AIR Index Assessment

We assess whether there is a clear, funded, executive-owned view of where AI creates value for your business, and a way to prove it. This is the dimension that connects AI to the business. When AI initiatives stall, the cause is rarely the model; it is the absence of a prioritized, funded plan tied to measurable outcomes.

We assess the quality, accessibility, structure, and governance of your data. This is the fuel that powers every AI system. Poor data is the most common reason AI initiatives stall after launch, regardless of model quality or engineering talent. We score the data itself as an asset, not the pipes that move it.

Our certified cloud and AI consultants evaluate the stack AI actually runs on: cloud foundation, AI/ML platform and toolchain, integration layer, the path from development to production, and the automation and monitoring that keep it healthy.

We evaluate your internal AI literacy, from leadership's strategic understanding to your engineers' hands-on skills with models, APIs, and agent frameworks. Plus, we assess the capacity to operate AI in production. Organizations consistently overestimate readiness here, because strong general engineers are assumed to be strong AI engineers, and the two are not the same.

We assess the guardrails around AI: who is accountable, what policies exist, how risk is identified and managed, how AI systems are secured, and whether outputs are fair, transparent, explainable, and subject to human oversight. The vocabulary is drawn from the recognized standards: NIST's govern/map/measure/manage functions and the OECD principles. Weakness here is not just a drag on speed; it is a source of direct liability, and increasingly a precondition for closing enterprise deals.

We map your existing workflows to identify where AI creates the most leverage, and assess whether the organization can turn that capability into a repeatable way of working. AI adoption fails most often not from technical shortcomings but from organizational resistance, undefined ownership, and processes that were never built to repeat. The single strongest differentiator of AI high performers is fundamental workflow redesign.

Every AI Readiness Index engagement is led by First Factory consultants holding active Claude certifications and AWS Partner credentials. Clients receive findings from practitioners who can also execute on them, not generalist account managers who hand off to a delivery team they’ve never met.

First Factory is a Select partner in the Claude Partner Network. We are also an AWS certified partner and are SOC2 Type 2 certified, meaning we hold ourselves to the same securitystandards we assess in your environment. This matters when we’re reviewing your datagovernance posture, your secrets management practices, or your API security configuration.You can trust that we approach those areas with the same rigor we apply to our ownoperations.