Ai.ThinkTrace

ThinkTrace — AI Cognitive Trace Engine
AI / EdTech · CES 2027 Eureka Park

Think
Aloud.
We Record.

ThinkTrace doesn't grade answers. It maps the mind behind them — capturing every cognitive trap, hesitation, and pattern students leave behind as they solve problems.

12
Trap Types
Classified
8
Cognitive
Report Types
23yr
SSAT
Expertise
CES · 2027 · Eureka · Park · Innovation · Award ·
Think-Aloud Capture
Cognitive Trap Detection
Behavioral Event Tracking
PM-R-01 → PM-R-12 Taxonomy
Struggle Score Algorithm
COG-01 → COG-08 Reports
Supabase AI Architecture
Global SSAT Platform
Think-Aloud Capture
Cognitive Trap Detection
Behavioral Event Tracking
PM-R-01 → PM-R-12 Taxonomy
Struggle Score Algorithm
COG-01 → COG-08 Reports
Supabase AI Architecture
Global SSAT Platform

Every EdTech Shows You Scores.
None Shows You Why.

Trap 01

Students memorize answers, not thinking

Conventional prep platforms deliver questions and mark right or wrong. The cognitive process — the actual thinking — disappears into a void, never captured, never analyzed.

Trap 02

High Verbal, Non-Transfer Phenomenon

Students who score well in isolation collapse on test day. The gap isn't knowledge — it's cognitive pattern recognition. The traps live in the mind, not the textbook.

Trap 03

Tutors can't see what's happening inside

Even expert educators can only observe outputs — the answer given. ThinkTrace is the first system engineered to observe the process: every pause, pivot, and wrong-turn before the final click.

Trap 04

No data infrastructure for cognition

The global test-prep industry runs on question banks and score reports. Zero companies have built a behavioral event database that maps cognitive errors to specific trap typologies. Until now.

The Trace Engine

01

Student Solves

As a student works through SSAT problems, ThinkTrace silently records every behavioral event — reading patterns, hesitation timing, answer changes, re-reads, and scroll behavior.

Behavioral Capture
02

AI Classifies the Trap

The Trap Master System (PM-R-01 through PM-R-12) automatically classifies which cognitive trap triggered the error. Was it a presupposition trap? A scope error? A temporal confusion?

Trap Taxonomy
03

Cognitive Report Generated

Eight report types (COG-01 to COG-08) synthesize the data into an actionable cognitive map — showing not just what went wrong, but the exact mental pattern that caused it.

Cognitive Analysis

Built on 23 Years of Inside Knowledge

PrepMaster's founder has placed hundreds of students into top US boarding schools. ThinkTrace is the AI distillation of that expertise — encoded into a system that scales globally.

23yr
Boarding school admissions expertise behind the algorithm
12
Proprietary reading trap types in the PM-R taxonomy
8
Cognitive analysis report types from COG-01 to COG-08
Scalable to any standardized test, any language, globally

What No One Else
Has Built

🧠

Struggle Score™

A proprietary algorithm that quantifies cognitive friction — not just time-on-task, but the qualitative signature of a student on the edge of understanding.

🪤

Trap Master System

12-type classification engine (PM-R-01 to PM-R-12) that identifies exactly which linguistic or logical trap caused an error. The first of its kind in EdTech.

📊

Cognitive Analysis Reports

8 structured report formats (COG-01 to COG-08) that translate raw behavioral data into a readable diagnosis of the student's thinking architecture.

🤖

Socratic AI Guide

An AI agent that never gives answers — only asks questions. Designed to mirror expert tutoring by drawing out the student's own reasoning, then correcting at the root.

CES
Presenting at

CES 2027
Eureka Park

Las Vegas · January 6–9, 2027
Venetian Expo, Hall G

Software & Mobile Apps
AI / Data
EdTech
CES Innovation Award Nominee
True Startup · First Launch
"We are not building a test-display website.
We are building a device that captures
a student's Think-aloud."
— PrepMaster Founder · ThinkTrace Developer Mission
by PrepMaster · ssatpractice.com