Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Most governance platform comparisons written for financial services lead with the EU AI Act high-risk regime. For a bank deploying credit scoring today, that is the obligation furthest from biting, and the ones already in force get less attention than they deserve. ‍ The criteria below follow the provisions rather than the subject areas, with dates attached, because the sequence they arrive in decides what a platform has to do first. ‍

The two registers hold different objects, run on different clocks and answer to different people. Where they are treated as one list at different levels of detail, items get counted twice and others fall between them. ‍ A vulnerability register holds findings on assets and numbers in the thousands. A cyber risk register holds loss scenarios and numbers in the tens. Neither is a summary of the other. ‍

Seven fields carry an agent registry, and they split into two kinds. Some a person has to state, because the answer exists only in somebody's intention. The rest can be read from systems that already hold them. ‍ Which kind each field belongs to decides whether the registry drifts. Typing an observable value creates a record that was accurate on the day somebody typed it, and recording a declared value is the only way to capture it at all. ‍

Run both approaches against one company and the figures differ, which is expected. The useful part is that they differ in a predictable direction, which makes the distance between them informative rather than embarrassing. ‍ Bottom-up tends to come in lower and top-down higher, for reasons that follow from how each is built. Knowing which way each one leans is more useful than choosing between them. ‍

Most register comparisons rank products on fields, workflow and integrations. A more useful test is which decisions the register can settle, because a register that cannot settle a decision is a record of one made elsewhere. ‍ Five decisions get asked of a register. Which risk to treat first, how much to spend treating it, whether to accept it, whether to transfer it, and whether the treatment worked.

Interaction monitoring covers four of the ten risks in the 2025 Top 10 for LLMs and generative AI applications well, three partially and three not at all. The split is not arbitrary, and the line it follows tells a buyer more than the coverage count does. ‍ Monitoring observes systems being used. Several entries on the list describe defects in how a system was built, which no amount of observation at the point of use will surface.

A coding agent on a laptop runs as the developer. It reads the same keychain, carries the same tokens and appears in every downstream log under the same name. The identity record is accurate and it cannot answer the question governance needs answered. ‍ Every control keyed to identity therefore operates on a merged subject.

A budget presented as a total invites one question with two answers, approve or reduce. A budget presented as a ranked list invites a different question, which is where to draw the line, and that is a decision a board can make rather than a negotiation it can only win or lose. ‍ The ranking comes from one calculation per candidate control. Expected loss before, minus expected loss after, divided by cost. Order the list by that ratio and the budget builds itself, including the part that says stop.

Search for agent risk quantification tools and most results are risk assessment tools. Questionnaires, maturity scores, compliance trackers and templates, all producing an ordinal rating. A rating ranks one agent against another. It does not tell anybody what to spend, what to insure or what to stop. ‍ The separating question is whether the output arrives in currency.

An audit trail is usually judged by how much it contains. The more useful question is how many innocent explanations it rules out, because a record that admits a benign reading supports an assertion rather than a conclusion. ‍ Each source added to a trail removes an alternative explanation rather than adding detail. Confidence therefore climbs in steps rather than smoothly, and three sources of the same kind are worth less than two of different kinds. ‍