2.1×
qualified pilot intent
A demo built around the buyer's own workflow and a measurable before/after outcome outperformed a broad capability showcase.
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What turns an impressive LLM demo into a confident buying decision?
Compare capability-led demonstrations with workflow- and outcome-led demonstrations to learn what moves qualified buyers from “wow” to a concrete next step.
WHAT YOU CAN EXPECT
Evidence protects you in both directions.
01
Illustrative result · threshold met
2.1× · qualified pilot intent
What your study would pin down
You get a demo sequence by buyer role: which workflow to show, which proof removes objections, and which next step moves qualified prospects toward a pilot.
Decision
Make the workflow-first demo the default enterprise sales motion.
02
Decision
Evidence protects you in both directions.
What the data may show
No meaningful effect
If the intervention does not clear the predefined threshold, that is evidence against spending more to build, launch, or scale it in this context.
Decision
Do not scale the demo format.
The other expensive error
A real opportunity can still be left on the table.
If the intervention clears the threshold but the business keeps the current approach, measurable savings, revenue, adoption, or risk reduction may remain unrealized.
Decision
Act only when the measured opportunity is large enough to justify the change.
03
Source
Public precedent · not your result
HYPOTHESIS
A workflow-first demo built around the buyer’s own job-to-be-done and a measurable before/after outcome will increase qualified next-step intent by at least 12 percentage points versus a capability showcase, without increasing perceived implementation risk.
PRIMARY METRIC
Qualified next-step intent: trial, pilot, procurement conversation, or equivalent sponsor-defined action.
MEANINGFUL THRESHOLD
+12 percentage points qualified next-step intent with no meaningful increase in perceived implementation risk.
BUSINESS TARGET
Evidence for which demo structure is worth field-testing in sales; not a guarantee of pipeline or revenue.
DECISION RULES
Threshold met
Field-test the demo structure with a limited sales cohort.
Intent rises but implementation risk also rises
Add implementation evidence and retest.
No meaningful effect
Do not scale the demo format.
Business outcomes are research targets, not guarantees. A null or negative result may still create substantial value by preventing investment in an ineffective product, feature, or campaign.
Population
Qualified prospects or realistic buyer proxies in a sponsor-defined segment.
Intervention
Demo structured around one customer workflow, measurable outcome, implementation assumptions, and evidence.
Comparator
Broad capability showcase emphasizing model breadth and intelligence.
Secondary metrics
Purchase consideration · Ability to explain value internally · Perceived implementation risk · Willingness to pay · Recall
MAKE IT YOUR DECISION
Turn this research question into a decision for your business.
We adapt the population, intervention, thresholds, and economics to your customers. The result may tell you to scale, to stop spending, or to act on an opportunity you are currently leaving unused. Each of those is a useful business decision when the evidence is strong enough.
The goal is not a positive result. The goal is evidence strong enough to change a real decision.