, so we work with their tools every day and learn from the creators themselves.

OpenAI Select PartnerClaude Partner Network
01We will select a tool for the task
We implement both ChatGPT and Claude. We check both on your documents, and you choose the one that makes fewer corrections and saves more time.
02Knowledge straight from the creators
We learn from official OpenAI and Anthropic courses and materials. Your team learns about the features and settings that work today.
03Licenses without our margin
You buy accounts directly from OpenAI or Anthropic and receive an invoice from them. We do not add anything to the license.
04Certified engineers
On the team, we have an AWS certification in machine learning and an Anthropic certification in systems architecture on Claude.

Participation in programs does not mean that OpenAI or Anthropic endorses our services.