Population
Current or prospective customers in a sponsor-defined segment exposed to realistic product tasks and price choices.
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.
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.
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