AI Framework & Risk Management
How VIBE Solutions aligns with the NIST AI Risk Management Framework
VIBE Solutions is not certified by NIST, nor do we claim official accreditation under the NIST AI Risk Management Framework (AI RMF). What we do claim is a deliberate, structured commitment to responsible AI delivery — one that draws on the AI RMF as a guiding reference for how we govern, assess, measure, and manage AI risk in every client engagement.
The sections below describe how VIBE Solutions' practices map to the four core functions of the NIST AI RMF: Govern, Map, Measure, and Manage. This is a transparency statement — an honest account of how we think about AI risk and what we do about it.
Governance & Accountability
VIBE Solutions establishes clear policies, roles, and accountability structures for every AI-enabled engagement.
Each client engagement begins with a documented scope that defines where AI is used, how it is used, and what decisions remain with human operators.
We maintain internal standards for AI tool selection, requiring that any AI capability deployed in a client environment meets defined criteria for transparency, auditability, and operational fit.
Responsibility for AI-related decisions is explicitly assigned — we do not allow AI outputs to drive consequential actions without a designated human reviewer in the loop.
Our team operates under a standing commitment to disclose AI involvement in any deliverable, recommendation, or workflow we build or manage.
Risk Identification & Context
Before any AI capability is introduced, VIBE Solutions maps the client's operational environment to identify where AI creates value and where it introduces risk.
We assess each client's existing systems, data flows, and operational dependencies to understand the context in which AI will operate — not just the technology, but the people and processes around it.
Risk identification is conducted at the workflow level: we evaluate where AI outputs will be consumed, who will act on them, and what the downstream consequences of errors or inconsistencies could be.
We document known limitations of any AI tool or model used in a client engagement, including accuracy boundaries, data dependencies, and conditions under which the tool should not be relied upon.
Client-specific risk factors — including regulatory environment, data sensitivity, and operational maturity — are incorporated into our engagement design from the outset.
Performance Analysis & Risk Tracking
VIBE Solutions tracks AI performance and risk indicators throughout every engagement, not just at launch.
We define measurable success criteria for AI-enabled workflows before deployment, establishing baselines against which performance can be evaluated over time.
During active engagements, we monitor AI outputs for consistency, accuracy drift, and anomalies that may indicate degraded performance or misalignment with client expectations.
Risk indicators are reviewed on a regular cadence — not only when issues arise — to ensure that emerging problems are identified before they affect operations.
Findings from measurement activities are documented and shared with clients in plain language, with clear explanations of what was observed, what it means, and what action (if any) is recommended.
Risk Response & Ongoing Mitigation
VIBE Solutions maintains active oversight of AI risk throughout the lifecycle of every engagement, with defined response protocols for identified issues.
When a risk or performance issue is identified, we follow a structured response process: assess severity, determine root cause, implement a mitigation or correction, and verify resolution before closing the issue.
We prioritize risks based on their potential impact on client operations — not all risks require the same urgency, and our response protocols reflect that distinction.
For clients on ongoing Operations Management engagements, AI risk management is embedded into the regular operational review cycle, ensuring continuous visibility and proactive response.
We maintain a standing policy of transparency with clients about AI-related risks — if a risk cannot be adequately mitigated within the current engagement scope, we say so clearly and recommend a path forward.
Alignment Statement
VIBE Solutions operates in alignment with the NIST AI Risk Management Framework as a matter of professional practice and client responsibility. This page reflects our internal standards and commitments — it is not a certification, accreditation, or official endorsement by the National Institute of Standards and Technology.