A structured diagnostic across four dimensions — data quality, process maturity, technology capability, and organizational readiness. Not a generic benchmark. An assessment calibrated to your environment.
Illustrative — your score determined by assessment
We evaluate your organization across four domains — for both Technology Financial Management and AI Adoption engagements. Hover each card to see what we examine.
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The completeness, accuracy, and timeliness of data feeding your cost model or AI platform.
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The repeatability, documentation, and governance of your cost or AI management processes.
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The configuration depth, integration coverage, and utilization of your current platform.
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The people, ownership, and stakeholder alignment required to sustain and advance your capability.
The assessment framework applies across both practice areas, but the questions, benchmarks, and recommendations are domain-specific. Select your track below.
A TFM maturity assessment evaluates whether your technology cost model is accurate enough to be trusted, granular enough to be actionable, and connected enough to drive planning. Most organizations we assess have functional cost models that still fail to answer the questions that matter — because coverage is incomplete or allocation logic is opaque.
An AI maturity assessment evaluates whether your data governance, integration infrastructure, and organizational capability are sufficient to support production AI — not just a pilot. Most AI initiatives that stall do so not because the model failed but because the surrounding environment was never built for it.
Five questions. Two minutes. A directional read on your current maturity tier — and a recommended starting point for your engagement with Matter + Energy.
Scored across all four assessment dimensions with domain-specific benchmarks where available. Calibrated to your environment — not normalized against a general industry average that may not reflect your operating constraints.
A structured analysis of the specific gaps between your current state and the target state required for your strategic objectives. Gaps are ranked by business impact and remediation effort so you can sequence work rationally.
A sequenced set of concrete recommendations — not a wish list. Each recommendation includes a rationale, dependency mapping, estimated effort, and expected outcome so you can evaluate trade-offs before committing.
A formatted summary of findings and recommendations prepared for leadership and oversight audiences. Designed to support investment decisions, procurement justifications, and stakeholder alignment conversations.
Before deploying a major platform or committing to a multi-year program, an assessment establishes whether you are solving the right problem and whether your environment is ready to extract value from the investment you are about to make.
When a deployment fails to deliver, the cause is almost always visible in the assessment dimensions — incomplete data coverage, missing process ownership, or technology configured for a use case that was never properly defined.
An assessment produces the objective, structured evidence required to support investment decisions, budget justifications, and oversight conversations — replacing anecdotal reporting with a defensible, documented baseline.
The organizations that skip the assessment are the ones who call us twelve months later to undo a deployment that was built on the wrong foundation.
Matter + Energy — Delivery TeamSchedule a discovery call. We will walk through the assessment process, confirm scope, and tell you directly what we expect to find based on what you share with us.