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MoreSight
Business Value & AI Alignment
Independent, Expert-Led AI Value Advisory

Protect your organization from AI waste

AI investments often fail not because the technology is weak, but because organizations treat AI as a technology purchase before the real problem, pain point, core value proposition, and relevant value-chain activities are clearly understood.

MoreSight starts with your organization’s core customer and internal value propositions, examines the relevant value-chain activities and problems, then independently assesses proposed AI investments and ongoing AI initiatives to determine whether they address the right problems and justify initial or continued investment. You receive a written decision report from a named senior expert. It explains what to start, fix, scale, or stop, and why. The result is not another list of AI ideas. It is a clear, defensible basis for your next investment decision.

Written senior-expert review · No software to install · No system access required · Scope and fee confirmed before payment
Find the value. Fix what’s stuck. Scale what works.
Start a Business Value Review Free 8–10 minute intake · expert scope review · no payment required to submit
Take the 3-minute Signal Check 12 questions · instant self-check · responses are not stored
HOW MORESIGHT WORKS
A free first step. A tailored investigation. One accountable expert.
01
BUSINESS SIGNALS
PROPOSED
STALLED
?
LIVE BUT UNCLEAR
02
CUSTOMER
INTAKE
AI VALUE SIGNAL CHECK
A private self-check for your own initial clarity. Not reviewed by MoreSight.
Optional · 3 min · Instant
BUSINESS VALUE REVIEW INTAKE
Submit your context and decision need to MoreSight for fit and scope review.
8–10 min · No payment
The self-check is optional. You may start the formal review directly.
03
SENIOR EXPERT
REVIEW
SCOPE DELIVERABLES TIMING FEE
04
CUSTOMER
DECISION
END HERE
No Stage 1 fee or obligation.
NO
YES
DO YOU ACCEPT THE PROPOSED ENGAGEMENT?
ACCEPT SCOPE + PAYMENT
Company-specific Stage 2 begins.
05
COMPANY-SPECIFIC STAGE 2
Built from your Stage 1 signals. Never a generic survey.
SIGNAL → HYPOTHESIS → EVIDENCE → DECISION
VALUE CHAIN PROBLEM FIT AI OPPORTUNITY VALUE LEAKAGE EXECUTION & DECISION AI-ASSISTED ANALYTICAL LENSES
AI accelerates the analysis. Expert judgment determines the decision.
06
WRITTEN, DECISION-READY REPORT
What to do next, why, and under what conditions.
MoreSight PRIORITY RECOMMENDATIONS DECISION CRITERIA RISKS & CONDITIONS Named senior expert — signed
START
High-value, feasible opportunities.
FIX
Value potential with solvable gaps.
SCALE
Evidence of measurable business value.
STOP
Continued investment is not defensible.
Eight AI-assisted lenses. One accountable expert.
VALUE WASTE CONSTRAINTS & BOTTLENECKS STRUCTURED DIAGNOSIS SYSTEMS FINANCIAL EVIDENCE & INTEGRITY AI VALUE
Doctorate · Lean Six Sigma Black Belt · 20 years across manufacturing, operations, and product.
Your intake is personally reviewed by a named senior expert. If there is a strong fit, you receive a clear scope, deliverables, timing, and fee before deciding whether to proceed or make any payment. AI supports the research and accelerates the analysis; expert judgment shapes the recommendation.
Together, the lenses test whether the organization is pursuing the right value, where value is being lost or constrained, what is causing the problem, how the wider system reinforces it, what the financial stakes are, whether the evidence withstands scrutiny, and whether AI is the right investment.
HOW MORESIGHT WORKS

A free first step. A tailored investigation. One accountable expert.

  1. 01

    Business Signals

    Proposed · Stalled · Live but unclear — three situations that enter one shared pathway.

  2. 02

    Choose how to begin

    Use the private self-check first, or go directly to the formal review intake.

    OPTIONAL SELF-CHECK AI Value Signal Check

    3 minutes · instant result · responses are not stored or reviewed by MoreSight.

    FORMAL STAGE 1 SUBMISSION Business Value Review Intake

    8–10 minutes · submitted to MoreSight for expert fit and scope review · no payment.

  3. 03

    Senior Expert Review

    A named senior expert reviews the formal intake and defines scope · deliverables · timing · fee.

  4. 04

    Your Decision

    Review the proposed engagement before deciding whether to proceed.

    NOEnd hereNo Stage 1 fee or obligation.
    YESAccept scope + paymentCompany-specific Stage 2 begins.
  5. 05

    Company-Specific Stage 2

    Evidence is tested against your organization’s real business context — never through a generic survey.

    Value ChainProblem FitAI OpportunityValue LeakageExecution & Decision
    SIGNAL → HYPOTHESIS → EVIDENCE → RECOMMENDATION

    AI accelerates the analysis. Expert judgment shapes the recommendation.

  6. 06

    Written, Decision-Ready Report

    What to do next, why, and under what conditions — signed by a named senior expert.

STARTHigh-value, feasible opportunities.
FIXValue potential with solvable gaps.
SCALEEvidence of measurable business value.
STOPContinued investment is not defensible.
Value Before Deployment
% organisations
100% 75% 50% 25% 0% Pilot Scale
Most initiatives fail to deliver scale or measurable ROI.
AI Investment Reality in Enterprises
Key Findings from Recent Studies
High failure rate
At least 50% of GenAI projects abandoned after PoC.
Pilots without impact
95% of GenAI pilots deliver no measurable P&L impact.
Adoption outpaces value
Many organizations invest before aligning to real value.
Value comes from alignment
AI succeeds when tied to the right problem and business outcomes.
Why AI Projects Fail
Wrong problem selection
Unclear value proposition
Poor alignment with business
No roadmap for implementation
AI Success Factors
Right problem
Measurable value
Business alignment
Clear roadmap
Executive commitment
Source: PwC, Gartner, MIT NANDA, KPMG, BCG, Deloitte, 2025 to 2026
50%+
GenAI projects abandoned after proof of concept.
(Gartner, 2026)
95%
GenAI pilots deliver no measurable P&L impact.
(MIT NANDA, 2025)
12%
CEOs report both cost and revenue benefits from AI.
(PwC, 2026)
5x
Organizations with cost visibility are more likely to achieve ROI.
(KPMG, 2026)
One method. Three decision points.

Test AI value before investment, during execution, and before scale.

Whether you are evaluating a proposed investment or deciding what to fix, scale, or stop in an ongoing initiative, the work starts with business reality.

01 · BEFORE INVESTMENT

Decide what deserves to start.

Clarify the problem, pain point, value proposition, and relevant value-chain activities before committing budget to an AI initiative.

Prioritize · Sequence · Start
02 · DURING EXECUTION

Fix what is blocking value.

Separate technology symptoms from the underlying problem, workflow, ownership, adoption, and measurement gaps.

Diagnose · Redesign · Fix
03 · BEFORE FURTHER INVESTMENT

Scale what works. Stop what does not.

Test whether the evidence supports measurable value and whether continued investment is defensible.

Measure · Scale · Stop
How MoreSight works

Diagnose the business before judging the technology.

A short Business Value Intake becomes a company-specific investigation across your customer and internal value propositions, relevant value-chain activities, priority problems, and AI initiatives. Eight specialized lenses structure and accelerate the analysis. Expert judgment determines what is credible, material, and actionable.

Read the AI Project Value Assessment framework →

01

Start with value, not technology

Clarify the core customer and internal value propositions, operating priorities, and the value at stake.

02

Diagnose the problem in context

Examine value-chain activities, waste, constraints, root causes, system effects, financial consequences, and available evidence.

03

Test the AI investment

Assess whether proposed and ongoing AI initiatives address the right problems and define what to start, fix, scale, or stop.

The output

A written decision report built for action.

The report turns the analysis into a practical action path, with the evidence and reasoning behind each recommendation.

StartHigh-value, feasible opportunities worth pursuing.
FixProjects with value potential but a solvable execution gap.
ScaleInitiatives with credible evidence of measurable value.
StopInitiatives where continued spend is not defensible.
Transparent engagement options

Clear pricing. One starting point.

Use the prices to understand the available scope. You do not need to choose a package: every organization starts with the same free Business Value Intake, and MoreSight recommends the appropriate engagement after senior-expert review.

$900AI Project Value Review
One defined AI initiative
$1,800AI Portfolio Prioritization
Up to three initiatives
$3,000Business Value & AI Roadmap
Organization-level roadmap
CustomEnterprise AI Transformation
Cross-functional scope

View pricing and engagement details →

Make the next AI investment decision with more clarity.

Start with a short Business Value Intake. A senior expert reviews fit and scope before any payment, then prepares a company-specific investigation.

Start the review