Clear. Connected. Intelligent.
Clarity Before Capital.
A Decision Intelligence audit to de-risk your AI transformations and move from "pilot purgatory" to a defensible ROI investment path before procurement locks in scope and spend.
The Gen AI Paradox
The Gen AI Paradox
80% of enterprises have deployed Gen AI. Nearly 80% report no material impact on earnings.
The Root Cause
Transformations rarely fail due to a lack of delivery capability. They fail due to untested assumptions made before procurement begins.
The Solution
A Decision Back audit that replaces fragmented experimentation with a defensible decision path.
The Goal
Move from "pilot purgatory" to focused execution with measurable impact on cost, risk, and revenue.
The Offer
The CX & AI Decision Audit.
An upstream engagement that sits before major consultancy or technology build. The goal is not more analysis. It is the clarity to commit capital with confidence.
- Translate ambition into named outcomes: revenue lift, cost-to-serve, risk avoided.
- Attach a measurable target and an accountable owner to each.
- Set the standard by which every vendor, pilot, and dollar is judged.
- Pull CX metrics, VoC, complaints, and frontline signals into the decision.
- Locate the moments where friction, cost, and risk actually live.
- Ground the investment case in what customers and staff already say.
- Set explicit go/kill criteria at every gate.
- Release capital against evidence, not optimism.
- Back ambitious bets without exposing the program to binary outcomes.
Deliverables
What you walk away with.
Five artefacts that convert enterprise noise into a single, defensible decision path. From system map to decision log, kill list, roadmap, and executive brief.
- Maps end-to-end flow of data and decisions, not just tech stacks.
- Pinpoints hot zones where AI has the highest leverage.
- Exposes the legacy systems creating the most friction.
- Captures options, trade-offs, assumptions, and RACI owner per decision.
- Locks scope, ownership, and governance before any build begins.
- Removes the decision debt that delays execution by weeks.
- Defensible list of pilots and workstreams to end, with rationale attached.
- Quantifies released budget and reallocation priorities.
- Prevents drift from pilot to program on work that never proved ROI.
- Days 1 to 30: high-value quick wins ready for RFP and procurement.
- Days 31 to 90: higher-uncertainty AI use cases behind stop/go gates.
- Every dollar tied to explicit KPIs and hard ROI thresholds.
- The problem, recommended path, trade-offs rejected, and capital ask.
- Frames the go/no-go, acceleration, and termination decisions.
- Focuses leadership only on decisions that materially shift performance.
of unsuccessful projects fail to meet goals due to poor requirements management.
Source: PMI, Pulse of the Profession
What we do not do
No solution build
No vendor selection
No operational ownership
FAQ
Common questions.
Start here
Committing significant funding?
If you are about to commit significant funding, start by confirming the right problem is being solved.