Your Lead Gen Is Training Google to Find Worse Leads. Here's How It Happens.
A diagnostic framework for identifying whether automated bidding is optimizing for revenue-producing leads or algorithmic noise.
Kay Inoue 15 min read
FIELD NOTES
What I find inside ad accounts, what it means for revenue, and what operators should do about it.
How to Audit Paid Media Like a CFO, Not a Marketer
A forensic framework for verifying whether paid media spend produces actual profit or just platform-reported performance metrics.
Kay Inoue 12 min read
Five Patterns That Surface in Every Account I Diagnose
Even well-managed paid media accounts accumulate inefficiencies over time. Here are five symptoms that suggest it's time for an independent evaluation.
Kay Inoue 5 min read
How Your Agency's Pricing Model Shapes What They Recommend
Understanding how different pricing structures create different incentives in paid media management. Not about ethics. Just about math.
Kay Inoue 5 min read
The Waste Profile of a 'Well-Managed' Ad Account
A Las Vegas case study showing how even well-managed accounts accumulate inefficiencies over time. Real numbers, real opportunities.
Kay Inoue 6 min read
REFERENCE GUIDES
Independent paid media audit guides for operators who need to verify what ad platforms reported against business records.
CFO Paid Media Review: What to Verify Before Approving, Renewing, or Questioning Ad Spend
A CFO paid media review verifies platform-reported ROAS, agency-reported performance, conversion tracking, CRM records, Shopify orders, and downstream revenue before finance approves or questions spend.
By Kay Inoue
Published
Independent Review Before Agency Renewal
Before renewing a paid media agency contract, verify agency-reported performance against revenue, CRM, Shopify, and conversion records with an independent Paid Media Verdict.
By Kay Inoue
Published
What a Read-Only Paid Media Audit Reviews and What It Does Not Change
A read-only paid media audit reviews ad accounts, tracking records, platform reports, and downstream business records without campaign edits, budget control, billing control, or account ownership transfer.
By Kay Inoue
Published
Meta Ads vs Shopify: When Platform-Reported Purchases Do Not Match Shopify Orders
Why Meta Ads purchases, purchase value, CPA, and ROAS may not match Shopify-recorded orders, payment records, refunds, chargebacks, and verified revenue.
By Kay Inoue
Published
Google Ads vs CRM: Which Number Should an Operator Trust?
Google Ads and CRM records often disagree. Learn what causes the mismatch, when platform-reported conversions need reconciliation, and when the gap becomes an audit finding.
By Kay Inoue
Published
Offline Conversion Import Audit
An offline conversion import audit reviews whether CRM-based conversion data sent into ad platforms matches verified business records, including events, stages, values, timestamps, and identifiers.
By Kay Inoue
Published
ROAS vs Revenue: What Platform Attribution Does Not Prove
ROAS measures attributed ad revenue against ad spend. Verified revenue is confirmed in business records. Learn when the gap becomes a paid media audit finding.
By Kay Inoue
Published
Duplicate Conversion Counting
Duplicate conversion counting happens when one business outcome is counted more than once in platform reporting or bidding. Learn how duplicate signals can affect platform-reported conversions, value, CPA, and ROAS.
By Kay Inoue
Published
Page-Load Conversions: When a Page View Is Counted as the Conversion
A page-load conversion counts a URL visit as the conversion. Learn when that signal is valid, when it misleads reporting, and how it becomes an audit finding.
By Kay Inoue
Published
Bad Conversion Tracking: When Ad Platforms Optimize Against the Wrong Signal
Bad conversion tracking means an ad platform optimizes or reports against events that do not match the business action that matters. See how it is documented.
By Kay Inoue
Published
Potentially Recoverable Waste
Potentially recoverable waste is a documented paid media audit finding, not a refund promise. See how it is classified in a Waste Ledger inside a Paid Media Verdict.
By Kay Inoue
Published