THE INSTITUTIONAL ARTIFICIAL INTELLIGENCE COMPANY
  • AI CONTROL
  • RESEARCH
    • OVERVIEW
    • KEY FINDINGS
  • SECTORS
    • ASSET OWNERS
    • ASSET MANAGERS
    • ASSET SERVICERS
    • BANKING INSTITUTIONS
    • WEALTH MANAGERS
    • RETIREMENT PROVIDERS
    • PRIVATE EQUITY FIRMS
    • INSURANCE COMPANIES
  • SOLUTIONS
    • THE AI ASSESSMENT
    • AI SCENARIO PLANNING
    • IMPLEMENTATION
    • INSTITUTIONAL AI STACK™
    • CONTROL PLANE (OLTAIX™)
    • AI CONTROL (THE OUTCOME)
    • THE ENGAGEMENT MODEL
  • COMPANY
    • NOT ANOTHER VENDOR
    • ABOUT US
    • CONTACT US
    • TERMS OF USE
    • DISCLAIMER
    • PRIVACY
  • NEWS
    • THE NEWSROOM
    • STRATEGIC INSIGHTS
THE INSTITUTIONAL ARTIFICIAL INTELLIGENCE COMPANY
  • AI CONTROL
  • RESEARCH
    • OVERVIEW
    • KEY FINDINGS
  • SECTORS
    • ASSET OWNERS
    • ASSET MANAGERS
    • ASSET SERVICERS
    • BANKING INSTITUTIONS
    • WEALTH MANAGERS
    • RETIREMENT PROVIDERS
    • PRIVATE EQUITY FIRMS
    • INSURANCE COMPANIES
  • SOLUTIONS
    • THE AI ASSESSMENT
    • AI SCENARIO PLANNING
    • IMPLEMENTATION
    • INSTITUTIONAL AI STACK™
    • CONTROL PLANE (OLTAIX™)
    • AI CONTROL (THE OUTCOME)
    • THE ENGAGEMENT MODEL
  • COMPANY
    • NOT ANOTHER VENDOR
    • ABOUT US
    • CONTACT US
    • TERMS OF USE
    • DISCLAIMER
    • PRIVACY
  • NEWS
    • THE NEWSROOM
    • STRATEGIC INSIGHTS

THE INSTITUTIONAL AI CONTROL ASSESSMENT™

 

Should your institution Build, Compose, Rent + Control, or Rent its AI infrastructure?


A strategic decision framework for institutional leadership accountable to regulators, fiduciaries, and the public.



BEFORE YOU TAKE THE ASSESSMENT


If any of these questions does not have a confident answer, the assessment will tell you why — and exactly where your control gap is.

How ThE AI Assessment Works — Three Steps, One Program.

 

Most frameworks start by asking where you want to go. This assessment starts by asking where you actually are. The distinction is deliberate.


Strategy without an honest baseline is aspiration. An honest baseline without benchmarking lacks urgency. And both without a strategic direction lack purpose.


The three steps work together — and they work in this order.

THE AI CONTROL ASSESSMENT

STEP 1 — Where is our AI control today? The 5×5 Control Matrix — Score: 0–100

 

 

The matrix measures your institution's verified ability to own, control, and audit the AI systems that drive decisions, manage risk, and serve clients. It applies five control dimensions — Jurisdictional, Logical, Technical, Operational, and Contractual — independently to each of five AI infrastructure layers: Power, Computing, Data Centers, Models, and Agentic Applications.


The result is 25 specific, answerable AI control questions. Each cell is scored 1 (Reactive) to 4 (Sovereign). The distribution across the matrix reveals not just how well-controlled your AI is overall — but exactly which intersections are exposed and where investment will have the greatest impact.

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The most urgent finding: Across every institution type, the Models and Agentic Applications columns consistently score at Level 1. This is structural, not incidental. External model providers process institutional queries in plaintext on their own infrastructure, with interaction logs held in their systems, under terms most institutions have not negotiated against their fiduciary obligations. Enterprise tiers with zero-retention and confidential-inference options exist. Few institutions have negotiated them. Fewer still have validated that what the contract promises is what the architecture actually enforces. 


This is not a legal-demand scenario. It is the operational reality of how AI models are served.

STEP 2 — How do we compare to our peers? Sector Benchmarking — Your score vs your peer group

 

Your matrix score means nothing in isolation. A score of 45 could be strong or alarming — depending entirely on where your peer group sits. Benchmarking transforms a raw score into a control position.


Compare your matrix score against institutions exactly like yours — same size, same regulatory obligations, same AI use cases. Context turns a number into a control position. It also creates urgency: a score that feels acceptable in isolation becomes a board conversation when it sits below the peer range.

STEP 3 — Where do we need to go? The 0–160 Strategic Assessment — Your strategic direction

  

Evaluate your regulatory obligations, AI dependency, risk tolerance, and financial capacity. The output maps to one of four strategies:


  • 0–40 — RENT — Managed cloud with standard controls. AI is supplementary.
  • 41–80 — RENT + CONTROL — Enhanced contractual controls and BYOK encryption.
  • 81–120 — COMPOSE — Hybrid architecture. Own the critical layer, rent the rest.
  • 121–160 — BUILD — Full institutional infrastructure. Complete independence.

THE GAP BETWEEN STEP 1 AND STEP 3 IS YOUR PROGRAM

  

 Your matrix score tells you where you are standing. The 0–160 tells you where you need to get to. Your benchmark tells you how urgently. The distance between them — cell by cell — is the control program.
 

WHAT YOU RECEIVE

 

A scored, benchmarked, and strategically calibrated control profile.


THE 5×5 CONTROL MATRIX™ SCORE. Your institution's score across all 25 intersections, with cell-by-cell findings showing exactly where each pillar sits at Level 1, 2, 3, or 4.

THE PEER BENCHMARK. Your matrix score positioned against institutions of similar size, sector, and regulatory profile — with peer-range data showing where the typical institution sits.

THE STRATEGIC ASSESSMENT. Your 0–160 strategic score and the four-strategy recommendation (Rent, Rent + Control, Compose, or Build) calibrated to your specific regulatory obligations, AI dependency, risk tolerance, and financial capacity.

THE CONTROL PROGRAM. A structured map of the gaps between current state (the matrix) and required state (the strategic recommendation), prioritized by impact and sequenced by dependency.

A CONFIDENTIAL DEBRIEF. A 60–90 minute working session with Institutional AI leadership to walk through findings, answer questions, and discuss next steps.
 

REQUEST YOUR AI CONTROL ASSESSMENT™

Should Your Institution Build, Rent, or Compose AI Infrastructure?


The assessment is complimentary for qualifying institutions. Complete the form and a member of the Institutional AI team will be in touch within one business day to confirm your session and send you the sector-specific edition relevant to your institution.


Approximately 45–60 minutes to complete. Complimentary for qualifying institutions.

REQUEST THE ASSESSMENT

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The AI Control Assessment™ is a proprietary diagnostic instrument developed by Institutional AI. Scores, benchmarks, and strategy recommendations are produced through Institutional AI's methodology and reflect analytical interpretation of institutional inputs as of the date of completion.

Illustrative examples used on this page are hypothetical scenarios developed to demonstrate the assessment methodology. Any resemblance to specific institutions is incidental. Quoted statements from third-party individuals are attributed to their original sources and reflect those individuals' views, not those of Institutional AI.

Assessment outputs are intended to support institutional decision-making and do not constitute legal, regulatory, investment, tax, or fiduciary advice. Institutions should consult appropriate professional advisors before acting on assessment findings.

Personal information submitted through this form is processed in accordance with our Privacy Policy.

    

AI is a given. Control is not.™  


  © 2026 Institutional AI. All Rights Reserved.

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