AI News for Digital Marketers
Frederick Vallaeys connects AI developments to advertising workflows, from account controls to the business context behind campaign decisions.
Why read it
For advertisers deciding where AI can help and where account changes still need human review.
Audience & score
Public snapshotA snapshot of audience size and visible engagement, not a quality rating.
Where the figures come from
Checked on the official newsletter page. Counts can change.
The official series lists one published edition. Subscriber total was rechecked at the series header; the edition figures were verified earlier on the same day. A score can be calculated once three recent editions have complete public figures.
How the newsletter score works
An audience and engagement snapshot, not a quality rating. Version 1 combines up to 25 points for subscriber reach and 75 for visible edition engagement.
Reach = 25 × min(1, log₁₀(1 + subscribers) ÷ log₁₀(100,001)). Engagement = 75 × min(1, median((reactions + comments) ÷ subscribers) ÷ 1%). Add the components and round once. Reach is capped at 100,000 subscribers; median engagement is capped at 1%.
We use the three newest observed editions, all published within 90 days, and a snapshot no more than 30 days old. Missing or approximate counts, or missing exact dates, prevent a score. An edition under seven days old marks the score as an early snapshot. A viral edition alone cannot determine the median.
LinkedIn reactions include likes and other reactions. Comments can include replies; these are not unique readers, email opens or click rates. The denominator is the subscriber count when checked, not at publication. Age, cadence and platform differences limit comparisons. Private email metrics are not inferred.
Example: 10,000 subscribers and three editions with 40, 50 and 500 total reactions plus comments give a median of 0.5%: 20 reach points + 37.5 engagement points = 58 / 100. Choose alphabetical, score or subscriber order. These scores add no contributor leaderboard points.
Explore the editions
Read an edition at the source before you subscribe. Engagement figures are dated public snapshots.
- 01
AI could ruin your ads account in 27 minutes
Frederick discusses approval controls for AI-driven account changes and why conversion goals need business context. The issue also promotes Optmyzr.
21 reactions6 commentsChecked
About these edition previews
Recent public editions from the official LinkedIn series. Guest authors are named in the edition descriptions.
Reading notes checked .
Our notes & sources
The reviewed issue promotes Optmyzr, the author’s company. Commentary about AI risks and research is the author’s analysis, not an independently verified performance claim. Only one edition is currently listed, so a newsletter score is unavailable.
Source checked .
Contributor credit
Each verified author receives 10 points for this newsletter. Co-authors receive their own credit; repeated issues and subscriber counts add no points.
- Frederick Vallaeys: authorship evidenced on . This is not a newsletter launch date. View attribution