<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-2025-08-13-1691

A new data point, document ID 135723687957303718, was captured by our listening platform from a Twitter source. The system ingested and processed this item at approximately 2004-11-16T06:08:14.811765Z. 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 Lewis-Douglas.
Initial classification suggests the author is a(n) 'employee_current'. Their digital influence score is calculated at 5395, placing them in the 'High-Impact' tier of stakeholders.

The content of the message reads: "Just saw the new 'Fully-configurable optimal protocol' Campaign from Lewis-Douglas. unacceptable service. It really makes you think about their stance on ROI and interfaces. Seriously disappointed. #Lewis-DouglasFail #ROI"
Our sentiment engine has assigned a score of -0.61, resulting in a 'NEGATIVE' classification. The model's confidence in this assessment is high, at 92.7%. The sentiment appears to be a direct reaction to the 'Fully-configurable optimal protocol' Campaign.
The primary themes extracted from the text are: 'ROI' (relevance: 0.87), 'interfaces' (relevance: 0.48). These were derived from lexical triggers such as 'get' and 'somebody', among others.

**ACTIONABLE INTELLIGENCE:**
- A potential 'misalignment_communication_action' has been flagged with a 'critical' severity level. The automated protocol suggests we 'customer_service_outreach' as a preliminary step.</data>
<root><analysis_id>SEA-2025-08-13-1691</analysis_id><source_platform>Twitter</source_platform><document_id>135723687957303718</document_id><timestamp>2004-11-16T06:08:14.811765Z</timestamp><extracted_text>Just saw the new 'Fully-configurable optimal protocol' Campaign from Lewis-Douglas. unacceptable service. It really makes you think about their stance on ROI and interfaces. Seriously disappointed. #Lewis-DouglasFail #ROI</extracted_text><company_entity>Lewis-Douglas</company_entity><sentiment_metrics><overall_score>-0.61</overall_score><label>negative</label><confidence>0.9267</confidence><keywords_detected>get</keywords_detected><keywords_detected>somebody</keywords_detected><keywords_detected>whole</keywords_detected></sentiment_metrics><topics_discussed><topic>ROI</topic><relevance_score>0.8725</relevance_score></topics_discussed><topics_discussed><topic>interfaces</topic><relevance_score>0.4752</relevance_score></topics_discussed><campaign_or_event_context>'Fully-configurable optimal protocol' Campaign</campaign_or_event_context><stakeholder_profile><type>employee_current</type><influence_score>5395</influence_score></stakeholder_profile><identified_issues><issue_type>misalignment_communication_action</issue_type><severity>critical</severity><recommended_action>customer_service_outreach</recommended_action></identified_issues></root>