Sentiment

The Sentiment page shows the mood of a project’s communications: how positive or negative people sound, who’s driving it, and which way it’s trending. Each message is scored on its own, then the scores are combined into one project mood.

What gets scored

Sentiment is read from four sources: email, Slack, meetings, and ClickUp comments. Every qualifying message is scored separately, so the mood is built from many small signals rather than one judgement. Messages that clearly aren’t mood signal — automated senders, empty bodies, held or quarantined mail — are skipped.

Scores run from −1 (very negative) to +1 (very positive), with around 0 meaning neutral, factual, or administrative. The label scale is Very negative / Negative / Neutral / Positive / Very positive.

Trust-weighted mood (not a flat average)

The project mood is not a simple average of every score. Each message is weighted before it counts:

• Trust — the scorer’s own confidence, plus a heavy down-weight for messages whose source looks untrustworthy (an email that fails authentication, or a high spam score). A forged angry email barely moves the mean.
• Recency — older messages fade with a 30-day half-life, so the current mood reflects what people are saying now, not a year ago.

The overall card shows the weighted score, how many observations it’s built from, and notes that it’s trust-weighted with a 30-day half-life. Breakdowns sit beside it: mood by source and by stakeholder, plus a trend chart over time (weekly or monthly).

Note

“Trust-weighted” is why a single hostile message rarely swings the headline mood — the weighting is the defence against one loud or spoofed message distorting the picture. See Glossary.

The written summary

At the top of the page is a generated Summary: a headline, a few sentences on the overall mood and what’s driving it, and a short Watch list of people or threads worth attention.

This summary is written from the rollup figures and the one-line rationale attached to each scored message — never from the raw message bodies. It names people and channels but doesn’t quote what anyone wrote.

The summary is saved and only refreshed when it’s missing or older than about a month, so opening the page is fast. Use Regenerate to force a fresh one.

Drilling into “why”

Use the filter bar to narrow everything at once — by person, channel/space, source, label, or time window. Clicking a week on the trend chart filters the whole page to that week.

Selecting a person opens their “why” view: their overall mood, a split by source, and every scored message with its rationale — so you can see exactly what’s behind a negative read. Messages not yet tied to a known person sit in an Unattributed bucket until their email is linked.

Turning sentiment off

Sentiment is a module you can disable per project. Turning it off stops new messages being scored, but existing scores stay visible and the page shows a banner. Re-enable it under Operations → Modules, then run Backfill sentiment from the Operations page to catch up.