Independent AI transformation assurance
When a model is asked to change one thing in a message, it often changes several others at the same time. Tone turns more emotional, commercial pressure rises, nuance disappears, a fact quietly shifts. Kronaxis measures what actually moved, what drifted, and whether the result stayed inside the bounds you set, with independent readers rather than the model grading itself.
Provable, not plausible. Grounded in published research, the Distinct Fields series, ten papers on Zenodo with a full replication package.
The problem
Generative AI now rewrites customer communications, personalises content, summarises evidence and acts on behalf of organisations. Governance can see the prompt and the policy. It rarely sees the full behavioural effect of the transformation itself.
A request to change one property can move several. Teams review the instruction, not what the model actually did to the text.
Model self evaluation is not enough for high consequence use. The system that produced the output should not be the sole judge of it.
"Change X, do not change Y" is useful only if somebody independently verifies whether that is what actually happened.
What Kronaxis does
Score the source and the transformed output on frozen, auditable dimensions, fixed before any result is opened.
Quantify the intended movement and every material collateral movement, so what changed beyond the request is visible and measured, not assumed.
Use independent readers and simple baselines, not the generating model, and require agreement before a finding counts.
Return a clear decision, with the evidence behind it and a practical remediation plan for governance, risk and the model owners.
The engagement
Kronaxis sits beside your existing AI workflow. You do not replace your model, orchestration or governance stack. We take a bounded sample, measure the transformation independently, and show where the system is controlled and where it is not. A first audit is typically five hundred to five thousand source and output pairs.
Intended movement observed and collateral drift stays within the agreed bounds. Proceed with routine monitoring.
The core transformation works, but defined drift or failure clusters need controls. Apply thresholds and guardrails, then retest.
Material unintended change or a policy breach is systematic. Do not scale until it is remediated and re audited.
Fixed scope founding audit. The final fee is confirmed after a short scoping call and a sample check, and depends on dataset size and workflow complexity. A paid proof of value, not a commitment to replace your stack. If it reveals a repeatable control need, the next step is continuous verification.
Why Kronaxis
The published work separates measurement from controllability: a property can be easy to recognise yet hard to move on its own. The programme has repeatedly measured collateral drift across independent model families and domains, and its measurement instruments are being grounded against independent human judgements, with failures kept on the record rather than repaired after the fact. The compliance architecture separately distinguishes what can be formally enforced from what remains judgement.
We do not trust a single model's opinion. We require independent models to agree before we report a result, and we say plainly which findings are proven and which are judgement.
Boundaries, stated first
An evidence backed decision on one workflow and a bounded sample: what moved, what drifted, whether it stayed inside your policy.
It does not claim behaviour beyond the sampled workflow. Where a criterion is learned or judgement based, we report it as judgement, not proof. Formal or cryptographic components are described as proven only where the mechanism supports it. We do not claim to read minds or steer people.
A good first question
The fastest way to a fixed scope and fee is a twenty minute call and a representative sample. One workflow, one defined risk question, one independent answer.
Start the conversation
A short message is enough. A person replies, not a bot, and we confirm a fixed scope and fee after a short call.
Prefer email? Write to hello@kronaxis.co.uk.