Feedback loop
Analytics and insights
Manual metrics feed the next planning cycle. CSV import is represented through a server-side S3 presign boundary.
Views
35,550
Likes
1,725
Comments
219
Saves
393
Followers
93
CSV metrics import
Download the template, upload raw metrics to S3 when configured, preview row deltas, then commit valid rows into the feedback loop.
Best-Time Analytics
First-party metrics only. Recommendations stay low confidence until at least 5 samples exist per slot.
Tue · 09:00
13,014
1 samples · low confidence
Thu · 09:00
11,856
1 samples · low confidence
Sat · 09:00
10,698
1 samples · low confidence
Mon · 09:00
9,540
1 samples · low confidence
Wed · 09:00
8,382
1 samples · low confidence
Fri · 09:00
7,224
1 samples · low confidence
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Stored Insights
Operational posts are earning stronger saves
Workflow-driven posts have the highest save rate. Keep making the operating loop visible instead of publishing isolated tips.
Each platform needs a different job
LinkedIn is carrying trust-building, X is carrying concise prompts, YouTube is best for workflow explanation, and Rednote needs more concrete templates.
Action items
Turn the latest insights into concrete next-cycle work cards.
Turn the strongest workflow post into a LinkedIn carousel
Use the saved-rate insight to package the operating loop as a 6-slide carousel before the next planning review.
Due 2026-06-14
Create a Rednote checklist version
Convert the platform-fit insight into a concrete checklist post with first-person examples and save-oriented framing.
Due 2026-06-16
Generate Next-cycle Insight
Uses the current plan and manual metrics, with fallback if AI is unconfigured.