TLDR Tech
When AI Queries Outnumber Human Ones, Everything Changes
The prediction that agent-initiated queries will surpass human-initiated ones within 12 months sounds dramatic. In consumer credit, it's actually conservative.
We already have decisioning engines, fraud models, and affordability checks firing thousands of automated queries daily against our data infrastructure. The shift being described isn't from zero to one. It's from controlled, scheduled automation to something far messier: agentic workflows that explore data on their own terms, following chains of inference we didn't explicitly programme.
That distinction matters enormously for how we think about governance.
Most UK credit firms have built their data access controls around human behaviour. A human analyst requests a report, that request is logged, someone can audit the trail. When an AI agent starts generating its own queries — deciding what to look at, when, and why — that audit trail gets complicated fast. The FCA cares deeply about explainability in credit decisions. An agent that taught itself to look at certain data combinations because they improved a metric is going to be a hard conversation with a regulator.
The operational risk is just as sharp. Agent-initiated queries don't respect the unspoken courtesies that human analysts observe. They don't know that running a full table scan at 9am on the last day of the month will kill your reporting pipeline. Infrastructure teams who've spent years capacity-planning around human usage patterns are going to get some nasty surprises.
The firms that will handle this well are the ones treating agentic query behaviour as a first-class infrastructure concern right now, before volumes make it a crisis. That means query budgets, rate limiting, and explainability requirements baked into how agents are allowed to access data — the same way we've always governed what humans can see and do.
The interesting question is whether the analytics tooling vendors are building those controls, or whether they're shipping capability and leaving governance to the customer.
- agentic
- AI agents
- AI