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Activate the target account list with one identity resolution and one exclusion list across paid display, paid social, direct mail, and BDR outreach, so the same account stops getting contradictory treatment
Aggregate the signals from every contact in the account into one account score, because the buying committee is buying together and scoring leads in isolation misses the picture that matters
Pick an attribution model, lock it, document why, and reconcile its outputs against incrementality, so the channel report becomes one rule the team can defend rather than a debate per meeting
Lower acquisition cost by feeding the bidding algorithms better conversions, deduplicated, consent-valid, and weighted by value, rather than just more of them
Pick the cheapest channel that achieves the outcome (owned email before owned push before paid social) rather than firing every channel by default, and reserve the expensive channels for the moments they earn
Cap contact at the person, not per channel, so the customer stops getting hit five times a day by systems that do not talk to each other
Measure the lift a channel actually adds by running a holdout, not the correlation between exposure and conversion the channel's own report shows
Combine realized revenue with a predicted future, and carry the model's uncertainty into the decisions LTV drives, so the bid that depends on it knows what it is standing on
Get the unified spend, exposure, and conversion data clean enough for the model to produce decisions you can act on, not directional outputs that need a footnote
Catch the customer while they are quietly disengaging, not after they have already decided to leave
Fire a sales-owned outreach when the product-usage pattern signals real buying intent, with the orchestration between product analytics, CRM, and sales-engagement that keeps the message credible
Vary the renewal sequence and the incentive depth by predicted churn risk, instead of running the same series for every renewing customer
Lead transitions from marketing to sales with the full intent context attached, account-aware rather than lead-isolated