MEETING RECORDS / TWIN DEDUPLICATION
Finding 01duplicate records found
Same meeting. Two records. One denominator.
19.0%23.7%
20.3%22.9%
The correction did not improve performance. It made performance true.
DECISION INFRASTRUCTURE / MARCH 2026 TO PRESENT
I connected paid media to real sales outcomes, corrected the numbers everyone trusted, and built a decision system for a B2B high-ticket sales client.
The job was to connect the complete path from spend to cash, then turn that evidence into a repeatable operating decision.
Bookings were too early and show-blind. Closes were the true value signal, but sparse and often five to ten days late. The reporting layer needed one definition of performance that survived every source.
THE WHOLE SYSTEM / ONE SQUARE
The motion piece compresses the architecture, integrity audits, decision signal, and weekly operating rhythm into a format built for a LinkedIn feed.
OPEN THE VIDEOEvery source answered a different part of the decision. The clean spine kept daily, weekly, and monthly views on the same definitions.
MEETING RECORDS / TWIN DEDUPLICATION
Finding 01Same meeting. Two records. One denominator.
19.0%23.7%
20.3%22.9%
The correction did not improve performance. It made performance true.
ATTRIBUTION AUDIT / CASH + REVENUE
Finding 02$95,557 HID BEHIND ONE NAMING EDGE CASE
Dated webinar variants were leaking closes, revenue, and cash into the evergreen funnel. Exact-match logic excluded one label, not the family of labels.
exclude: "webinar"INCOMPLETEexclude: "webinar*"COMPLETEChoose the signal to see why it could, or could not, support a budget decision.
Live calls reflect whether booked leads actually showed up and qualified, early enough to manage budget before close data matures.
Rank on trailing cost per live call. Act only when enough live-call volume makes the signal meaningful.
Maturity came before action. A young test was watched. A stale close could not protect recent inefficiency.
Signal: too few live calls
Keep collecting evidence. Do not kill a young test for being young.Signal: mature but drifting
Reduce exposure while preserving enough volume to confirm the direction.Signal: efficient live-call volume
Increase budget in controlled steps and keep the sales-capacity ceiling visible.Signal: mature and consistently inefficient
Stop funding a narrative the downstream outcomes no longer support.Check source freshness, filters, and pipeline failures before anyone reads the report.
Read hooks and formats against qualified applications, live calls, and revenue.
Rank meaningful volume by cost per live call, then Watch, Cut, Scale, or Kill.
I build the systems that make growth decisions harder to fake.