Stop Analyzing Feedback. Start Decoding Customer Value.
The AI-Enabled Qualitative Pipeline You Can Trust
Our Researcher in the Loop Insights Modeling Pipeline gives you code-free control over state-of-the-art AI. Drive, tune, and review your analysis to confidently report actionable insights.
- Import & Prepare: Effortlessly segment and pre-process your data.
- Analyze & Classify: Run multiple LLMs and fine-tuned prompts to extract key statements (tags).
- Trust & Tune: Review and correct model outputs for guaranteed accuracy.
- Model & Discover: Build multi-level topic models using various clustering methods.
- Report & Share: Access rich visualizations and leverage our Proprietary Qual Appraisal Score (QAS) for key driver analytics.
100% Control: You Drive the AI, Not the Other Way Around.
| Transparency & Control. We reject black-box AI. Our architecture ensures the expert researcher maintains oversight at every stage, allowing you to drive the AI based on your research questions, not the other way around. |
The Qualitative Appraisal Score (QAS)
KPI Integration: Stop Guessing, Start Measuring the Intensity of Experience
Quantifying Qual. We introduce the QAS, our unique metric for measuring and quantifying the intensity and polarity of qualitative experiences. This allows you to track emotional and cognitive shifts over time and integrate deep qual data into your strategic KPIs.
1,243 value statements from clothing purchase comments were classified and converted to the QAS score using our patent pending algorithm.
While the CSAT of 4.3 indicates satisfaction, the QAS of 3.1 suggests customers’ comments lean considerably more negative.
The Quant-Qual difference KPI reveals to key decision makers the hidden opportunities in your qual with the power of Value Architect’s innovative approach.
Advanced Segmentation via Fingerprinting
| Precise, Actionable Segments. Move beyond demographics. Our powerful qualitative segmentation pipelines use advanced fingerprinting techniques to group customers based on shared motivational and cognitive patterns, ensuring your strategies target the experience of value, not just the user profile. |
1. The WHY: Core Motivational Drives
Craft value propositions that speak to your customer’s deepest motivations
Beneath the surface-level wants and needs, customers are driven by a small set of deep, universal, and often unconscious motivations. Our Core Drive Fingerprinting Pipeline evaluates feedback across seven dimensions of core drives to generate segments based on their implicit goals and the underlying value they seek.
Achieve Message-Market Fit
Marketing teams gain granular insight into the true WHY behind each segment, allowing for the creation of messaging that is emotionally resonant and brand positioning that is authentic.
“…more than just a new tool. It is a way to elevate the segmentation conversation and ensure that the customer’s lived experience remains central to business strategy…” — Kirsty Nunez at Q2 insights
Emerging Segments Using Qualitative Feedback & Value Architect’s Core Drives Modeling Pipeline
2. The HOW: Mental Models
Design intuitive experiences that align perfectly with how your customers think.
A customer’s mental model is their inherent theory of how your product or service is supposed to behave—a set of rules, assumptions, and analogies used to predict behavior. Our Mental Model Pipeline generates segments that share a common theory of your product as an agent, allowing you to design experiences that feel intuitively correct and align with each distinct mental model framework.
Eliminate Friction at the Source
Value Architect provides a cognitive blueprint for design. CX/UX teams can pinpoint moments of confusion in the user journey and design flows that perfectly align with the user’s intrinsic logic.
Emerging Segments Using Qualitative Feedback & Value Architect’s Mental Modeling Pipeline
3. The WHAT: Topic Discourse
Stay ahead of the curve with real-time, high-fidelity insights into the top topics customers are talking about.
Discourse Profiles are more than a summary of what’s being said. They are a high-resolution fingerprint of the key entities and the complex conversation your customers are having about them. By analyzing the topics your customers mention in their appraisal, we reveal the full context and psychological underpinnings of their collective conversation.
Accelerate Product-Market Fit
Value Architect delivers prioritized, quantified feature opportunities and pain point analysis directly from customer voices. Product Owners can make defensible roadmap decisions and allocate resources efficiently.
Emerging Segments Using Qualitative Feedback & Value Architect’s Topic Discourse Modeling Pipeline
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