Corrected Trend Pulse Data and AEO Scores
This release is a correction. While reviewing how our background jobs run, we found that several of them had been failing quietly, producing incomplete data instead of an error anyone could see. Trend Pulse was missing sentiment for four weeks, AEO scores were being calculated without three signals that should have counted, and the automatic monthly AEO audit had never completed a single run. Everything below has been fixed and the affected historical data has been recomputed from the raw records, which were intact throughout.
Trend Pulse sentiment restored for four weeks Improved
Between 6 July and 2 August, entity and theme charts showed mention counts but no sentiment breakdown. That matters more than it sounds: sentiment is what separates a tool that is growing from one that is having a bad week. Without it, a spike caused by an outage looks the same as a spike caused by momentum. All four weeks have been recomputed from the underlying posts, so the positive/neutral/negative split is now complete across the full history. If you drew conclusions about momentum from that period, they are worth a second look.
A missing week of Pulse insights is back Improved
The week of 13–19 July produced no AI insights at all: no top tools, problems, trends or editorial summary. The underlying posts were collected normally, so that week has been regenerated and now reads like every other week.
AEO scores were understated, and now they are not Improved
Three signals were silently never registering in the SERP analysis: People Also Ask questions, whether your brand appears in an AI Overview, and related searches. Because AI Overview presence feeds the score, every audit run so far, from the panel as well as the monthly job, calculated a lower score than it should have. This is fixed, so expect your next audit to move. A change in your score does not mean your visibility changed; it means we are finally measuring all of it.
The automatic monthly AEO audit now actually runs Fixed
The scheduled monthly audit had been failing at startup on every run since it launched, so every AEO score you have seen came from an audit you started yourself. The underlying query has been fixed and the job now completes. It also reports failures instead of exiting quietly, so a repeat would surface the same day rather than going unnoticed.
Reddit alert relevance scoring is back Improved
The AI relevance score applied to Reddit alerts had stopped working, so alerts were arriving unranked and unfiltered. It is working again. In the first run after the fix, roughly a quarter of incoming alerts were correctly filtered out as irrelevant.
Background jobs now report failure honestly Improved
Several scheduled jobs could fail and still report success, which is how the issues above went unnoticed. Monitoring for these jobs now keys off whether they actually produced work, not merely whether the process finished. Partial hiccups stay quiet; real outages surface right away.