Prove what works. Then move the spend

B2B revenue attribution you can defend at the QBR, marketing mix modeling and incrementality on one model, and the AI GTM Engineer reallocating budget across Google and LinkedIn under Safe Autonomy. Fund the channels that close instead of optimizing toward the MQL mirage.

You moved the number. Prove it

Attribution lands after the spend is gone and the QBR opens with a debate. Four fights RevSure retires.

Attribution lands too late

Last-touch in the CRM, a different number in the ad platform, a third in the board deck. By the time they reconcile, the spend is already gone.

Leads up, revenue flat

Your #1 channel by MQLs is your #4 by revenue. Optimizing to leads quietly starves the channels that actually close.

The dark funnel is invisible

Most of the buying journey happens off your forms. You pay for traffic you can't see, name, or route to sales.

Two funnels, two truths

Marketing's number and sales' number never match, so the QBR opens with a debate instead of a decision.

Module 01 · Defensible attribution

MTA, MMX, and incrementality · one model

Response Curve · Spend → Pipeline (LinkedIn)MMX
Quarterly spend ($K) →Pipeline value →PipelineROI
Saturation
Found
Recommend
Hold

Multi-touch attribution, marketing mix modeling, and incrementality testing on one identity-resolved context layer. When the CFO asks 'would we have closed that revenue anyway,' the answer is a saturation curve, not a story.

  • MTA and MMX on the same context layer, not two tools
  • Saturation curves show where to stop spending, not just where to spend
  • Geo and ghost-bid incrementality tests with p-values
  • Causal inference, not last-touch correlation
Module 02 · Spend that reallocates itself

Same budget. More pipeline

Reallocation OpportunityAwaiting approval
LinkedIn Ads+2.1pp
Now
28.4%
Recommended
30.5%
Events+4.7pp
Now
18.7%
Recommended
23.4%
Google Ads-3.2pp
Now
4.2%
Recommended
1.0%
Projected volume
+0%
projected
Projected value ROI
0.0x
same budget

The Campaign Reallocation agent compares your existing allocation against the model's recommended mix, then pushes the change to Google, LinkedIn, and Meta directly. Approve it, and roll any move back in one click.

  • Existing allocation vs recommended, side by side
  • Optimize for pipeline or bookings generated
  • Push to Google, LinkedIn, Meta from one surface
  • Propose, approve, commit, roll back · Safe Autonomy
Module 03 · The dark funnel, seen

Anonymous traffic becomes named accounts

Deanonymization · this quarterResolved
Visitors
412K
Known accounts
38K
Net-new ICP
4.6K
AccountSignalStage
OpenAIComparison page · 4 visitsConsideration
AnthropicWebinar attendedAwareness
CursorPricing visit by execIntent

Identity resolution turns the visitors you already pay for into known accounts with contacts and buying-stage signals. The buyers who arrived this morning land on a working list, not in a black box.

  • Deterministic resolution · visitor → person → account
  • Buying-committee enrichment with consent honored
  • Stage signals inferred from behavior, not form fills
  • Routed to the right SDR or campaign agent automatically

The agents Marketing runs

Each owns one job and acts on the same context layer · proposed, approved, reversible.

Campaign Reallocation

Moves budget from channels that look like winners to the ones that close.

De-Anonymized Visitors Email

Emails the buyers who arrived on your site, resolved to named contacts.

Personalized Email Agent

Drafts and sends per-lead follow-up, writing back to Marketo and the CRM.

ICP Leads from Google Ads

Pulls fit-scored leads from paid into the CRM the moment they convert.

In production at Zscaler

RevSure's mix modeling gave us a defensible answer to the CFO's 'would we have closed that revenue anyway' question. For the first time, the response curves told us where to stop spending, not just where to spend more.

Suruchi Sharma
VP Marketing · Zscaler

Reallocation impact
Same budget
Higher pipeline yield from the same spend, no new headcount or tools.

Why RevSure for Marketing

Causation, not correlation

MMX and incrementality answer what actually drove pipeline · the question last-touch can't.

Reallocates, doesn't just report

The recommendation ships to your ad platforms as an approved, reversible move.

One funnel both teams trust

Marketing and sales read the same context layer, so the QBR debate ends.

Ready when your stack is

Fund the channels that close

Implementation included. The migration off your current attribution stack is on us.