When it makes sense
Consider demand intelligence when the audience or territory decision is materially important, relevant signals are available, and the team can activate and evaluate a bounded hypothesis.
When it may not
It may add little when the offer is unclear, the market cannot be served, the team cannot follow up, destination permissions are unsuitable, or the available data does not answer the business question.
Required systems
Start with a usable activation channel, a clear lead or customer record, and a responsible operator. A new CRM is not automatically required; gaps in existing process may need attention first.
Data requirements
Define audience unit, source category, recency, geography, identifiers, suppression, and permission boundaries. Do not transfer customer records until the approved handoff is agreed.
Market characteristics
Review serviceability, addressable audience, buying events, seasonality, competition, and coverage. A large market is not necessarily a good pilot market.
Customer economics
Clarify customer value, margin, acquisition cost, sales effort, and time to close. Distinguish realized value from a forecast lifetime value.
Activation channels
Confirm the destination and implementation mode before committing. Native, file-based, and custom delivery are different operating arrangements; no channel match is guaranteed.
Evaluation criteria
Ask the fifteen vendor questions, review a useful sample where available, and assess whether the output changes a real decision. Request support for any performance claim.
Pilot design
Use one offer, market, audience, and activation strategy when practical. Define baseline, hypothesis, comparison, follow-up, and decision criteria before the test.
Measurement
Connect the audience brief to engagement, qualification, customers, and revenue where possible. Account for sales-cycle lag, unmatched records, and confounding factors.
Scaling
Expand only when the evidence and operating capacity support it. Review whether a new territory, channel, or recurring cadence changes the permissions, economics, or implementation burden.