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Automating cloud cost ownership reports

Short answer

Automated cloud cost checks join the provider's cost data with the project register and the current service owners. The report shows old assignments, shared services and costs with no owner, and unclear cases go to people with a question. When the provider's tags lead to current people, its report for €0 is enough. Joining it with the register costs from €3,000 net.

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 for the automation of one process, build paid once
from €3,000
from signing the contract to acceptance
2–6 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

IT and AI costs: statistics 2026

€0

is what a cost report by tags at the cloud provider costs, if the tags are kept up. Automation makes sense when projects and owners change outside the cloud.

Figures checked: 22 October 2026

An old tag still lands in the report

The report shows rising spend on a project that has already ended. After the portal launched, the test environment stayed in the cloud, because the maintenance team checks changes on it. The cost data still carries the project's name, and its manager no longer answers for the service.

How such a case should look in the report
  1. 01CostThe amount, the period and the provider's data source.
  2. 02Old assignmentThe project from the tag and its former owner.
  3. 03QuestionWho uses the resource today and why.
  4. 04ConfirmationThe new owner confirms the assignment from a stated date.
  5. 05HistoryA change of owner does not rewrite past costs.

One service often serves several projects. The technical owner knows what it is used for, but does not have to choose how the cost is split. The service stays shared until the people responsible agree the split.

First the provider's report

AWS describes cost allocation tags, which group costs by business categories such as project or owner, with untagged resources visible. That is a good basis if the company keeps its tags consistent.

What to choose
  • Tags lead to current people and are enough for the conversation

    the provider's report

    €0

  • Tags are incomplete, but projects are stable

    tidying the tags and rules

    €0

  • Project names and responsibility change outside the cloud

    a link to the project register

    from €3,000

  • Several cloud providers and SaaS services in one view

    report automation

    from €3,000

Shared services: how to split the cost

Way of splittingWhen it fitsWhat to watch
By usageThe service measures each project's useNeeds data from the service besides the bill
A fixed keyProjects use it in a similar, stable wayThe key must be reviewed every quarter
CentrallyThe service is infrastructure for the whole companyProjects do not see their share

Finance chooses the way of splitting together with the technical owner. The automation applies the chosen key and shows which services wait for a decision. A change of key applies from a stated date and does not quietly recount earlier months.

What cloud cost automation costs and when it pays back

Scenario: 300 cost lines to assign a month
Today
300 lines × 6 min = 30 h (€1,047)
With the system, a person checks the output in 15% of the time
€157
Model, 1 call per case, Claude Sonnet 5.5
€1.61
Cost of one case
€3.49 today, €0.53 with the system
Saving
€888 a month

Payback of €3,000

3.4 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: 1,500 input tokens and 300 output tokens per call at Anthropic's rates, converted at the ECB rate of 1.1205 USD per euro on 22 October 2026.

With fewer lines the payback gets longer, so start by tidying the tags. Unassigned costs stay in the summary as a separate line, with the data period and the source. The amounts must match the provider's bill.

Finance gets a summary that matches the provider's bill, and each team sees only its own projects and the shared services it uses. Questions about unclear costs go to named people.

The automation sends questions to people

Ordinary rules handle known tags and agreed assignments. AI helps to sort free descriptions of services and the teams' answers, but a proposed owner needs confirmation.

The first scope
  • One cloud account and the project register the company really uses
  • The people who settle unclear assignments
  • How shared services are treated
  • The data period and the source at every refresh
  • Unassigned costs visible in the summary

For the first call, an example of a cost that several teams recently asked about and the names of the tools you use are enough. We will settle whether tidying the tags is enough or a link to the register is needed. A similar problem with licences is described in the article on licence utilisation reporting.

Worked example · Scenario

How we count the payback: reporting

We run the same count for your cost reports in the free analysis.

€1,815

a month for 12 h a week of report preparation

Payback: 1.9 mo.

The hours for each firm size 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. We measured the model cost in our report system: a commentary with a check of the figures costs about €0.0002, converted at the NBP rate of 21 October 2026 and the ECB rate of 1.1205 USD per euro on 22 October 2026.

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 ↗

This process can go on its own. You will check this on your cases before you pay.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 automations

This process can go on its own. You will check this on your cases before you pay.

The system takes over repetitive work from emails, documents and spreadsheets, and hands over uncertain matters to a human. A prototype for 20-100 cases that your team has already handled costs €0. You pay the other half of the price when the system reaches your goal.

See AI automations →
net for the automation of one process, build paid once
from €3,000
from signing the contract to acceptance
2–6 weeks
free prototype on your cases
€0

Questions

  • How do I assign cloud costs to projects?

    First through the provider's tags, for example project and owner. AWS lets you group costs by activated tags, including showing untagged resources. Automation makes sense when project names and responsibility change outside the cloud.

  • How much does automating cloud cost checks cost?

    At Syntalith from €3,000 net. At 300 cost lines a month and 6 minutes of clarifying each, it pays back in 3.4 months, counting a person's checking and the model cost.

  • Will AI assign a cost to a project on its own?

    It can propose an owner from descriptions and the teams' answers, but the proposal needs confirmation. The model should not decide an assignment from the resource name alone.

  • What should we do with unassigned costs?

    Keep them in the summary as a separate line. Removing them from the project view gives a tidier table, but makes it harder to compare with the provider's bill.

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.