AIGIS Use Case Example - " .. but it's all in there."

"It's all in there."

A remarkable sentence. It can express transparency. Or the hope that nobody will put the decisive passages together.

Because disclosing something and making it understandable are two very different things. Anyone who has ever read an extensive contract, along with its annexes, service descriptions and supplementary terms, knows the problem: you can have read every single page and still miss what emerges from how they interact. The obligation is in the main contract. An exception appears in the service description. A further restriction is tucked away in a subcontractor's terms. Only together does it become clear who ultimately bears which risk.

Formally present. Practically hard to see through.

And then you hear: "You should have checked that before signing."
We talk a lot about malware, phishing, backdoors and kill switches. About manipulated software, compromised supply chains and functions nobody ordered. Concern about digital influence by state actors and intelligence services makes the question even more pressing: how do we keep control over systems we are becoming dependent on?

Anyone who takes digital sovereignty seriously has to deal with this question. Before procurement. Before integration. And during operation. But we should look just as closely at contracts, requirements and project documents. Dependencies arise there too. There, too, rights can be restricted, responsibilities shifted or options closed off.

No malware is needed for that. An unfavorable clause can be enough. A far-reaching right of use. An unexpected duty to cooperate. A liability exclusion whose scope only becomes apparent in combination with another paragraph. A warranted characteristic that is qualified again elsewhere.
This may be deliberate. It may arise from templates that have grown over years, poorly coordinated documents or differing interests. For whoever has to deal with the consequences later, the intent is initially secondary. They need clarity.

Additional languages make this task more demanding. Legal terms cannot always be cleanly transferred word for word. Technical language requires context. A long sentence remains a long sentence even after translation. And a contradiction between three documents does not disappear just because all three are now available in German.

A translation provides access to the content. Then the actual review begins: what does this mean for our requirements, our obligations and our decisions? With source code, we face a related challenge.

One function reads data. A second processes it. A third transmits it. Configurations, dependencies and permissions influence when and under what conditions this happens. Spread across many files, a behavior can emerge whose significance is not evident from any single location.
The decisive question then is: does this behavior correspond to what is intended, agreed and permitted?

For that, we need a traceable connection between intent, specifications and implementation. Otherwise we collect observations and leave it to people to piece together the actual meaning under time pressure. This is exactly where it gets expensive.

Experts work through documents, look up references, reconcile versions and clarify terms. They follow references through chains of documents and reconstruct technical relationships. Meanwhile, decisions, projects and deliveries wait. In the end, there may be no time left precisely for the expert assessment, because getting there has already eaten up everything. We should be allowed to question that.

This week we ran a test with AIGIS that made this question very tangible. We had three terms and conditions documents generated specifically for the purpose, in different languages and in their respective original scripts. Among them Japanese and Chinese. Our own German-language terms and conditions served as the basis for comparison.
The foreign-language PDFs were uploaded. No prior translation or manual preparation on our part was required. AIGIS compared the contents and made the differences visible.
We had expected it to work. Even so, the moment the results were in front of us was impressive.

Because suddenly it becomes very concrete which hurdles we accept as a matter of course in everyday work. How often do we postpone a review because documents first need to be translated? How often does a comparison fail simply because information exists in different forms? How much expertise do we tie up in preparation before anyone can even ask the decisive questions?
This test makes one specific capability visible. The bigger task remains to classify content against one's own specifications and make relationships verifiable.

That is what AIGIS is geared toward: relating requirements, contracts, project documents and technical artifacts to one another. Making contradictions and deviations visible. Bringing together findings and evidence so that people get a solid basis for their assessment.

The decision remains demanding. But it should be able to rest on relationships that have been worked out.
Nobody wants to hear during a contract negotiation: "Unfortunately, we missed that restriction." Nobody wants to discover after taking over software that an unexpected function would have been recognizable somewhere, but nobody connected the pieces.

"Nobody saw it" is a damn expensive review strategy. So we also need to further develop our idea of what good review should achieve. More findings alone help little if their significance remains unclear. Another list does not create understanding. An additional report does not answer any question about responsibility and consequences.

What we need are traceable answers to concrete questions: Which specification is affected? Which content belongs together? Where is evidence missing? What contradicts what? And who has to decide on it?
This is also a question of sovereignty. Those who understand their own contracts, projects and systems can assess dependencies and act more deliberately. Those who get stuck at accessing the content negotiate and decide at a disadvantage.

So we should feel free to trust a little more. In the tools. In our own review processes. And in the possibility of giving experts more time for their actual work again.

The sentence "It's just too complex" has served as a dead end long enough. Let's turn it into a work assignment. 😉

Many forms. One standard. Your requirements.

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