MARKETING

Message Testing Analysis

Discover why certain messages outperform, validated across every segment.

Marketing teams often evaluate dozens of headlines, value propositions, campaign messages, positioning statements, and creative concepts before launching a campaign. Steeped AI transforms message testing studies into measurable marketing intelligence by identifying which messaging resonates with different customer segments, purchase stages, industries, and demographics.

Automatically quantify emotional reactions, trust signals, purchase intent, competitive positioning, and messaging themes while statistically validating which differences are truly meaningful. Instead of relying on isolated metrics, marketers discover why certain messages outperform others and generate evidence-backed recommendations for future campaigns.

Expand
Rank Message Drivers
Time Saved
59%
Peace of Mind
44%
Cost Cut
34%
Status Appeal
23%
Base Column
message_theme ▾
Value Column
intent_tier ▾
59%ofTime Saved=Purchase Intent
predictive power
88%
intent count
177
respondent count
300
see examples

AI Topic Mapping

Use Steeped AI's AI topic mapping to turn open-ended message reactions into measurable concepts like trust signals, urgency appeal, and value claims. Quantify how often each lands by segment and purchase stage, so you know why a message resonates, not just that it scored well.

trust signalurgency appealvalue claim

Statistical Significance Testing

Steeped AI's automated significance testing confirms which message differences are real preference and which are sampling noise. A university-grade, 3-part framework keeps every recommendation defensible, so budget goes behind the winning message on evidence, not a narrow lead.

Message Lift Confirmedp < 0.01 · FDR corrected

Audience Modeling

Use Steeped AI's audience modeling to score every message-by-segment pairing and find the standout combinations. See exactly which audience and value proposition drive the strongest intent, so targeting and creative decisions rest on data instead of a hunch.

Standout Segment
SMB x Founder x Time-Saved
2.5xintent lift
+37%recall vs avg

Customer Journey Mapping

Apply Steeped AI's journey mapping to see how a message moves someone from awareness to consideration to intent. Match the right message to each purchase stage, so campaigns nudge buyers forward instead of repeating the same pitch to everyone.

lift +31%see adconvertIntent +24%

The insights are already in your data.

Ask your data anything. Get real findings ranked by impact, with AI reports your team can present and share on the spot.