Every number here — readiness, sentiment, emotion, session counts — is pulled directly from live analysis of the real transcripts in view, never generated. "Domain" below means one topic (the economy, immigration, foreign policy, and so on) scored on its own, not blended into one average — a candidate can be off-limits on one issue and wide open on another, and a single number would hide that. The narrative (the direct answer, the read on each domain, recommended frames) is a grounded AI read of that real data, constrained to only what's actually there.
Strategic communications report for Georgia candidate
This report outlines a strategic communications approach for a Georgia candidate, based on a limited set of four sessions totaling 81 minutes. The data indicates that while the overall GA scope is solid, individual domain reads are very thin, necessitating a cautious and targeted approach. Key domains like Economy/Cost of Living, Elections/Process, and Foreign Policy/War are off-limits for direct engagement due to low readiness and very thin coverage, but they reveal underlying sentiments within specific WFP clusters. The Partisan Identity domain, also very thin, shows potential for persuasion among the Tuned Out Persuadable cluster. Engagement should focus on concrete issues, fairness, and avoiding partisan labels or abstract policy discussions. The report identifies specific WFP clusters and their associated starter lines, villains, and values to inform messaging, while also highlighting potential risks and failure modes to avoid.
The Georgia scope has a solid data foundation, based on 4 sessions and 81 minutes of engagement. This provides a reasonable, though not exhaustive, basis for understanding the landscape.
This domain is classified as very thin, with only 1 session. The mood is characterized by a real avg_sentiment of -0.452 and real avg_emotional_openness of 0.244. It maps to the Core MAGA cluster, which is non-persuadable and exhibits high identity commitment and distrust of left organizations. The recommended strategy is to avoid direct engagement, but if necessary, stay concrete, respectful, talk corruption and costs, ask questions, and prioritize harm reduction asks, while avoiding arguments on facts, triggering cultural identity conflict, or moralizing. A relevant starter line is: "Nobody likes being played by politicians and corporations."
This domain is classified as very thin, with only 1 session. The mood is characterized by a real avg_sentiment of -0.496 and real avg_emotional_openness of 0.302. It maps to the Diverse Disaffected Conservatives cluster, characterized by multi-issue frustration, low trust in both parties, cost stress, and anti-elite sentiment. The strategy is to persuade using shared frames and mobilize supporters to vote, starting with cost-of-living and fairness, naming corporate profiteering, and offering specific, local wins. A relevant starter line is: "Both parties talk — but prices still climb. That's not an accident."
This domain is classified as very thin, with only 1 session. The mood is characterized by a real avg_sentiment of -0.524 and real avg_emotional_openness of 0.283. It maps to the Core MAGA cluster, which is non-persuadable and exhibits high identity commitment and distrust of left organizations. The recommended strategy is to avoid direct engagement, but if necessary, stay concrete, respectful, talk corruption and costs, ask questions, and prioritize harm reduction asks, while avoiding arguments on facts, triggering cultural identity conflict, or moralizing. A relevant starter line is: "If you work hard, the rules should be fair."
This domain is classified as very thin, with only 1 session. The mood is characterized by a real avg_sentiment of 0.293 and real avg_emotional_openness of 0.245. It maps to the Tuned Out Persuadable cluster, which has low attention to politics, high cost stress, and low institutional trust, reacting to concrete help. The strategy is to persuade using shared frames and mobilize, starting with bills/rent, using short causal stories, naming corporate price-gouging, and offering a near-term fix with a next step, while avoiding labels, shame, abstract system-talk, or assuming policy fluency. A relevant starter line is: "Feels like groceries and rent jump every month, right?"
| Domain | Status | Readiness | Sentiment | Emotional openness | Confidence | Sessions | Coverage |
|---|---|---|---|---|---|---|---|
| Economy / cost of living | OFF-LIMITS | 8/100 | -0.452 | 0.244 | high | 1 | very thin ⚠⚠ |
| Elections / process | OFF-LIMITS | 8/100 | -0.496 | 0.302 | high | 1 | very thin ⚠⚠ |
| Foreign policy / war | OFF-LIMITS | 8/100 | -0.524 | 0.283 | high | 1 | very thin ⚠⚠ |
| Partisan identity | CONDITIONAL | 27/100 | 0.293 | 0.245 | high | 1 | very thin ⚠⚠ |
Villains: Trump (blamed for negative outcomes, joy 0.233); Democrats (blamed for negative outcomes, sadness 0.298); Republicans (blamed for negative outcomes, sadness 0.396); Hakeem Jeffries (blamed for negative outcomes, disgust 0.236); Iran (blamed for negative outcomes, joy 0.282); Anthony (blamed for negative outcomes, joy 0.283); Ossoff (blamed for negative outcomes, disgust 0.397); United States (blamed for negative outcomes, sadness 0.567); Georgia (blamed for negative outcomes, joy 0.253); Iowa (blamed for negative outcomes, disgust 0.274); MAGA (blamed for negative outcomes, joy 0.312); a gallon (blamed for negative outcomes, joy 0.549)
Values: fairness (appealed to, joy 0.469); honesty (violated, joy 0.508); security (appealed to, joy 0.221); accountability (violated, joy 0.508); community (appealed to, sadness 0.397); freedom (appealed to, joy 0.545)