Social Sentiment Sample Coverage Note

Keep a missing sentiment panel separate from the actual tone of social comments. Preparation only, not an account action.

What to provide

Post/comment IDs, supplied count and text, source cutoff, sentiment-panel evidence and current method documentation.

How it works

1. Count stable comment IDs within the supplied scope and note incomplete exports.
2. Record whether the source documents a minimum comment count for sentiment display.
3. Separate absent panel, missing data and supplied model label; no absent panel becomes Neutral.
4. Prepare a human review of exact comments without claiming sentiment accuracy or changing priority automatically.

The output

post | unique_comments | export_complete | panel_state | source_threshold | human_review_note

Worked fictional example

Fictional post has four supplied comments and no panel. Planable documents display from at least five comments. Do not label all four Neutral; a negative complaint still needs human review. Five comments do not prove a panel exists in the account.

Checks and limits

Keep source versions and original values. Unknowns stay unknown. Use qualified review for regulated, legal or hiring decisions. No live account compatibility test, send, share, schedule, ledger change or payment is authorized.

More marketing workflows · How-to guides

Method: reviewed source. Demand lead: Oct 9 live AIS Search Console through Oct 6: marketing Copilot 37 impressions, Planable/Claude 33, Planable/ChatGPT 23, campaign brief 12, investor agent 19. Social-review/reporting topics follow these parent-query leads. Other professions follow documented workflow needs, not measured exact search intent. Site impressions are not monthly volumes; exact topic volume is unmeasured. Checked October 9, 2026.