GENAI VALUEPROOF Genesis Lone Star Demos
VALUE ENGINEERING FOR GENERATIVE AI

Turn GenAI claims into an auditable investment case.

Model potential value, prove operational impact, prevent double counting, account for full lifecycle cost, and export a finance-ready ROI assessment.

Evidence-based methodology Audit-ready outputs Board & investor confidence Built for industrial realities
QUICK ESTIMATE

Directional screen

tasks
Example: 100,000 service cases.
%
Example: 65% passes policy and complexity rules.
%
Example: 55% of eligible tasks.
min
Example: 8 net minutes saved.
$/hr
Example: $68 per productive hour.
$
Example: $180,000 per year.

Directional Outputs

Addressable Tasks100,000
AI-assisted Tasks35,750
Potential Hours Created4,767 hrs
Potential Capacity Value$324,133
Directional Net Value$144,133

Potential capacity is not the same as realized financial value. Build a full assessment to define the operating action that converts capacity into an outcome.

FROM CLAIM TO OUTCOME

The Value Realization Funnel

Every stage makes leakage explicit, so potential is never presented as proven value.

1Opportunity100K100% of work
2Eligible65K65% of opportunity
3Adopted35.8K55% of eligible
4Accepted32.2K90% of adopted
5Realized19.7K61% of accepted
Value compounds as initiatives move from potential to realized impact.Learn how we define each stage
EVIDENCE BEFORE CONFIDENCE

Why ordinary GenAI ROI claims fail

A defensible case keeps activity, causality, cost, and risk visible.

Activity is not value

Prompts, seats, and generated words show use—not an operational or financial outcome.

A saved minute is not a saved dollar

Capacity becomes value only when an owner changes demand, staffing, backlog, or throughput.

Before-and-after is not enough

A credible counterfactual separates AI impact from seasonality, policy changes, and selection bias.

Incomplete cost inflates ROI

Implementation, review, correction, governance, risk, and change management belong in the model.

SUPPORTED VALUE PATHWAYS

Model the endpoint where value actually appears

Six operational categories organize the fourteen source-linked pathway templates.

Productivity

Convert cycle-time gains into owned capacity.

Revenue

Connect faster work to accepted commercial outcomes.

Quality

Value fewer defects, corrections, and repeat work.

Risk

Model avoided loss without disguising uncertainty.

Industrial Operations

Measure uptime, throughput, and field reliability.

Customer Service

Link service changes to retention and cost.

View all pathways
WORKED EXAMPLE

Sample Results Dashboard (Preview)

Industrial Maintenance Knowledge Assistant · Base scenario · values calculated from the included sample model.

Directional net value
$674.3K
Annual benefit less run cost
ROI
70.9%
First year, undiscounted
Payback period
5.7 mo
Operating payback
Potential hours created
2,100 hrs
Capacity · excluded from base ROI

Annual value bridge

Included benefit$854.3K
Run cost-$180K
Net value$674.3K
BMedium-High

Evidence grade

GENAI VALUEPROOF

Build the case Finance can challenge—and Operations can act on.

Start with a directional screen or build an evidence-grade assessment.