Sovereign AI for red/blue teams · from Moln.ai

Attackers already run offensive AI.
So the defense needs it too.

What once took a skilled attacker is now done by AI that builds whole exploit chains on its own. Skydda gives your team the same capability. We prove which weaknesses in your code can actually be exploited. Let AI cut through the CVE fog by delivering exploits and patch proposals to your team.

AI inference in the EU No long-term storage on the serverBring your own LLM
E5 · chain provenA real, proven exploit chain — from unauthenticated entry to a leaked canary. Not a CVE list.
Entry point
POST /v2/session/refresh
unauthenticated · reachable from the edge
Class method
AuthController.refresh()
AuthController.java:88
Authorization logic
JwtValidator.verify()
accepts alg=none
Known CVE
CVE-2022-21449
jjwt < 0.11.5 · signature bypass
Third-party service
Stripe (PSP)
implied · low trust
Data access
SELECT * FROM ledger
tenant = attacker-controlled
Impact
Cross-tenant read
canary CANARY-7731 leaked
proven exploit chainimplied / low trustdrag nodes · scroll freely

Everything is open source, if you can read opcodes

Grounded in the exploit

Secure from a handful of exploits, not a noise of CVEs.

The exploit is the one thing that cuts through thousands of CVEs. It's concrete, testable and verifiable again once the flaw is fixed. It lets the patches, regression tests and code reviews that follow build on evidence instead of guesswork.

the exploit itself

A payload that actually triggers the flaw

A security test that fails and a curl proof, scoped to a canary and doing no harm. Runs in your CI, forever.

the fix

A minimal patch in your code

Root cause, a tight diff as a pull request and a regression test that must pass. Fitted to your actual architecture.

proof that it's gone

Retest and variant hunt

The original exploit runs again against the fixed version and is stopped. Then we hunt down closely related bypasses too.

evidence:E0 signalE1 likelyE2 reachableE3 reproducedE4 primitiveE5 chain provenThe goal is E4–E5. What stays at E0–E1 is noise, not results.
The tempo has changed

You don't have months anymore.

The old cadence assumed the attackers were slow too. They aren't anymore. With Skydda your security leads can have the fix in place the same day a vulnerability is found, with the AI working side by side with your developers.

The old cadenceweeks → quarters
SometimesBOM and dependency scanning
Every other weekFiltering thousands of CVEs
Every monthMeetings theorising about security
ThenTriage and remediation tickets
Weeks laterPrioritisation in PI planning
QuarterlyThe release finally ships the fix
…and the finding was stale by the next deploy.
With Skyddasame day
09:14FindThe exploit chain proven in your real prod and code
09:40ProveScoped proof against a canary, tamper-evident evidence
11:02FixMinimal patch and regression test, like a pull request
14:30DeployThe retest holds, variant hunt clean, shipped
Find, prove, fix, deploy. Before lunch tomorrow.
Our stance

Secure systems require automated attack attempts

Until recently, targeted intrusions took heavy investment in specialist skills and time. That limited both attackers' and defenders' ability to systematically hunt for vulnerabilities. Now that AI can automate both vulnerability analysis and exploit development, the same capability has to be built into the development flow.

What we don't sellTraining videos. Checklists in spreadsheets. A wall of unprioritised CVEs. Severity ratings with no proof they can be reached.
What we deliverA working exploit in your prod and code, a minimal patch, a regression test and a retest that shows the fix holds.

Skydda is part of Moln.ai – the platform for European cloud and AI sovereignty. We build AI-augmented software for European organisations that don't hand sensitive data and assets to third countries. We believe well-applied AI strengthens digitalisation, security and competitiveness for companies in Sweden and Europe.

Sovereign and confidential

Your most sensitive assets never leave your control.

Source code, documentation, vulnerabilities and exploit artifacts are your most sensitive assets in security work. Skydda is built so they stay yours: a zero-storage architecture, privacy by design, and execution against your own LLM (or ours, EU/EEA-owned).

Your browser is the database

Repos, decompiled apps, findings and license are stored in the browser. The server keeps nothing long-term — it only borrows data while a tool runs.

Inference in the EU, no shared training

Open weights or your own models, in an EU region you choose. Nothing is used to train shared models. Ever.

Export, sync or run isolated

Export a signed zip and take it wherever you want, or sync the same license across browsers over the connection. It's a small git-style history that you own.

Confidentiality and DPANo long-term storage. No third parties.

Our stance on data processing is deliberately boring, because that's what trust requires:

  • No long-term storageRepos, decompiled apps, findings and your license live in the browser (IndexedDB and local storage). The server keeps nothing once a job is done.
  • Ephemeral working dataWhile a tool runs, data is held in an isolated sandbox that is destroyed when the job finishes, with automatic cleanup and an emergency stop.
  • No third-party sub-processorsNo code is sent to external, public AI endpoints. Inference runs in the EU, and you can run your own model or rent sovereign GPUs in the EU.
  • You own the historyA small git-style history you can export as a signed zip, take elsewhere or sync across your own browsers. Prune old entries whenever you like.
  • EU residencyStorage, inference, logs and support all follow the EU region you choose.
Pricing

Get started with your own LLM.

Connect an OpenAI-compatible endpoint and run the whole loop for a fixed monthly fee. Need top-tier inference? We point you to sovereign GPUs in the EU.

If you already have your own LLM
28 000 SEK/ mo

excl. VAT · B2B invoicing only

The whole red/blue/purple loop against your repos, apps and cloud. You point Skydda at whatever OpenAI-compatible model you already run.

  • Fixed price. Unlimited analyses, findings and proven exploits.
  • Browser storage, export and sync across multiple browsers.
  • Human in control, approval steps and an emergency stop.
  • The connection runs in the EU, no long-term storage.

The LLM cost is not included. You pay that directly to your own model provider.

Looking for an EU-sovereign LLM provider?

Rent sovereign inference run in the EU and add it to your Skydda subscription:

berget.ai
Pay per token, top-tier open models
skapa.moln.ai
Dedicated GPUs in the EU for private inference

Both keep inference within the EU. Your code and findings stay in the browser either way.

The defense has to win every time.
The attacker needs to win just once.

Find. Prove. Fix. Verify. Same day.