Ministry of Municipalities and HousingSprinklr
Meeting package

Public trust and everyday services

Conversation and sentiment

MOMAH-topic listening in ACME · September query window · incomplete month · almost entirely X

Weekly metrics · Riyadh time

Week starting · Asia/Riyadh · first and final buckets cover partial weeks

Sentiment trend · Dubai time

Separate scope: excludes neutral and uncategorized. Negative trend sums to 3,131 versus 3,118 in the summary. No forced alignment.

Week startingSentimentMentions
2026-08-31Negative1,439
2026-08-31Positive481
2026-09-07Negative1,425
2026-09-07Positive647
2026-09-14Negative174
2026-09-14Positive34
2026-09-28Positive104
2026-09-28Negative93
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Sources and definitions

Twenty-four exported widgets cover totals, sentiment, themes, hashtags and audience attributes. Their scopes differ. Some exclude unknown locations or neutral sentiment. Every exhibit therefore retains its own denominator, time zone and coverage statement.

The negative sentiment trend sums to 3,131, while the summary returns 3,118. These values are preserved separately. Different time zones are one observed scope difference, not a proven explanation of the discrepancy. No reconciliation is forced. An aligned retrieval and scope review are required before direct comparison.

P01

Sprinklr MCP ↗

Internal Confluence, current v4. Positioning and roadmap reviewed through TWG. Roadmap is not a tenant availability guarantee.

P02

MCP Connection Steps ↗

Internal Confluence, current v5. Documents research, dashboard questions and retrieval of cited source messages. Access requires configuration.

Rates use the displayed denominator and round to one decimal place unless stated otherwise. Duplicate grouping removes links and normalizes whitespace, then matches exact text. It does not infer coordinated behavior. Missing observations stay missing, and no confidence intervals or population estimates are derived from these exports.