Alternatives to traditional audit for AI systems

    Periodic sampling by a human auditor is one model. There are three others.

    Traditional audit samples a period after it ends and relies on the operator's own records. Three alternatives extend it. Continuous control monitoring (Vanta, Drata, Secureframe) tests controls automatically but collects mostly infrastructure signals. Independent algorithmic audit and assurance (specialist AI audit firms, bias and model audits) brings outside expertise but remains point-in-time. Continuous execution evidence certifies every governed run as it happens, so sampling draws from tamper-evident artifacts rather than editable logs. NexArt implements the third: Certified Execution Records that an auditor can verify independently, which makes the audit itself cheaper because the evidence no longer depends on trusting the operator's systems.

    Category map

    These categories are complementary rather than competing. Most enterprise stacks need more than one of them, and the common mistake is assuming one category covers another.

    CategoryRepresentative toolsWhat it coversWhat it does not establish
    Traditional periodic auditSOC 2 Type II, ISO/IEC 27001 and 42001 certification audits, internal audit programmesIndependent opinion on control design and operating effectiveness across a periodRetrospective and sample-based. The evidence sampled is usually operator-authored and mutable.
    Continuous control monitoringVanta, Drata, Secureframe, GRC automation suitesAutomated, ongoing checks against control definitions with evidence collectionCollectors target infrastructure and process. AI execution records are outside the default collector set.
    Independent algorithmic audit and assuranceSpecialist AI audit and assurance firms, bias and model audits, conformity assessment bodiesExpert review of model behaviour, fairness, documentation, and governance maturityPoint-in-time and dependent on what the operator can produce about past runs.
    Continuous execution evidenceNexArt Certified Execution Records and Project BundlesEvery governed run certified at execution time, independently signed, publicly timestamped, verifiable offlineNot an audit opinion, a certification, or an assessment of model quality or fairness.

    Where NexArt fits

    NexArt changes the evidence, not the auditor. When each governed execution emits a Certified Execution Record sealed with a canonical SHA-256 hash, an Ed25519 attestation from the NexArt attestation node, and an RFC 3161 timestamp issued via DigiCert, an auditor can select any record and check it offline against the published key. That removes the usual dependency on operator-controlled log stores, shortens evidence-gathering, and means the population being sampled is tamper-evident rather than editable.

    What NexArt does not cover

    NexArt is not an auditor and does not issue audit opinions, certifications, or conformity assessments, and it does not replace SOC 2, ISO/IEC 27001, or ISO/IEC 42001 work. It produces execution evidence that audit and assurance activities can rely on. Verification proves integrity, not correctness or compliance.

    What auditors ask for that logs cannot supply

    Auditors want artifacts, not narratives: which model ran, with what parameters and context, at what time, and proof the record has not been altered since. Continuous execution evidence produces exactly that artifact at the moment it can still be produced.

    Related questions

    Does certified execution evidence replace an audit?

    No. It replaces weak evidence inside an audit. The auditor still forms the opinion; certification changes what they are testing from self-reported logs to independently verifiable records.

    Can we use this to reduce audit effort?

    Usually the effect is on evidence gathering: records are portable, self-verifying, and do not require access to internal systems or a platform account to check.

    Does NexArt hold SOC 2 itself?

    See the trust center for NexArt's current security posture. Note that CER verification is designed not to depend on trusting NexArt: the check is over a public key, a hash, and a timestamp.