Individual AI ratings
Each platform scored the account independently before any synthesis. Claude returned a score without an accompanying written breakdown, so its detail isn't reflected in the consensus sections below.
ChatGPT
7.8/10
Most detailed breakdown
CoPilot
7.5/10
Flags LinkedIn CPC risk
Grok
7.5/10
Flags Reddit data error
Claude
6.0/10
Rating only, no write-up provided
The week in numbers
All three written reports (ChatGPT, Grok, CoPilot) pulled the same top-line story from the data: spend barely moved while clicks softened.
| Metric | Last 7 days | Previous 7 days | Change |
|---|
| Impressions | 217,900 | 221,800 | -1.8% |
| Clicks | 9,144 | 9,554 | -4.3% |
| Spend | $1,676 | $1,664 | +0.7% |
| Blended CPC | $0.18 | $0.17 | +5.9% |
| CTR | 4.20% | 4.31% | -2.6% |
Channel-by-channel verdict
Combining verdicts from ChatGPT, Grok, and CoPilot. Where the three disagreed, the note below says so explicitly.
Facebook AdsChannel Partner + AI End User
Protect & scale
Unanimous. The AI End User post is driving roughly half of all clicks on about 6% of spend, at $0.01–$0.04 CPC. All three reports call it the account's clear traffic engine, though ChatGPT notes clicks softened -7.7% week-over-week and recommends fresh creative alongside continued funding.
Google PMaxAI End User
Protect & scale
Unanimous. Stable spend, $0.16 CPC, and (per Grok) an unusually high ~33% CTR for a PMax campaign. All three place it just behind Facebook as a priority for any reallocated budget.
Google SearchChannel Partner
Test more budget
ChatGPT's standout pick — impressions +300%, clicks +124%, and CPC down 26% on rising volume. Grok and CoPilot don't call this campaign out specifically, so treat it as a smaller, higher-conviction bet rather than a consensus top priority.
Microsoft AdsAI End User
Protect
Agreement between ChatGPT and CoPilot. Clicks up, spend down, CPC down to $0.19 — both flag it as a possible "hidden gem" worth scaling carefully. Grok doesn't mention it.
LinkedIn AdsChannel Partner + AI End User
Split verdict
The clearest disagreement in the four reports. ChatGPT and Grok both call LinkedIn stable and efficient at ~$0.19 CPC and recommend holding budget flat. CoPilot instead calls LinkedIn CPC "significantly higher than other platforms" and recommends moving money out of it into Search and Facebook. Treat this as a genuine open question — worth checking against conversion data before deciding either way.
X / Twitter AdsAI End User + Channel Partner
Reduce first
Unanimous, and the single strongest signal across all four reports. The AI End User campaign is at $7.75 CPC for 4 clicks on $31 spend, up from an already-poor $6.20 the prior week. ChatGPT and Grok call this the first place to pull budget from; CoPilot rates X more mildly ("keep steady, don't scale") but still flags rising CPC.
Amazon AdsChannel Partner + AI End User
Reduce
Unanimous. CPC in the $1.13–$1.18 range with very low CTR. ChatGPT highlights the End User campaign specifically: impressions +48.6% but clicks -23.3% — reach growing without engagement following it.
Reddit Ads
Fix or pause
Flagged by Grok and CoPilot as showing a #DIV/0! error — impressions with no clicks recorded, meaning either the campaign is off or tracking is broken. Not mentioned in ChatGPT's breakdown. Worth confirming campaign status and pixel setup before making a budget call either way.
Current ad variations by platform
Every creative live this week, filed under the platform running it. The figures sit at the platform level; the variations beneath each one are what that spend went to.
Why there are no figures on the individual images
Ad platforms don't report performance per image in a form that can be trusted side by side. Google grades assets inside Performance Max and responsive placements on a relative scale only, Low through Best, and never returns spend, CPC or CTR for a single asset. Facebook, LinkedIn and Microsoft will break out a variation only where that variation was trafficked as its own ad rather than as one ad carrying several assets, which isn't how these campaigns are built.
On top of that, no conversion data is connected yet, so even a clean per-image click count wouldn't say which image produced a lead. Reporting a number per image would mean inventing one. The platform is the unit that carries the figures here, and the creatives underneath show what those figures were spent on.
Four things worth fixing in the creative set
01 - AI-1.png has internal notes from the planning sheet burned into the artwork: beneath the headline it reads "Broad. Works across platforms, ties to demo page." That's the CTA rationale from the tracker, not ad copy. This one should come down.01 - AI.png and 01 - AI-1.png both pair an End User headline with the partner-facing footer "Turnkey solutions for recurring revenue." One creative is speaking to two audiences at once.05 - SCALABILITY.png carries the Channel Partner Program lockup and a photo but no headline, so it makes no argument on its own.- All sixteen assets are 1080×1080. There are no 1.91:1 or 4:5 versions and no display banner sizes, so Google, Facebook and LinkedIn are all serving square into placements that would take better-fitting shapes.
Where the four AIs agree — and where they don't
Consensus points
- Move budget between channels rather than raising the $1,676 weekly total.
- Facebook and Google PMax (AI End User) are the two channels to protect and consider scaling first.
- X/Twitter AI End User is the single worst-performing line item and the first candidate for a cut.
- Amazon is inefficient relative to spend and a secondary source of reallocated budget.
- None of the four reports had conversion, lead, or revenue data — all four flag this as the biggest gap before making the reallocation permanent.
Open disagreements
- LinkedIn: ChatGPT and Grok call it a stable, efficient performer to hold steady. CoPilot calls its CPC too high relative to other channels and recommends pulling budget from it.
- Reddit and Microsoft: mentioned by some reports and skipped entirely by others, likely reflecting which rows of the spreadsheet each AI weighted most heavily rather than a real analytical disagreement.
- Claude's position on all of the above is unknown — only a numeric score (6/10) was available, with no accompanying reasoning to compare.
Suggested budget movement
A synthesis of the reallocation each AI proposed, without changing total weekly spend.
PULL FROM
X / Twitter — AI End User
X / Twitter — Channel Partner
Amazon — AI End User
Amazon — Channel Partner
→
MOVE TOWARD
Facebook — AI End User
Google PMax — AI End User
Google Search — Channel Partner (test)
Microsoft — AI End User
Bottom line
Don't spend more — spend smarter. All four AIs agree the data already shows where the money should move.
Before making the shift permanent, layer in conversions, cost-per-lead, and revenue by channel — a $0.01 Facebook click and a $0.65 Google click aren't worth the same thing if only one of them turns into a customer.