Services

SWANK::AI provides independent ethical and structural analysis of AI systems and AI-adjacent processes.

All engagements are scoped in advance, documented in writing, and non-aligned.
SWANK::AI does not issue determinations, certifications, or enforcement outcomes.

Services are analytical and explanatory in nature.

Independent Ethical & Structural AI Review

An external analytical review of an AI system’s structure, decision logic, escalation pathways, and areas of foreseeable harm.

This service focuses on how a system is designed to operate, rather than on performance claims or marketing assertions.

Typically used where:

  • an AI system is producing concerning or unexpected outcomes
  • an organisation seeks an independent ethics or governance perspective
  • a system is subject to internal review, regulatory attention, or public scrutiny

Deliverable:
A written analytical report describing observed structures, risks, and ethical considerations within the agreed scope. Outputs are explanatory and non-determinative.

Short-Form Analytical Review

A scoped, time-limited analytical review addressing a specific question or area of concern.

This format is typically used where:

  • focused clarification is required
  • a full audit would be disproportionate
  • a secondary analytical perspective is sought by founders, researchers, or practitioners

Deliverable:
A concise written analysis addressing the defined scope, limitations, and interpretive considerations.

How Engagements Work

  1. Initial inquiry
    A brief description of the system, material, or question to be reviewed.
  2. Scope agreed in writing
    Analytical focus, limits, timeframe, and deliverables are defined before work begins.
  3. Fixed-scope engagement
    Work proceeds within the agreed scope and concludes with a written output and invoice.

Pricing and standard terms are set out under Pricing.

For an explanation of how analytical reviews are conducted and scoped, see Methodology.

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