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AI for SaaS customer acceptance follow-ups

Short answer

At SaaS rollout sign-off, an AI agent links the rollout tasks with the customer's email, shows what has been accepted and whose reply the team is still waiting for, and writes the coordinator a question for the right person. People decide on go-live. The agent costs from €3,000 net at Syntalith and, with 120 rollout sign-offs a month at 45 minutes each, pays back in 1.4 months.

How we workDetails ↓

  1. 01Call30 minutes with an engineer, free
  2. 02PrototypeA working system on your process and data, free
  3. 03ImplementationTarget and fixed price in the contract; 50% at signing
  4. 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

Example: the morning request inbox
Agent · ready

Statistics

SaaS rollouts and AI: statistics 2026

1.4 mo.

payback of a €3,000 agent with 120 rollout sign-offs a month: €3,141 of work today, €948 with checking and the model. Scenario.

Figures checked: 22 October 2026

The customer got a workflow to check. Did they check it?

A vendor set up a purchase request approval workflow for a customer. The vendor's test passed, so the task was closed. A named person in the customer's procurement team was to go through an agreed test. A few days later they replied in a separate thread that „it looks good, but we will check one more case”. The head of rollouts asks about progress, and the coordinator goes through the inbox again: who was to check, what did they answer, and is that a sign-off yet?

The agent shows the vendor's finished work and the customer's message side by side. It proposes a question: did you get through the agreed test, and which comments need clearing up before go-live? The coordinator checks the summary and sends it. People judge the sign-off by the arrangements with the customer, and „it looks good” does not become a confirmation just because it sounds positive. The application for foap.com shows the way of working with a message and a draft reply: there, every email that needs a reply gets a ready draft.

What the coordinator sees for each customer
  • Rollout tasks finished on the vendor's side
  • Tests the customer has to go through, with the responsible person
  • The customer's replies assigned to a specific test
  • Open comments and a question to send

What it costs and when it pays back

Scenario: 120 rollout sign-offs a month
Today
120 rollout sign-offs × 45 min = 90 h (€3,141)
With the system, a person checks the output in 30% of the time
€942
Model, 2 calls per case, Claude Sonnet 5.5
€6
Cost of one case
€26.18 today, €7.90 with the system
Saving
€2,193 a month

Payback of €3,000

1.4 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: 10,000 input and 800 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.

When a task list is enough

If the customer's reply lands in the task and it is clear straight away what it concerns, your current system is enough. Microsoft describes a go-live checklist as a way to organise sign-off. Connecting email makes sense when the list exists but keeping it current depends on reading replies in separate threads by hand. When the rollout waits earlier on, for data access and materials, the article on B2B customer onboarding software is the closer fit.

What to choose for which sign-off
  • The customer replies in a task in the portal

    a sign-off list in your current system

    configuration

  • A few rollouts a quarter

    the coordinator keeps the list by hand

    no build

  • Dozens of rollouts, replies in separate threads

    an agent that links tasks with email

    from €3,000

Where to start

The first scope covers sign-offs run by one team. On the materials from a finished rollout we check whether the view helps prepare the next contact without reading the whole history. 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: team collaboration tools

We run the same count for your rollouts in the free process review.

€4,534

a month for finding agreements and handing over cases in a team of 10

Payback: 1 mo.

3 hours a week per person for finding agreements and handing over cases is our assumption. A 30% cut sits within the range of controlled studies (MIT: 40%, Harvard and BCG: 25%). €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat, for companies with 10 or more employees. Licence: ChatGPT Business or Claude Team at 20 USD per person a month on annual billing, about €17.85 at the ECB rate of 1.1205 USD per euro on 22 October 2026. Rollout: from €1,150 for up to 10 people, from €2,300 for 11 to 40 people.

See the full calculation →

This is how we implement it in companies

All case studies →

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 →
Kuba Koziej, CEO and co-founder of MoreGrowth and board member at Natu.Care

Kuba Koziej

CEO and co-founder, MoreGrowth

„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.”

View the original training review on LinkedIn ↗

See the agent on your own cases before you commit.Book a free process review (30 min) →

How we build automation and agents

From a conversation to a working system in four steps.

  1. 01 · 30 min

    Free process review

    €0

    You're talking to an engineer. You receive the written plan within 2 business days.

  2. 02 · 5 days

    Free prototype

    €0

    The system works on 20-100 cases that your team has already handled. You see every result.

  3. 03 · 2–16 weeks

    Build

    50%

    Fixed price and goal written in the contract. First installment upon signing.

  4. 04 · after reaching the goal

    Reception

    50%

    You pay the second installment when the system reaches its target on your cases.

How a free prototype is created

Mon.

We set a goal

What result do you consider good?

Tue–Wed

The system is working

It goes through your affairs, one by one.

Thu

We compare

We check every difference with the team's work.

Fri

Result and price

List of errors and fixed implementation price.

You choose the matters. We anonymize them upon request, they stay in the EU and we delete them after the test.

On the market, such a test usually costs from PLN 3,000 to PLN 8,000.

Book a free process review (30 min)

We establish a prototype during a free analysis.

Data checked on October 25, 2026.

„Is my data safe?”

Yes. You choose where they go: from your company account to the model on your server.

  1. 00Employee's private account

    Customer and company data ends up in an account that the company cannot see or control. There is no data processing agreement, so it is a violation of the GDPR. When an employee leaves, the chat history goes with them.

  2. 01ChatGPT or Claude corporate account

    The provider does not use your data to train models. A copy of the queries remains in his logs for up to 30 days.

  3. 02API with zero retention (ZDR)

    The provider processes the request and does not save anything. It requires his consent, we prepare the application together.

  4. 03Processing in the EU

    Queries are counted and stored in Europe: OpenAI in the EU region, Claude via clouds with the EU region.

  5. 04Model at your place

    The open model runs on your server or in your cloud in the EU. The data does not go outside the company.

What we do with every implementation

  • Confidentiality agreement and data processing agreement before we receive any data.
  • You choose the cases for the prototype and we anonymize them upon request.
  • The data stays in the EU and we delete it after the test.
  • Corporate accounts with an administrator on your side.

When data cannot leave the company

The open model runs on your server or in your cloud in the EU. To choose from:

White-tailed eagle
Polish model, SpeakLeash and ACK Cyfronet AGH
PLLUM
Polish model, HIVE consortium commissioned by the Ministry of Digitization
Qwen
Alibaba
GLM
Zhipu AI
DeepSeek
DeepSeek

We select a model for the task and check it on your cases. We run it, tune it and maintain it.

Source: Bielik and PLLuM, ACK Cyfronet AGH ↗ · PLLuM, Ministry of Digitization ↗

Do you have a lot of your own data? We will fine-tune the small model.

  1. 1 Your examples
  2. 2 tuning
  3. 3 test on new cases
  4. 4 model at your place

When you have thousands of similar emails, documents or reports, we teach a small open model based on your examples. It works for you, responds quickly and costs less to maintain than a large model. We measure quality on issues that the model has not seen while learning.

Przemysław and Piotr did it in large programming and consulting companies. Artem did it before and does it today at Syntalith. It's about models on your own infrastructure, tuning and quality measurement.

You choose the protection level during the interview. We sign the data processing agreement before we see any data.Schedule a free analysis →

AI agents

See the agent on your own cases before you commit.

The agent takes the case through the next steps in your systems, and the actions take effect until the consent of the indicated person is obtained. A prototype for 20-100 cases that your team has already handled costs €0. We write down the purpose and test set in the contract.

See AI agents →
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

Questions

  • How does an AI agent help with rollout sign-off?

    It links the rollout tasks with the customer's email, shows which tests have been accepted and which are waiting for a reply, and writes the coordinator a question for the right person.

  • Does the agent confirm the sign-off?

    No. People judge the sign-off by the arrangements with the customer. The agent does not turn a positive-sounding message into a confirmation.

  • How much does such an agent cost?

    At Syntalith from €3,000 net. With 120 rollout sign-offs a month at 45 minutes each, the payback is 1.4 months. We agree integrations and maintenance before the quote, and the model costs €6 a month.

  • When is a task list enough?

    When the customer replies in the task and it is clear what the reply concerns. An agent makes sense with replies in separate threads.

Let's talk

Just write, call or choose a date.

We work fast because we hate corporate cotton wool. We don't have salespeople or managers to keep an eye on managers. You talk immediately to engineers who then build your system. We respect each other's time and yours too.

We will accept 3 more companies by the end of the year.

Mon–Fri 9:00–17:00 CET

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
When we roll out ChatGPT, Claude or Copilot, you buy the licences directly from OpenAI, Anthropic or Microsoft and they invoice you. We add nothing to the licence.
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.