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Sovereign AI due diligence: sixteen questions for any provider

Residency, ownership, jurisdiction and data handling as questions you can send in writing, with what a good answer and a warning sign look like.

Zuletzt geprüft
23 September 2026
Lesezeit
7 Min.

A Sluis guide for procurement, security and privacy teams. Last checked 23 September 2026.

"Sovereign" appears in almost every AI provider's marketing, and it can mean four different things: where data is processed, who owns the provider, which governments can compel it, and how much of your data it sees in the first place. A provider can be strong on three and weak on the fourth. This guide turns those four areas into sixteen questions you can send to any provider, with what a good answer and a warning sign look like.

In short

  • Residency is about where data is processed and stored. It is the easiest to check and the least protective on its own.
  • Ownership is about who controls the company you contract with. It can change overnight: Aleph Alpha, often cited as Germany's sovereign AI champion, was reported in April 2026 to have been acquired by the Canadian company Cohere.
  • Jurisdiction is about which governments can order the provider to hand over data. For US-controlled providers this follows control, not location.
  • Data handling is about what the provider keeps, for how long, and who can read it. It is the area where the contract matters most, and the one most often left to the default terms.
  • Ask every question in writing and keep the answers. A provider that cannot answer in writing has given you an answer.

Residency

#QuestionWhy it mattersGood answerWarning sign
1In which countries are prompts and outputs processed, including during failover and peak load?Capacity problems are the usual reason traffic leaves a regionNamed regions, with failover within the EU written into the contract"Our EU data centres" with no statement about failover
2Where are logs, abuse-monitoring copies, caches, embeddings and fine-tuning data stored, and for how long?Residency claims usually cover the request, not the copies made around itA list per data type, with location and retentionOnly the inference region is mentioned
3Can support or operations staff access production systems from outside the EU?Remote access is processing, wherever the servers areNo, or only named EU-based roles, logged and reviewable"Access is restricted" without saying from where
4Which sub-processors handle customer content, and how are changes notified?Each sub-processor adds a location and an ownerA published list with advance notice and a right to objectList available only on request, or no notice period

Ownership

#QuestionWhy it mattersGood answerWarning sign
5Which legal entity signs the contract, and where is it registered?The contracting entity is the one that courts and regulators deal withA named EU entity with its registration numberA brand name, or a non-EU entity with an EU "presence"
6Who is the ultimate parent, and does any non-EU shareholder hold control or veto rights?Control is what foreign orders attach toA clear ownership chain with no non-EU control rightsRefusal to disclose, or significant non-EU investors with board rights
7Has ownership changed in the last 24 months, and what happens to our contract if it changes?Your assessment can be overtaken by a transactionA change-of-control clause that gives you notice and a right to terminateNo notice obligation
8Who can instruct the staff who hold production access?A parent that can instruct operations can compel accessOperations staff employed and directed by the EU entityGroup-wide operations teams

Jurisdiction

#QuestionWhy it mattersGood answerWarning sign
9Which governments can compel the contracting entity or its parent to disclose customer data?This is the actual extraterritorial exposureA precise answer naming the relevant laws"We comply with GDPR", which does not answer the question
10What do you do when you receive a government order for our data?Process determines the outcome in practiceChallenge unfounded orders, notify you where legally allowed, disclose the minimumNo written policy
11Do you publish government request statistics?Numbers show whether requests happenA transparency report with request counts by countryNo report
12Who holds the encryption keys, and can your staff read content while it is being processed?Encryption at rest does not protect data the provider can decryptCustomer-held keys where offered, and a clear statement of when plaintext is accessible"All data is encrypted", with no mention of keys

Data handling and minimisation

#QuestionWhy it mattersGood answerWarning sign
13Is our content used to train or improve models? How is that switched off, and is it in the contract?Training use is the hardest disclosure to undoOff by default for business customers, confirmed in the agreementOpt-out in a settings page only
14What is the default retention for inputs and outputs, and what must we sign to reduce it to zero?Defaults are what apply if nobody asksStated in days, with a zero-retention option and its conditions"As long as necessary"
15Do people review content, for example for abuse monitoring? When, and from where?Human review is disclosure to people, not systemsOnly on specific triggers, by named EU-based teams, with the option to opt outRoutine sampling, location unspecified
16Does the service work with pseudonymised input, such as «PERSON_NAME_1» in place of names?The less the provider receives, the less the other fifteen answers matterYes, including for structured output and tool callsPlaceholders break features you rely on

Recent examples

These show why the answers need to be refreshed, not filed.

  • Aleph Alpha and Cohere. In April 2026 Cohere, a Canadian company, was reported to have acquired Aleph Alpha. According to the reporting, the infrastructure stays in Germany. For a buyer whose requirement was "EU-owned", the answer to question 6 changed while the answers to questions 1 to 4 did not.
  • AWS European Sovereign Cloud. Launched on 15 January 2026 in Brandenburg as a partition separate from other AWS regions. According to AWS, it is run by AWS European Sovereign Cloud GmbH, a German company with EU-resident staff and its own certificate authority, network and security operations. This is a serious answer to questions 3, 5 and 8. Whether it answers question 9 has not been tested in court. See our CLOUD Act guide.
  • Microsoft before the French Senate. In July 2025 Microsoft France's chief legal officer told a Senate inquiry under oath that the company could not guarantee French public-sector data would never be handed to US authorities without the customer's consent. He also said this had not happened, and that Microsoft contractually commits to challenging unfounded requests. Both statements are useful answers to questions 9 and 10.

A reference point: SecNumCloud

If you need a concrete standard for what "immune from foreign law" means, France's SecNumCloud 3.2 is the most specific one in force. According to reporting on the decree of 12 August 2026, it requires the provider's registered office, decision-making centre and administration to be in the EU, limits non-EU shareholding and rules out non-EU veto rights, alongside some 360 security controls on top of ISO 27001. It now binds a large part of the French central public sector. Even outside France, its ownership criteria are a useful yardstick for questions 5 to 8.

How to weigh the answers

Not every use needs every answer to be perfect. A practical approach:

Data you will sendMust be strongCan be moderate
No personal or confidential data, such as marketing copy or public documentation13, 14Everything else
Customer or employee personal data, pseudonymised before it leaves you1 to 4, 13 to 165 to 12
Personal data in clear, or confidential business dataAll sixteenNone
Special category data such as health or HR casesAll sixteen, plus an EU-owned provider or no external modelNone

Checklist

  • Sixteen questions sent in writing to each shortlisted provider
  • Answers filed with the date received
  • Contracting entity and ultimate parent confirmed from a company register
  • Failover, logs and support access confirmed to stay in the EU
  • Training use off and retention stated in the signed agreement
  • Change-of-control clause in the contract
  • Answers reviewed at each renewal and after any reported ownership change

Sources

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Nächster LeitfadenAssessing CLOUD Act exposure for AI services