Question
Who can take over Dr Kowalska’s patients on 20 November?
Answer with sources
Dr Nowak sees patients from 12:00 that day and has 6 free slots. Dr Wiśniewska is on duty until 14:00 with 3 free slots.
For medical practices, clinics and healthcare facilities
Patient data stays in your facility. AI for administrative work: internal rules, schedules, correspondence, transcription.
2 minutes · instant result · no obligation
Already have AI hardware? We’ll set it up for the whole teamcontent sent outside0 B
Independent
we don’t sell hardware or take commissions
Multiple devices, one setup
the same tested configuration and maintenance at every branch
Remote or on site
you choose how we work
70% after sign-off
30% deposit on signing, 70% once the acceptance certificate is signed
Helps you meet: GDPR special-category data · Patient rights · GDPR Art. 28 · AI Act Art. 4
We set up: NVIDIA GB10 computers · NVIDIA GPU workstations · Mac Studio · AMD Ryzen AI mini-PCs · open models, including Polish ones · current list in the guide →
Live demo
Every answer points to the passage it comes from, so you can check it with one click. The system runs on hardware in your office, so it keeps answering even with the internet off. Try it in the demo.
free, on 3–5 of your non-confidential files
Which days is Dr Kowalska seeing patients in November?
Niezależne AI
Mondays, Wednesdays and Fridays from 8:00 to 14:00, except 11 November (public holiday) and 20 November (leave). She also has an extra shift on Thursday 19 November.
Cloud chatbot
sends your questions to the vendor’s servers
Niezależne AI
processes everything in your company
Shadow AI
Front desk and admin staff paste letters, complaints and extracts from documents into free chatbots to reply faster. Patient data is special-category data, and your facility is responsible for every transfer of it.
55%
of working Poles who use AI at work hide it from their employer.
KPMG Poland72%
of respondents had pasted company content into ChatGPT or Gemini without any risk assessment.
AMP survey, managerplus.pl18days
for which Europeans were cut off from the latest models of a leading US AI vendor after a decision by the US administration in June 2026.
EuronewsWhat happens to the content staff paste into free chatbots
People read it
Google says that some Gemini conversations are read by human reviewers, including contractors, and kept for up to 3 years, even after the user deletes them.
Google, Gemini Apps Privacy HubDeleted doesn’t mean deleted
From May to September 2025 a US court required OpenAI to keep all ChatGPT conversations, including deleted ones. Some of them are still on its servers.
OpenAI, 2025Shared becomes public
In 2026, 96,477 shared conversations from six popular chatbots were found in a public web archive, complete with names, addresses and ID numbers.
Digital Digging, July 2026In 2023 Samsung banned staff from using ChatGPT after engineers pasted confidential code into it. TechCrunch
Bans don’t work. A safe tool people want to use does.
Your own AI hardware gives staff what a chatbot does, but patient data never leaves the facility. We set it up for administrative work, not clinical decisions.
How it works
Without setup and updates, AI hardware is just an expensive box. We take you through every step, from choosing the devices to your team’s day-to-day work, even with several branches and a dozen or more devices.
01 · usually 1 working day · free
Your part:Spend 30 minutes telling us what you work on, how many people will use it and where.
Our part:An independent recommendation: devices, models (including Polish ones) and tools, with prices and where to buy. We don’t sell hardware, so we gain nothing if you buy a pricier one. If the cloud suits you better, we’ll tell you.
02 · you decide
Your part:Buy wherever you like, outright or on lease.
Our part:We check availability and suggest alternatives if something is out of stock.
03 · a few working days after delivery
Your part:Connect the hardware to your network and open a VPN for us while we work, or let us into your office.
Our part:One tested configuration on every device in every branch: models, document chat, transcription, OCR, accounts, permissions, backups.
04 · 4 hours for the team plus a separate admin session
Your part:Half a day of your team’s time.
Our part:Training on your own hardware and documents, separately for users and the administrator. You pay the remaining 70% of the setup fee once the acceptance certificate is signed.
05 · every month
Your part:Once a month, you (or a nominated person) open the VPN for the agreed update window. Call us when you need something.
Our part:Security patches every month, deployed in an agreed window, usually outside working hours, after you open the VPN. We check newer models every quarter. A short monthly report on what we did.
06 · included
Your part:Sign the AI policy.
Our part:AI policy, data flow map, data processing agreement, a training register as evidence of AI literacy (AI Act Art. 4).
Your time: a few hours in the first month. After that, a few minutes a month to open the VPN for updates.
Book a callMultiple devices, one setup
Every device in every branch has the same models, tools and settings. We prepare and test an update once, and it reaches every device. Each month you get a report on what we did.
Free · each extra device priced in the quote
WarsawWarsaw, head office
NVIDIA GB10, 128 GB
2026.10· running
KrakówKraków, branch
NVIDIA GB10, 128 GB
2026.10· running
RadomRadom, plant
NVIDIA GB10, 128 GB
2026.10· running
GdańskGdańsk, warehouse
Ryzen AI Max+, 128 GB
2026.10· running
Update 2026.11, ready to roll out:
Sample data · fictional company
First deployments
We’re a new company, so we can’t show client logos yet, and we won’t pretend otherwise. Instead, we show exactly what we install, how you can check it and what it costs. We offer our first deployments on better terms.
Places left: 3 of 3
Hardware advice
Answer three questions and see straight away which devices are worth buying, how many you need and what they cost. We’ll email you the full recommendation with current prices and a setup quote.
Full hardware comparison with measurements and sourcesRecommendation
1 × NVIDIA GB10, 128 GB
In practice
Same front desk, same doctors. Less searching through rules and schedules.
Question
Who can take over Dr Kowalska’s patients on 20 November?
Answer with sources
Dr Nowak sees patients from 12:00 that day and has 6 free slots. Dr Wiśniewska is on duty until 14:00 with 3 free slots.
What local AI won’t do
It won’t replace human decisions, and it doesn’t know documents you haven’t given it. A model running on your hardware is smaller than the best cloud models, so it is weaker at free-form writing and code. With documents, every answer rests on a quoted passage you can always check. That is why, before you buy hardware, we can show the system on your documents during the call or run a paid test on a demo device.
Security
Patient data is special-category data. In the cloud it goes to the vendor’s servers, often in the US. On your hardware it stays in your facility, and the system works offline too.
Where data is stored
Niezależne AIyour hardware, on your premises
Free chatbotvendor servers, often in the US
ChatGPT Business / Copilotvendor cloud, EU region
CLOUD Act, US export controls
Niezależne AICLOUD Act: no; can’t switch off a running system
Free chatbotapplies
ChatGPT Business / Copilotapplies
Model training on your data
Niezależne AIno; data never leaves your company
Free chatbotpossible, depends on settings
ChatGPT Business / Copilotexcluded by contract
Works offline
Niezależne AIyes
Free chatbotno
ChatGPT Business / Copilotno
Setup, training, updates
Niezależne AIwe do it for you
Free chatbotnone
ChatGPT Business / Copilotdo it yourself
Model quality
Niezależne AIgood for document work
Free chatbothighest
ChatGPT Business / Copilothighest
Deployment standard
Every deployment follows the same blueprint, and at the end we run acceptance tests with measurable criteria together with you. You pay a 30% deposit on signing and the remaining 70% only once the acceptance certificate is signed.
Internet
inbound connections blocked
Our access
only via a VPN you open while we work, logged
outside the networkEmployees01
browser, separate accounts and permissions
Gateway02
HTTPS, sign-in, access log
Application03
document chat with source citations
Search
an index of your documents from the network drive, SharePoint and scans, refreshed nightly
Engine and models04
vLLM or llama.cpp, e.g. Qwen3.8‑27B and Bielik 11B v3
Updates
versioned configuration, one device first
Hardware05
GB10, Ryzen AI Max+, Mac Studio or RTX PRO 6000
Backups
encrypted, daily, with a restore test
Nobody can reach the model or the documents from the internet. We verify this with a port scan at sign-off.
port scan: 0 openWe agree the criteria before setup and write them into the contract.
| # | Test | Criterion |
|---|---|---|
| 01 | Test questions on your documentsat least 18 of 20 answered correctly, with the source cited | |
| 02 | Time to first word of an answeras specified in the hardware recommendation, measured with several users at once | |
| 03 | Port scan from the internetno model or application port is reachable | |
| 04 | Offline operationthe system answers with the internet connection unplugged | |
| 05 | Backupa full restore performed and checked in front of you | |
| 06 | Accounts and permissionsmatch the list you approve | |
| 07 | Licencesevery component checked for use in your company | |
| 08 | Documentation and trainingdocumentation handed over, training register signed |
30% deposit on signing, 70% once the acceptance certificate is signed. If anything fails a test, we fix it at no extra cost.
We’ll walk you through the architecture and the acceptance certificate template on the call, before you buy anything.
Pricing
We don’t sell hardware or take commissions from shops. Buy it wherever you like, including on lease. You pay us only for our work. For setup, that’s a 30% deposit on signing and 70% once the acceptance certificate is signed. All prices exclude VAT.
Hardware advice
PLN 0
recommendation, prices, shops
Demo on your documents
PLN 0
send 3–5 non-confidential files and we’ll show you the system on the call
Paid test before you buy
from PLN 4,900
a demo device for 1–2 weeks; the fee is deducted from the setup fee
fromPLN 12,000
first device
Each extra device from PLN 3,000: installation, connecting the branch’s documents and accounts, backups and the acceptance tests. 30% deposit on signing, 70% once the acceptance certificate is signed, after the system works on every device.
fromPLN 3,000
group, 4 hours
On your own hardware and documents. Poland’s National Training Fund (KFS) may cover up to 70–90%.
fromPLN 900
per month, first device
Each extra device from PLN 300 a month: updates, technical-status monitoring and backups for that device. The first 12 months of maintenance are ordered with setup (12-month minimum term); after that you can cancel on one month’s notice.
| — | Setup | Maintenance per month |
|---|---|---|
| First device | PLN 12,000 | PLN 900 |
| Each extra device, same configuration | from PLN 3,000 | from PLN 300 |
Example: 5 branches with one device each. Setup from PLN 24,000, maintenance from PLN 2,100 a month.
Indicative net hardware prices (October 2026): from about PLN 11,000 (a mini-PC for up to about 10 people) through PLN 22,000–29,000 (NVIDIA GB10 for 10–50 people) to PLN 75,000–95,000 (an RTX PRO 6000 workstation for 50–300 people), and above that a server with 2–4 cards, PLN 190,000–400,000. A detailed recommendation with current prices is free.
Get free hardware adviceOne-off write-off
Brand-new equipment can be depreciated in one go in the year it is entered into the register, up to PLN 100,000 of such write-offs per year (Art. 16k(14) of the CIT Act, Art. 22k(14) of the PIT Act). This does not apply to flat-rate taxation or operating leases. Confirm with your accountant.
Working on site
We work remotely anywhere in Poland. If you’d rather we came on site, travel costs are stated in the quote before you order anything.
Hardware prices are rising
In 2026 memory prices are rising by double-digit percentages a year. The recommendation lists prices and availability as of the day it is sent.
Training · KFS
Hardware only pays off when people know how to use it. We train on your own hardware and documents. Poland’s National Training Fund (KFS) covers up to 70% of training costs, or up to 90% for companies with up to 9 employees. Digital and AI skills are among the KFS priorities for 2026.
Free, with no obligation. Application windows are often open for just a few days, so get the programme ready early.
Training programme · 4 hours
A separate session for the administrator: accounts and permissions, adding documents, backups and what to do when something breaks.
Application windows and requirements for the training provider (e.g. a listing in Poland’s Development Services Database (BUR)) differ between labour offices. We’ll check them with your office before you apply.
How we work
You pay a 30% deposit on signing, and the remaining 70% only once the acceptance certificate is signed, after the system works on every device and has passed the acceptance tests on your documents. If anything fails a test, we fix it at no extra cost until it passes. This is written into the contract.
We don’t sell hardware or take commissions. We recommend the device that is good enough, not the most expensive one. If the cloud suits you better, we’ll tell you.
You get admin access from the start and full documentation of the configuration, licences and backups at sign-off. After the first 12 months, you can hand maintenance over to another provider on one month’s notice; you always keep the documentation and admin access.
The model is never exposed to the internet. We connect remotely only via a VPN that you (or a nominated person) open for the duration of the work. Every connection is logged and covered by a data processing agreement.
30 minutes · no obligation · terms in writing
No. We set the system up for administrative work: internal rules, schedules, correspondence, transcribing team meetings. Clinical decision support is subject to different regulations and is not part of our service.
Under the Polish Code of Medical Ethics (Art. 12), a doctor who uses AI in diagnosis or treatment must inform the patient and obtain their consent. For administrative work, we’ll help you prepare an AI policy and a clause in your facility rules, and it’s worth confirming the details with your facility’s lawyer.
No. We don’t sell hardware. You get a recommendation with current prices and where to buy, you buy it yourself, outright or on lease, and we set it up. We can also check whether hardware you already have will do.
An example for 20 people in one office: an NVIDIA GB10 computer for about PLN 22,000–29,000 net, which you buy yourself and which stays yours. Then our services: setup from PLN 12,000, training from PLN 3,000 (often subsidised by KFS) and maintenance from PLN 900 a month. In the first year the services start from PLN 25,800 net in total; after that you only pay for maintenance. You get an exact quote after the free hardware advice.
You get the hardware recommendation usually within 1 working day. Purchase time depends on the shop and availability. Setup takes a few working days after delivery, even with several devices, because we set them all up together. Training takes 4 hours for the team plus a separate admin session.
Hardware advice and the demo are free. Setup: a 30% deposit on signing and 70% once the acceptance certificate is signed, after the system works on every device and has passed the acceptance tests on your documents. If anything fails a test, we fix it at no extra cost. Maintenance is billed monthly: the first 12 months are ordered with setup, then you can cancel on one month’s notice.
Because you don’t have to take our word for it. Before signing you get the architecture and an acceptance certificate template with measurable criteria, and you pay 70% of the setup fee only once it is signed (30% is a deposit on signing). You have admin access from the start and full documentation at sign-off. After the first 12 months you can hand maintenance over to another provider on one month’s notice; you always keep the documentation and admin access. We offer our first deployments on better terms in exchange for a reference, if you’re happy.
As many as you need. We prepare one tested configuration and roll it out to all devices simultaneously, remotely or on site. Every branch gets the same models and tools, and updates reach all of them at once.
Because a configuration isn’t just a file you copy. Each device has to be installed and connected to the branch network, linked to its documents and permissions, have backups set up and verified, and pass the acceptance tests. After that it needs updates, monitoring and backups every month. A tested configuration saves time, so an extra device costs less than the first, but not nothing.
For a small team, cloud subscriptions can be cheaper, and we’ll tell you so. In that case we’ll help you choose a tool, set it up and train the team. Companies choose their own hardware when data mustn’t leave the company, when the system has to work offline, or when the team is large, because you don’t pay per seat.
Yes. For questions about documents, summaries and data extraction it is good enough, because every answer rests on a quoted passage. For long free-form texts and code, the best cloud models are still stronger today. That is why we can show the system on your documents during the call, free, or run a paid test on a demo device before you buy hardware.
The device sends us only its technical status: whether it’s running, how much disk space is left, whether the backup succeeded. It never sends the content of questions or documents. That’s why we often know about a problem before your team notices. To fix it we need access, so we ask the person you nominate to open a VPN connection while we work. The connection is logged, and we fix most issues remotely as part of maintenance. If you don’t want remote access, we come on site. If the hardware itself fails, the manufacturer or shop handles the warranty claim. We help you file it, and after repair or replacement we restore the whole configuration from backup, so documents and settings are not lost.
Better models that run on the same hardware appear every few months, and new security patches every month. We check newer models every quarter, so hardware under maintenance keeps improving; without maintenance, it stays on the model it was installed with. Updates are deployed in an agreed window, usually outside working hours, after you open the VPN. Each month you get a report on what we did.
No one without your consent. We connect only via a VPN that you (or a nominated person) open for the duration of the work, every connection is logged, and the rules are set out in a data processing agreement (GDPR Art. 28). You can also opt out of remote access and arrange on-site visits instead.
Often, yes. KFS, Poland’s National Training Fund, covers up to 70% of training costs, or up to 90% for companies with up to 9 employees, and digital and AI skills are among its 2026 priorities. Each labour office sets its own application windows and requirements for the training provider (e.g. a BUR listing). We’ll check them for you and prepare the training programme for the application.
Free call
No sales pitch. We talk about your work, show the system in action, ideally on your own documents, and tell you which hardware is worth buying.