Attribution across real martech stacks

The specific stacks and questions we are asked about most.

Marketo, Eloqua or HubSpot plus Salesforce

Most mid-market B2B attribution problems sit in the hand-off between the marketing automation platform and Salesforce: campaign membership that never syncs, lead source overwritten on conversion, and opportunities created without contact roles, which breaks influence reporting. Each platform has its own attribution options — Salesforce offers campaign influence reporting, Adobe sells Marketo Measure (formerly Bizible), and HubSpot includes attribution reporting in its higher Marketing Hub tiers — but every one of them depends on the same plumbing being right first.

Pipeline reporting for mid-market B2B

Pipeline reporting answers one question: what does a dollar of qualified pipeline cost, by channel? Getting there needs a source on every opportunity, consistent rules for when opportunities are created, and a time window that allows for your sales cycle. We report it alongside win rates, because a dollar of pipeline from a channel that closes at 30% is worth more than one that closes at 10%. See cost per pipeline dollar.

AI in revenue operations

AI is useful in attribution work for the repetitive parts — spotting unattributed opportunities, flagging inconsistent tagging, compiling the weekly pipeline picture. It is not a substitute for the plumbing, and an AI model reading a broken record set will summarise the errors fluently. Fix the joints first; then automate the reporting.