BUSINESS / ADVISORY
Make consequential decisions more reconstructable.
MAMI’s Business/Advisory division applies the developing research perspective of MAMI Theory — the Meta-Architecture of Mind and Invisibility — to a defined institutional or AI-assisted workflow. The work produces a bounded written record of what the available evidence establishes, what remains uncertain, and where responsibility sits.
THE APPLIED ROLE
Research translated into a record someone can use.
Advisory work asks where evidence, human review, escalation, and responsibility become difficult to see in practice. It stays deliberately limited so that the work can state what was found, what was not available, and what should happen next.
CURRENT MARKET TEST
AI-Assisted Claims Decision Readiness Review
One defined AI-assisted claims workflow reviewed in seven business days, with four written outputs and a USD 3,750 fixed fee. This is the first commercial test of the capability, not a claim that MAMI already serves every sector.
FUTURE APPLICATIONS
Expand from the capability, not from a list of industries.
The same review logic may later serve AI vendors responding to customer evidence requests, regulated operators facing a live review or handover, public-sector procurement, and education or university partnerships.
These are future application hypotheses, not current client claims. A Business worker must identify a real trigger, buyer, evidence boundary, and budget before proposing a new offer.
WHO THIS IS FOR
A consequential question already exists.
Fit is strongest when a customer, partner, board, reviewer, procurement process, complaint, renewal, or governance discussion requires a clear account of how a defined workflow operates.
Abstract interest in “AI ethics” or MAMI Theory alone is not a sufficient sales trigger. The work must begin with a specific decision, record, or handover that can be bounded and reviewed.
WHEN IT MAY BE RELEVANT
A workflow needs to be explained before a decision, review, or handover.
The offer is most relevant when an organization needs a bounded written record of how an AI-assisted decision is supported, reviewed, challenged, or escalated.
Fit should be checked against the specific workflow. This is not a promise of regulatory compliance or a substitute for legal, audit, model-validation, or implementation work.
BOUNDARY
Independent, written, and not a substitute for assurance.
MAMI is not an insurer, claims administrator, audit firm, law firm, software vendor, or regulatory authority. The current offer does not provide legal advice, regulatory certification, formal audit assurance, cybersecurity testing, model validation, or implementation.
No client testimonials or paid-client results are presented yet; illustrative materials are synthetic and show the format of the work. Any future client-derived learning must be deidentified and contract-permitted before it can inform public or research work.