<format type="xml">{analysis_id: string, source_platform: string, document_id: string, timestamp: date, extracted_text: string, company_entity: string, campaign_or_event_context: string optional, sentiment_metrics: {overall_score: number, label: string, confidence: number, keywords_detected: list[string], emotions_detected: list[{type: string, score: number}] optional}, stakeholder_profile: {type: string, location: string optional, influence_score: number optional} optional, topics_discussed: list[{topic: string, relevance_score: number}], identified_issues: list[{issue_type: string, severity: string, recommended_action: string}] optional}</format> <data>**CONFIDENTIAL: STAKEHOLDER SENTIMENT ANALYSIS BRIEFING**

**Analysis ID:** SEA-2025-08-13-3466

A new data point, document ID 555643183235581354, was captured by our listening platform from a Reddit source. The system ingested and processed this item at approximately 1978-01-04T23:07:44.537534Z. The analysis was completed using our NLP model v4.1, which has shown a 3% improvement in sarcasm detection in recent benchmarks. The subject of the feedback was identified as Cole, Moran and French.

The content of the message reads: "Just saw the new 'Grass-roots holistic algorithm' Campaign from Cole, Moran and French. unacceptable service. It really makes you think about their stance on ROI and paradigms. Seriously disappointed. #Cole,Fail #ROI"
Our sentiment engine has assigned a score of -0.42, resulting in a 'NEGATIVE' classification. The model's confidence in this assessment is high, at 88.5%. The sentiment appears to be a direct reaction to the 'Grass-roots holistic algorithm' Campaign.
The primary themes extracted from the text are: 'paradigms' (relevance: 0.73), 'ROI' (relevance: 0.56). These were derived from lexical triggers such as 'allow' and 'certain', among others.

**ACTIONABLE INTELLIGENCE:**
- A potential 'brand_reputation_damage' has been flagged with a 'medium' severity level. The automated protocol suggests we 'product_team_review' as a preliminary step.</data>
<root><analysis_id>SEA-2025-08-13-3466</analysis_id><source_platform>Reddit</source_platform><document_id>555643183235581354</document_id><timestamp>1978-01-04T23:07:44.537534Z</timestamp><extracted_text>Just saw the new 'Grass-roots holistic algorithm' Campaign from Cole, Moran and French. unacceptable service. It really makes you think about their stance on ROI and paradigms. Seriously disappointed. #Cole,Fail #ROI</extracted_text><company_entity>Cole, Moran and French</company_entity><sentiment_metrics><overall_score>-0.4152</overall_score><label>negative</label><confidence>0.885</confidence><keywords_detected>allow</keywords_detected><keywords_detected>certain</keywords_detected><keywords_detected>explain</keywords_detected><keywords_detected>style</keywords_detected><emotions_detected><type>fear</type><score>0.6585</score></emotions_detected><emotions_detected><type>disgust</type><score>0.2865</score></emotions_detected></sentiment_metrics><topics_discussed><topic>paradigms</topic><relevance_score>0.7257</relevance_score></topics_discussed><topics_discussed><topic>ROI</topic><relevance_score>0.5636</relevance_score></topics_discussed><campaign_or_event_context>'Grass-roots holistic algorithm' Campaign</campaign_or_event_context><identified_issues><issue_type>brand_reputation_damage</issue_type><severity>medium</severity><recommended_action>product_team_review</recommended_action></identified_issues></root>