Build comparisons worth trusting.
The DemandVerified benchmark program is a framework for aggregated analysis. No production benchmarks are published here yet.
Define comparable groups
Potential categories include audience composition, signal recency, market concentration, lead economics, customer economics, territory density, channel activation, and demand-to-customer conversion.
Enough reliable data comes first
Before release, define eligibility, reporting period, minimum useful sample size, aggregation, missing-data treatment, and restrictions on small identifiable groups. Review representativeness and customer permissions.
A benchmark is not a forecast
Report distributions and uncertainty where supported, not an invented universal target. A different market, channel, offer, or sales process may produce different outcomes.
Publication gate
Publish only after source, period, methodology, context, quality review, and appropriate approvals are recorded. Until then, the program remains explanatory.
Continue exploring
Understand what is changing in the market.
An architecture for substantive market reporting, with a clear distinction between observations, interpretation, and unanswered questions.
Explore Market Intelligence Reports →ResultsEvidence starts with a defined program.
Customer results belong here only when the customer, program, and outcome have been verified.
Explore Results →Data TransparencyKnow what your intelligence means.
Know what the inputs can tell you, how audiences are processed, and what needs to be agreed before activation.
Explore Data Transparency →Your market. An informed next move.
Define your offer, geography, available data, and intended channels. We’ll scope the intelligence and activation options for your program.
Explore Benchmark Participation ↗Signals indicate potential commercial relevance—not certainty that an individual will purchase. Coverage, permitted destinations, and refresh availability vary by program.