A product built to turn fear into structure.
DataTherapy helps users move from vague alarm to grounded understanding through a repeatable brief format, a fear-category system, and explainable scoring.
DataTherapy Brief
A structured output that converts fear into a readable map: seriousness, personal relevance, urgency, certainty, likely outcomes, myth vs reality, action steps, and grounding context.
Fear Category System
Topics are classified by recurring fear patterns rather than headlines alone, so the product can stay useful across changing news cycles.
Signal Scoring
The product reduces ambiguity with four anchor scores that help users understand what matters now, what is unclear, and what may not require panic.
Static-to-Live Architecture
DataTherapy starts with a strong static intelligence layer and evolves into a live product with richer interpretation, personalization, and real-time inputs later.
Technical Specifications
Seriousness
Measures how objectively severe the issue appears based on the language, category, and intensity of the input.
Personal Relevance
Estimates how directly the issue may affect the user, based on first-person exposure cues and context.
Urgency
Separates immediate action from background concern so users do not confuse visibility with immediacy.
Certainty
Tracks how confirmed or speculative the situation appears, lowering confidence when rumor language is present.
Interpretation Layer
Transforms raw input into likely, possible, and unlikely readings, plus myth-vs-reality framing and action guidance.
Grounding Layer
Adds calm, practical explanation designed to reduce spiraling without dismissing genuine concern.
How the product works
Step 1
User enters a scary headline, uncertainty, or spiraling thought.
Step 2
DataTherapy classifies the fear pattern and generates a structured brief.
Step 3
The user leaves with clearer interpretation, calmer framing, and practical next steps.