The Remake Framework
Well-Advised
Five priorities that keep AI value multi-dimensional.
What it is
The framework of five strategic priorities, Innovation, Customer Value, Operational Excellence, Responsible Transformation, and Revenue, used to ensure AI investments create balanced value rather than narrow cost reduction.
Well-Advised emerged from hundreds of executive discussions about value creation — and one persistent failure: organisations pursuing AI primarily for efficiency gains while missing innovation, customer value, and strategic differentiation entirely. It aligns AI value measurement with how Boards actually make strategic decisions, and its inclusion of responsible transformation as a distinct priority is deliberate: for AI, governance maturity is value, not overhead.
The five strategic priorities
Every remaking is tested against all five — value concentrated in one dimension is a cost case wearing a business case’s clothes.
- InnovationNew products, services, and market entry: whether AI is feeding the innovation pipeline and opening positions competitors cannot easily follow.
- Customer ValueExperience, outcomes, and retention: what the customer actually gains — measured from their side of the relationship, not yours.
- Operational ExcellenceThe organisation running measurably better: quality, speed, and resilience — beyond the headcount arithmetic.
- Responsible TransformationGovernance maturity, ethical posture, and workforce transition handled deliberately — the dimension conventional ROI models cannot see.
- Revenue, Margin & ProfitThe financial dimension in its proper place: one of five, essential and insufficient alone.
The rule
An investment case built on cost reduction alone is not a business case. Value must stand up in every dimension — all five priorities, considered every time.
Why it exists
Because the default measurement instinct — reduce AI value to a single ROI number — systematically selects the wrong portfolio. Cost-reduction cases are the easiest to write and the least strategic to win with: they ignore the innovation pipeline, price customer value at zero, and treat governance as friction. A Board measuring on one dimension will approve a portfolio optimised for that dimension, and discover too late what it declined to build.
What it permits and forbids
It forbids the single-number business case — and equally the case that gestures at “strategic value” without naming which priority carries it. It permits, deliberately, cases where the financial dimension is modest: an initiative strong on responsible transformation and customer value can be the right investment while its ROI line alone would fail — that is the principle working, not an exception to it.
Applying it
At the investment decision, the five priorities are the test: every case states its value in each dimension, including the honest zeros. In portfolio review, the same five become columns — and a portfolio whose value all sits in one column is re-balanced, not celebrated. The question the principle puts in the room: where does the value stand up, and where are we pretending?
In the framework
Within Remake, Well-Advised is declared a Principle — read at Remake: Align, where every Investment Case is tested against all five priorities before serious money is committed, and again at Remake: Advise, where the Stop/Keep/Change verdicts inherit the same five-dimension discipline. Its measurement instrument is the Well-Advised Assessment.
Questions
Is a case with weak financials but strong other dimensions really approvable?
Yes — knowingly. The principle does not demand five strong dimensions; it demands five honest ones. A case approved on customer value and responsible transformation with modest financials is a deliberate strategic choice. What the principle forbids is not weakness in a dimension but silence about it.
How is this different from a balanced scorecard?
In ancestry, not much — in edge, considerably. Well-Advised is a test, not a dashboard: it exists to refuse investment cases, and its five priorities are fixed to how Boards weigh AI specifically — with responsible transformation as a first-class dimension rather than a compliance footnote.
Cited in
Writing that builds on this asset.
Related assets
History
Provenance and revision history. Every asset in the library carries this record, so what you are applying, and which version of it, is never in doubt.
- Asset
- Well-Advised
- Kind
- Principle — a governing rule that guides judgement
- Status
- Current
- Version
- 1.1
- Origin
- Developed by Mario Thomas through work with Chartered Directors and their Boards; introduced 13 January 2025 in Measuring AI ROI with Well-Advised
- Registry
- Recorded in the Remake Library and defined in the glossary
Versions
- 1.1 Declared a Principle in the Remake Library; the Well-Advised Assessment split out as its measurement instrument.
- 1.0 Initial framework publication in Measuring AI ROI with Well-Advised.