<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-2025-08-13-9627

A new data point, document ID 490397538245685611, was captured by our listening platform from a Public Forum source. The system ingested and processed this item at approximately 1977-07-13T05:43:11.660450Z. 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 Thomas-Green.
Initial classification suggests the author is a(n) 'employee_former'. Geolocation data, though imprecise, points towards the Johnfort, Minnesota area.

The content of the message reads: "My thoughts on Thomas-Green: total disaster. It really makes you think about their stance on interfaces and systems. Seriously disappointed. #Thomas-GreenFail #interfaces"
Our sentiment engine has assigned a score of -0.58, resulting in a 'NEGATIVE' classification. The model's confidence in this assessment is high, at 94.2%. The sentiment appears to be a direct reaction to the 'Extended heuristic website' Campaign.
The primary themes extracted from the text are: 'systems' (relevance: 0.80), 'interfaces' (relevance: 0.58). These were derived from lexical triggers such as 'account' and 'condition', among others.

**ACTIONABLE INTELLIGENCE:**
- A potential 'negative_employee_sentiment' has been flagged with a 'low' severity level. The automated protocol suggests we 'draft_responsive_statement' as a preliminary step.</data>
<root><analysis_id>SEA-2025-08-13-9627</analysis_id><source_platform>Public Forum</source_platform><document_id>490397538245685611</document_id><timestamp>1977-07-13T05:43:11.660450Z</timestamp><extracted_text>My thoughts on Thomas-Green: total disaster. It really makes you think about their stance on interfaces and systems. Seriously disappointed. #Thomas-GreenFail #interfaces</extracted_text><company_entity>Thomas-Green</company_entity><sentiment_metrics><overall_score>-0.5768</overall_score><label>negative</label><confidence>0.9423</confidence><keywords_detected>account</keywords_detected><keywords_detected>condition</keywords_detected><keywords_detected>continue</keywords_detected><keywords_detected>discussion</keywords_detected><keywords_detected>real</keywords_detected></sentiment_metrics><topics_discussed><topic>systems</topic><relevance_score>0.8013</relevance_score></topics_discussed><topics_discussed><topic>interfaces</topic><relevance_score>0.5777</relevance_score></topics_discussed><campaign_or_event_context>'Extended heuristic website' Campaign</campaign_or_event_context><stakeholder_profile><type>employee_former</type><location>Johnfort, Minnesota</location></stakeholder_profile><identified_issues><issue_type>negative_employee_sentiment</issue_type><severity>low</severity><recommended_action>draft_responsive_statement</recommended_action></identified_issues></root>