+26%
willingness to pay
Customers valued a sponsor-selected premium interaction enough to support a higher price while incremental serving cost remained materially lower than the measured premium.
All projects
seeking partner
Which LLM interaction creates enough customer value to support sustainable pricing?
Test whether a richer LLM experience creates enough additional customer value to justify both a higher willingness to pay and its incremental serving cost.
WHAT YOU CAN EXPECT
Evidence protects you in both directions.
01
Illustrative result · threshold met
+26% · willingness to pay
What your study would pin down
You get willingness-to-pay curves by customer segment and feature package, plus the price points where incremental serving cost starts to erase the premium.
Decision
Package the experience customers can perceive, not raw capability alone.
02
Decision
Evidence protects you in both directions.
What the data may show
No meaningful willingness-to-pay premium
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 treat the feature as a premium-tier driver.
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 sponsor-selected premium LLM interaction will increase measured willingness to pay by at least 20% versus the standard experience while keeping incremental serving cost below one-third of the measured price premium.
PRIMARY METRIC
Measured willingness-to-pay premium relative to incremental serving cost.
MEANINGFUL THRESHOLD
At least 20% willingness-to-pay premium and a measured price-premium-to-incremental-serving-cost ratio of at least 3:1.
BUSINESS TARGET
Evidence for whether a premium experience may support sustainable unit economics and deserves a pricing pilot; not a guarantee of realized margin.
DECISION RULES
Willingness-to-pay and cost thresholds met
Proceed to a limited pricing and product pilot.
Customer value rises but economics fail
Reduce cost or complexity and retest.
No meaningful willingness-to-pay premium
Do not treat the feature as a premium-tier driver.
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
Current or prospective customers in a sponsor-defined segment exposed to realistic product tasks and price choices.
Intervention
Sponsor-selected premium interaction such as deeper reasoning, multimodal explanation, personalization, or greater agent autonomy.
Comparator
Standard product experience with the same core task.
Secondary metrics
Task success · Perceived value · Preference · Repeat-use intent · Incremental serving cost
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.