A benchmark measures performance on the benchmark. Treating that number as evidence of fitness for a particular task is the most common assurance failure in current practice.
D6 — D6.L1.04 · D6.L3.06
3 articles · 2 declared interests
Sofia Lindqvist
Editorial lead, D6 Evaluation and assurance
Leads the editorial group for D6 and drafted the twenty-two statements entered at version 0.1, with two technical reviewers per statement.
Works in assurance outside this organisation; that employment is declared below because a reader is entitled to know whose practice shaped the wording.
AI Certification Standards, editorial group · interests declared in full below
Declared interests, in full
Osei Assurance Partners
DeclaredEmployed as lead assurance consultant. Osei Assurance Partners neither awards nor delivers credentials against this framework and holds no listing on the register.
AI Certification Standards
DeclaredUnpaid appointment to the editorial group. No economic interest.
Nothing further is declared. An author with nothing to declare says so explicitly, so that silence is never mistaken for absence.
Articles by Sofia Lindqvist
Two tests that settle most level disputes: who chose the approach, and what happens when the situation is not the one the procedure anticipated.
D6 — D6.L2.01 · D6.L2.02 · D6.L3.01 · D6.L3.04
Courses teach people to produce output and stop there. The competence that determines whether the output is usable is left to be picked up on the job, if at all.
D6 — D6.L1.01 · D6.L1.02 · D6.L2.01
Everything on this page is non-normative · page last reviewed 30.08.2026