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AI Initiative Assessment

Before you fund the next AI idea, test the business case.

A short, fixed-scope gate that helps leadership decide which AI initiatives are worth a pilot — and what they must prove before scaling.

Ideas are not the problem. Deciding is.

Most organizations already have more AI ideas than they can reasonably fund.

The harder questions are:

  • Is the idea feasible?
  • Is the data usable?
  • What infrastructure is missing?
  • Who owns it after launch?
  • What will it actually cost?
  • What should the pilot prove?

The Gate forces those questions to be answered before significant investment begins.

How the Gate works

  1. Intake

    Problem, users, data, integration, risk, ownership.

  2. Feasibility & infrastructure

    Can the current systems, data, security, and people support the initiative?

  3. ROI & pilot criteria

    What is the realistic value, cost, payback, and what must a pilot prove?

Every initiative receives one recommendation: Go · Conditional · No-Go

How to engage

  1. 01Start

    AI Initiative Gate Workshop

    $1,500 fixed

    Half-day working session using your existing AI idea list.

    Includes:

    • Initial ranking
    • Hard stops
    • Evidence gaps
    • Recommendation on which ideas deserve deeper assessment

    Workshop fee credited in full toward a Full Gate Assessment if you proceed within 30 days.

  2. 02Decide

    Full Gate Assessment

    From $7,500

    Includes up to 3 initiatives.

    Feasibility, infrastructure readiness, ownership, risk, ROI, pilot criteria, and recommendation.

    Additional initiatives: +$2,000 each

    Final scope confirmed after the workshop.

  3. 03Prove

    Independent Pilot Evaluation

    From $1,500/week

    Independent measurement of the pilot against agreed baseline and scale/stop criteria.

What you receive

Ranked idea list
A clear order for deciding what to pursue next.
Scorecard per idea
A consistent record of the evidence behind each decision.
Infrastructure + readiness gaps
Dependencies and estimated effort to close them.
Editable ROI model
A working model using your own assumptions and baseline.
Pilot exit criteria + leadership recommendation
A concise decision brief with thresholds for scaling or stopping.

Worked example: invoice extraction

Illustrative example only.

Illustrative invoice extraction assessment. Conceptual findings; no financial figures.
CheckFindingResult
IntakeClear problem and baseline; no operating owner or budget.Fail — hard stop
InfrastructureAPIs available; sensitive data must stay in the environment and monitoring is missing.Upgrade needed
ROIReview effort, adoption, and recurring costs weaken the expected return.Weak payback
RecommendationRevisit after assigning ownership and improving infrastructure economics.No-Go

Why Eshana

Eshana brings nearly a decade of software quality experience across environments where unverified assumptions can be expensive.

Independent by design

We do not sell an AI platform through this assessment, so there is no incentive to force a “yes.”

Evidence over enthusiasm

Define the criterion, capture the evidence, make the decision.

Have an AI idea list already?

Send us the rough list. It does not need to be polished.