allclouds.pl/Training/ Role-based training
Role-based training · 3 roles

AI training for officials, managers, and IT and DPOs

Three online courses for the roles an AI rollout in a public office depends on. Each lasts 3 hours, shows five AI use cases live in SAIE and ends with a document for the office and a named, numbered certificate that opens the LIDER:AI Academy

3 rolesofficial, manager, IT and DPO
3 honline, with a break
5AI use cases shown live
34dates in 2026
Personalnumbered certificate
PLN 0for up to 5 people per institution

Order in every week

First

10 Manager

decides: goal, rules, budget

Then

11 IT and DPO

prepare the conditions

Finally

09 Official

works with the designated tool

Five use cases shown live in SAIE

  • Search engine for orders and resolutions
  • Reply to a resident's letter
  • Minutes of a council session
  • Treasurer's summaries
  • Assigning correspondence

Three roles, one rollout

One office, three roles, one week: first the manager decides, then IT and the DPO prepare the conditions, and finally officials work with the designated tool

10 Manager

Purpose

Sets the order of steps, the documents, the evidence of oversight and the way costs are kept under control

Who it is for

Head of the municipality (wójt), mayor (burmistrz), city mayor (prezydent miasta), secretary, treasurer and heads of departments

Outcome

90-day AI implementation plan

11 IT and DPO

Purpose

Defines what an AI system must have to protect data and the office

Who it is for

IT staff, administrators, data protection officers and information security officers

Outcome

Security requirements, a draft DPIA and a template entry for the AI systems register

09 Official

Purpose

Gives a five-step method of working with AI and clear limits that follow from the law

Who it is for

Specialist staff, citizen service, secretariats and council offices

Outcome

Safe AI Work Card for your own position

Three courses for three roles

10MANAGER

10 Manager - Implementing AI in a public office without chaos: from the first decision to evidence for an inspection

Role-based course • 1 × 3 hours

Who it is for

the head of the municipality, mayor or city mayor as head of the institution, the secretary, the treasurer and heads of departments: the people who issue the order, allocate the budget and answer to inspections. Managers use generative AI more often than other staff (53%), while only 8% of cities have an AI strategy (NASK 2026, Association of Polish Cities 2025)

From 28 October 2026 the Commission for the Development and Security of Artificial Intelligence (KRiBSI) can inspect public offices and impose fines, and under the amended National Cybersecurity System Act (KSC) the head of the institution is responsible for its cybersecurity. The course answers the question a manager comes with: where to start, how much it costs and how to show an inspection that the office has AI under control. It guides you through implementation according to the CDF methodology, from the Initial Assessment to scaling, shows how to carry out the change without frustrating the team, what functions the system must have and how to keep costs in check from day one. On selected dates the legal part is led by guest trainer Aleksandra Albera, a lawyer specialising in artificial intelligence law

Course programme

  1. Part A

    A. The manager's risks and what an inspection will check

    • The Polish AI Systems Act: inspections and fines from 28.10.2026; the AI Act after the July 2026 amendments: AI literacy, transparency from 2.08.2026, high-risk systems from 2.12.2027
    • GDPR, tax secrecy and KSC: the responsibility of the head of the institution; three levels of responsibility: supplier, office and employee; warning signs when AI is used in public procurement
    • Institutional shadow AI: a ban does not change who is responsible, it only changes whether the office sees what is happening

    Result:A list of documents and evidence the office will show an inspection

  2. Part B

    B. Implementation according to CDF and change without frustration

    • Initial Assessment, overarching goal, compliance before building, oversight, people, a 2-4 week pilot and scaling in waves
    • An announced temporary drop in productivity, AI leaders in departments and a before-and-after work balance
    • Nine documents: from the order and the tool register to the incident procedure and the security annex to contracts

    Result:The overarching goal and the first use case with an owner and metrics

  3. Part C

    C. System functions, five use cases and costs

    • The manager's ten questions for any supplier, including us, and the answers shown live
    • Five use cases from the manager's perspective: metric, cost, evidence and real human oversight
    • Costs under control: department budgets, limits, forecasting and plan recommendation, buying in stages, a shared environment for several institutions

    Result:90-day AI implementation plan

Course dates

Date 1

3 hours

12.11 • Thu • 8:30 - 11:30

Date 2

3 hours

16.11 • Mon • 12:00 - 15:00
11IT AND DPO

11 IT and DPO - Gateway, register, evidence: the conditions for safe AI in a public office

Role-based course • 1 × 3 hours

Who it is for

the office's IT staff and companies providing IT services to the institution, administrators, data protection officers and information security officers. 60% of technical staff in public offices use generative AI, and 61% of officials see AI as a threat to the privacy of the office's clients (NASK, 2026)

The IT specialist and the DPO come with the question: what must the system have for me to sign off on it. The course goes through the threats the office already faces today: personal data leaking to public models, prompt injection, agents with excessive permissions, runaway costs and dependence on a supplier, as well as the obligations under GDPR, KSC and the AI Act. It then turns them into twenty security requirements and shows the PROXY:AI gateway live: the path of a single request in eight steps, data masking, a register that cannot be altered and a model running in a network without internet access

Course programme

  1. Part A

    A. Threats and obligations

    • Personal data leaking to public models, passwords, keys and logs pasted into a chat, prompt injection and bypassing safeguards, agents with excessive permissions, runaway costs
    • GDPR (Art. 25, 28, 32 and 33-35) and KSC: the AI supplier as a processor, the office's status, reporting breaches and incidents, the information security management system
    • AI Act: deployer obligations today and from 2.12.2027 (Art. 26)

    Result:A map of threats and obligations for the office's AI environment

  2. Part B

    B. Twenty requirements and documentation

    • Identity, data, models, attacks, agents, trail, costs and deployment option
    • Documents kept by IT and the DPO: the AI systems register, DPIA, the agent register, the incident procedure
    • Data classification: what may be sent to which model, trade secrets in bids, pseudonymisation versus anonymisation

    Result:Security requirements for the office's AI environment

  3. Part C

    C. PROXY:AI and five use cases live

    • The path of a single request in eight steps: from authentication to an entry in an immutable register
    • Testing a rule in trial mode and installing a model in a network without internet access
    • Five use cases from the inspection side and an evidence pack for an inspection in one click

    Result:A draft DPIA for one use case and a template entry for the AI systems register

Course dates

Date 1

3 hours

10.11 • Tue • 12:00 - 15:00

Date 2

3 hours

12.11 • Thu • 12:00 - 15:00

In courses 09 and 11 we play Data Guard. The best score in each course wins the AI Regulatory Notebook, sent by post

09OFFICIAL

09 Official - AI in my work: safely, lawfully and better than in a private chat

Role-based course • 1 × 3 hours

Who it is for

specialist and citizen service staff: case officers, inspectors, secretariats and council offices who already use AI or are about to start; no technical background required. In local government offices half of the staff have already used generative AI at work, often on private accounts (NASK, 2026)

An official comes with the question: may I use AI, and if so, how, so that I am not responsible for the machine's mistake. The course starts with the concerns that hold back work with AI: an invented legal basis, a resident's data in a private chat and responsibility for the letter. It then gives a five-step working method and the limits that follow from the law, and finally shows live how the same task looks in a private chat and in TWIN:DESK, on five cases from the life of an office: from replying to a resident's letter to assigning incoming correspondence

Course programme

  1. Part A

    A. The official's concerns and the answers to them

    • Why AI sounds confident when it is wrong: an invented legal basis, an outdated provision, an omission
    • What happens to data entered into a private chat and who is responsible for a letter prepared with AI
    • Double work and worries about one's skills: what changes in the work and what stays with the human

    Result:A shared list of the group's concerns with answers based on the law and examples

  2. Part B

    B. Working method and limits from the law

    • Five steps of safe work: task, prompt, source, verification, decision and trail; five questions before pasting a document; demo: the same question asked in three ways gives three different conclusions
    • What not to do: residents' data in an unapproved tool (GDPR), tax secrecy, trade secrets in bids, AI deciding a case, hiding AI from residents (Art. 50 AI Act), prohibited practices (Art. 5 AI Act)
    • Exercise: twelve typical office tasks, including public procurement tasks, in the three fields of the map

    Result:A task map for your own position: I use / I check the conditions / I do not use

  3. Part C

    C. A private chat versus TWIN:DESK live

    • The same task in a private chat and in the office's digital AI desk: a comparison in nine points
    • Five use cases: a reply to a resident's letter, a search engine for orders and resolutions, minutes of a council session, the treasurer's statements, assigning incoming correspondence
    • An answer with a quotation, the version of a provision in force, masking the PESEL number, a calculator instead of the model's “memory”, an agent plan for approval

    Result:Safe AI Work Card: task map, five steps, five questions before pasting, a 10-question verification checklist and a “what I don't do” list

Course dates

Date 1

3 hours

13.11 • Fri • 12:00 - 15:00

Date 2

3 hours

18.11 • Wed • 12:00 - 15:00

In courses 09 and 11 we play Data Guard. The best score in each course wins the AI Regulatory Notebook, sent by post

Training calendar

10 Wdrożyć AI w urzędzie bez chaosu: od pierwszej decyzji do dowodów przed kontrolą

11 Brama, rejestr, dowód: warunki bezpiecznego AI w urzędzie

09 AI w mojej pracy: bezpiecznie, zgodnie z prawem i lepiej niż w prywatnym czacie

Price list

November - December 2026

Courses 09-11

PLN 0

per person

Up to 5 people from one institution in each course

provided they sign up for the allclouds.pl newsletter

Kolejne miejsca:PLN 200 net per person, PLN 170 for 6-10 people, PLN 150 from 11 people

February - March 2027

WariantPeopleCena nettoCena bruttoSaving
Pojedyncze szkolenie1-5200 złPLN 246cena podstawowa
Team package6-10170 zł209,10 zł15% taniej
Larger team packageod 11150 zł184,50 zł25% taniej
Three-role package1 person each in 09, 10 and 11PLN 510PLN 627.3015% off, instead of PLN 600

A closed course, on your office's processes and documents, is priced individually

Trainers

Every course is led by two people: one shows SAIE live, the other answers in the chat

RG

Rafał Grzegorzewski

IT consultant and systems engineer, CDF methodology

CDF methodologyISO/IEC 42001AI ActSystem implementation

For more than 10 years he has been building IT solutions for the public sector, including reporting systems for supervisory institutions. He designs and implements IT systems: he turns the needs of public offices into concrete solutions, configures, tests and documents them. He runs courses and workshops on the CDF methodology, ISO/IEC 42001 and the AI Act

In the courses:how to move from a problem to a controlled pilot, how to plan an AI rollout in a public office and how to prepare documents that will stand up to an audit

KO

Karol Orzechowski

TWIN:DESK development and implementation specialist

TWIN:DESKTWIN:DESK implementationsTechnical aspects of AI systemsBig Data

He develops and implements TWIN:DESK, the digital AI desk of the SAIE ecosystem. He knows the technical side of building AI systems and working with large data sets

In the courses:how the five use cases shown live work in TWIN:DESK on the technical side and how to roll them out in a public office

AA

Aleksandra Albera

Lawyer and ISO/IEC 42001 lead auditor, compliance at allclouds.pl

AI ActPolish AI Systems ActISO/IEC 42001Liability for AI decisions

An AI lawyer: she builds AI systems, audits them (ISO/IEC 42001) and makes sure they comply with the law. At allclouds.pl she is responsible for compliance, and she is a law PhD candidate. She explains who is liable when AI makes a mistake, and what a public office cannot shift to the supplier in a contract

In the courses:what the Commission for the Development and Security of Artificial Intelligence will check, who is liable for an AI error and how the office shows it has AI under control

Leads:

10MANAGER(guest, legal part)LIDER:AI ACADEMY(guest, workshop 2)

Training order

Select the course, date and number of participants in the order form. The quote takes account of places already used by your institution.

FAQ

How do we register for a course and how long does the whole process take?

You complete the form on the page: requester details, institution name and the selected courses with dates and number of participants. After submitting, you receive a copy of the registration and a proforma invoice (for paid training) at the e-mail address provided. Three days before the first day of training we send participants the link to the course

Can we change the date or a participant after the registration is confirmed?

Yes, free of charge. A participant can be replaced by another person from the same institution up to the start of the training. Moving to another date from the calendar is possible up to 5 business days before the training, provided there are free places on the new date. Just send an e-mail to office@allclouds.pl

Until when can we cancel without charge?

Cancellation is possible up to 5 business days before the first day of training; after that we offer a change to another date or another participant instead of charging a fee

How do role-based courses 09-11 differ from workshops 01-08?

Workshops 01-08 teach skills independent of any tool, in three blocks of 80 minutes. Role-based courses 09-11 are designed for three roles in a public office: the official, the manager, and IT and the DPO. Each is one 3-hour block with a break that leads from the concerns holding AI back, through ways of reducing them, to a live demo of how the Polish AI stack solves the same problems: TWIN:DESK, PROXY:AI and the CDF methodology. Each ends with a document for the office: the Safe AI Work Card, the 90-day AI implementation plan or security requirements with a draft DPIA

Do participants of role-based courses work in SAIE?

They do not create accounts. The trainer shows the environment live, on anonymised documents of a sample municipality. Participants work in the browser: they do short checks and games from our knowledge base, answer polls and in the chat, and receive links to materials during the course and by e-mail afterwards. The checks and games require no registration and send nothing. If the office network blocks a service, the trainer shows it on their own screen. AI adoption leaders work on their own SAIE accounts in the LIDER:AI Academy

In what order should the manager, IT and officials attend?

First 10 Manager, because the manager decides on the goal, the rules and the budget. Then 11 IT and DPO: the IT specialist and the data protection officer prepare the technical conditions and the documents. Finally 09 Official: staff learn to work with the tool the office has designated. Every week the courses take place in this order, and the five use cases shown live are shared, so after the courses all roles talk about the same cases, each from its own side

Do we have to buy SAIE after a role-based course?

No. The documents from the course, that is the Safe AI Work Card, the 90-day plan and the security requirements, work with any tool, and you can ask the ten supplier questions of any supplier, including us. The SAIE demo lets you see how the rules work in a system, not only in an employee's memory. If you want to go further, the natural next step is a demonstration on the office's anonymised documents or an Initial Assessment in the CDF methodology. An office whose staff hold a certificate from our course can also send two leaders to the free LIDER:AI Academy and receive 5 SAIE trial licences for 2027, with no obligation to buy