Blog · Published · Updated
ChatGPT for sales teams: implementing proposal preparation
Short answer
ChatGPT helps a salesperson get from a customer's enquiry to a draft quote: it sorts the requirements, picks service descriptions and points out the information needed for pricing. The condition is one source of prices and one person who approves discounts. At 120 quotes a month, cutting the work from 45 to 30 minutes gives 30 hours. A rollout for a team of up to 10 people costs from €1,150 net and pays back in 1.3 months.
- net per day of closed training for the team
- from €1,150
- people in one training group
- up to 15
- after this time, we measure the effect on the same tasks
- 30 days
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 in sales: statistics 2026
30 h
a month is what the team gets back at 120 quotes, when preparation drops from 45 to 30 minutes. A €1,150 rollout pays back in 1.3 months. Scenario.
34.7%
According to Eurostat (2025), 34.7% of EU enterprises that use AI use it for marketing or sales.
40%
According to a study published in Science (2023), ChatGPT cut the time 453 professionals spent on writing tasks by 40%.
Source: Noy and Zhang, Science (2023) ↗
15.1%
According to Eurostat (2025), 15.1% of people aged 16 to 74 in the EU used generative AI tools for work.
20.0%
According to Eurostat (2025), 20.0% of EU enterprises with at least 10 employees used AI.
Figures checked: 22 October 2026
What the salesperson should get after the enquiry is analysed
A company sells installation and servicing of equipment. The enquiry gives the number of workstations, but not the conditions for access to the site, and in an earlier message the customer mentioned night work. This information changes the scope and the cost.
- 01RequirementsA list of requirements with a reference to the message they come from.
- 02ItemsProposed items from the approved description of services.
- 03PricesPrices only from the current price list, a mismatched discount flagged for a decision.
- 04QuestionsMissing information, for example site access and night work.
- 05ApprovalThe manager checks scope, quantities, currency, validity and payment terms.
The installation date and the night work surcharge stay to be confirmed by an authorised person. With a fixed list of fields the review has a clear purpose, and the salesperson knows what to prepare before handing over the draft. An amount from another company's outdated quote must not appear in the quote.
What to build the first version from
You need an approved description of services, the current pricing rules, a quote template and a few past enquiries you are allowed to use. Add difficult cases: two conflicting dates, missing technical parameters, a discount that needs approval and a change of scope in a later message.
At the start, work on chosen attachments, with no CRM connection. Such a trial shows whether the draft is useful before you pay for an integration. Also time the preparation of data for the trial, because with more quotes that step alone can become a significant cost.
ChatGPT Work prepares documents from files and approved connections, and whether a connection is available depends on the plan and settings (OpenAI feature overview). Write down the order of priority of sources: the price list sets the prices, the conversation history describes the customer's need.
What ChatGPT for sales costs and when it pays back
- Saving
- 120 quotes × (45 − 30) min = 30 h
- Value of that time
- €1,047
- Licences
- 6 × $25 = $150 (€134)
- Left after licences
- €913 a month
Payback of a €1,150 rollout
1.3 months
The times before and after are the scenario's assumptions, which we measure before the training and after 30 days. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat. The ChatGPT Business Standard rate with monthly billing from OpenAI's price list, converted at the ECB rate of 1.1205 USD per euro on 22 October 2026.
Measure the time from gathering the data to an accepted quote, and keep the salesperson's work apart from the technical specialist's. Shorter writing can hide longer correction of the scope by a second person.
How to check the effect on sales
Compare similar quotes: the same type of service, a similar number of items and a similar number of questions to the customer. Record the quotes a salesperson started with the tool and finished by hand, because their time also belongs to the result. Measure conversion separately, with the type and value of opportunities, and do not credit the whole change in sales to the tool after a few weeks. According to Eurostat (2025), 34.7% of EU enterprises that use AI use it for marketing or sales. A team with a measurable quoting process gains its edge already when it answers the enquiry.
When to connect the CRM
A standing connection makes sense when fetching context and retyping the result take a large part of the work. With a user's connection, their access applies, while a shared agent account may expose a wider range of data. OpenAI describes this difference in the ChatGPT Work access rules.
- Approving and sending the quote stay with the salesperson
- Writing to the CRM checked in a test environment
- Retrying a task and a broken connection tested
- The integration account's permissions limited to the fields needed
If the ready connections do not cover the fields you need, the scope needs your own integration through the API. The ChatGPT rollout at Syntalith covers the Business workspace, rules for working with data, training on the team's quotes and a measurement after 30 days. Add to the count the manager's time for approving materials and updating the price list; the full rollout budget keeps these costs apart from the licences. For the call, prepare an anonymised enquiry, a quote template and a description of your CRM.
