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Institute for Certified AI Assessment Standards · Methodology · Certification Request

Published by the Office of the Registrar

The ICAA Methodology, Rev. 1.0

The Institute's methodology is a four-article protocol with one instrument — the Certified Assessment Report — and one promise: every operator is diagnosed against the same standards, by the same process, in the same time frame.

Effective Rev. 1.0 45-minute structured intake Signed by the Registrar Hour-Recovery Guarantee
I.

Audit

The structured intake

The assessment opens with a forty-five-minute interview conducted by a Registrar-trained analyst. The interview is recorded with the operator's consent and transcribed in full.

The analyst does not pitch tools during the intake. The analyst pulls problems. Every bottleneck across administration, marketing, sales, and delivery is captured verbatim, attributed to the time it consumes, and ranked by recurrence.

The transcript is the artifact. It is the input to every subsequent article of the methodology.

II.

Analysis

Pattern recognition at scale

The transcript is processed against the Institute's prompt library, a versioned corpus of analytical instructions reviewed by the Registrar quarterly.

The library surfaces five to seven candidate interventions per assessment. Each candidate is mapped to a class of off-the-shelf tooling and ranked against the Three Levers of ROI: Effectiveness, Efficiency, and Quality.

Analysis catches what a single human reviewer cannot: patterns that recur across categories, second-order time leaks, and tools the operator has already evaluated and dismissed for reasons the assessment must address.

III.

Findings

The Certified Assessment Report

Findings are compiled into a single document — the Certified Assessment Report — and signed by the Registrar.

The report contains: an executive summary, the priority matrix, three to seven prescribed interventions with named tooling, a four-day quick-start, and the projected financial impact in both recovered hours and dollars.

The report is the deliverable. It is the operator's to keep, share with their team, and refer back to. It is not a slide deck. It is not a coaching call. It is a document of record.

IV.

Review

Operator-led, analyst-supported

The operator receives the report in a screen-share review with their assigned analyst. Each recommendation is read on its merits, dispositioned, and either accepted, deferred, or rejected.

At the close of the review, the analyst asks one question: do you want to implement these yourself, or do you want help? The answer to that question is the operator's. The Institute does not require the operator to engage further.

The Institute's interest ends with the issuance of the report. Implementation services, if elected, are scoped separately.

V.

The Guarantee

Issued under the seal of the Registrar

If the Certified Assessment Report does not identify at least five hours of recoverable operator time per week, the assessment fee is refunded in full upon written request.

The guarantee is not contingent on the operator implementing the recommendations. It is contingent on the report identifying the recoverable time. Identification is the standard.

Apply under the methodology

The next intake slot is available within five business days.

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