Under The Hood
In Your Hands
The Big Picture
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The Methods
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The Case
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How It Works

Prompt. Record. Reveal.

One authentic question. Ninety seconds of a student's own voice. A decision-grade skills profile generated live. Every stage visible to every stakeholder.

"I stayed calm when our plan fell apart." — actual student responses, scored live below
Growth Mindset
3.9
"changes course, keeps going"
Exceeding Expectations
Real-Time Pipeline
1.8s
voice in, evidence out
Evaluated Instantly
Perspective-Taking
3.7
"sees the room, not just the task"
Exceeding Expectations
Model Confidence
96%
high-confidence rubric match
Validated Score
Self-Control
3.8
"steady when the plan breaks"
Exceeding Expectations
Benchmarked
against expert human raters
Human-Validated
The Assessment Prompt

A Real Question,
Asked The Human Way.

Every assessment starts with an authentic task —
grade-banded, rubric-aligned, answered in a student's own words.

Portrait Assessment · Adaptability 1 of 7 competencies
Assessment Prompt · Adaptability
"Think about a time your plan didn't work out. What did you change, and what did you learn about yourself?"

How would you like to answer?

🎬
VIDEO
🎙️
AUDIO
✏️
TEXT
Students can respond in whichever modality best suits them: video, audio, or text. This enables an authentic response.
Response In Their Voice

A Student Answers
In Their Own Voice.

No bubbles to fill, nothing to game. Just authentic language that carries verifiable skill signals.

Voice Intelligence
waiting for response…
Response captured
Rubric-Aligned Scoring

Their Voice Becomes
A Quantifiable Metric.

The ML pipeline reads linguistic markers against your rubric, and benchmarks with expert human raters.

IMPACTER Voice Intelligence rubric-aligned · versioned · benchmarked
ML Pipeline — Real-Time
Response Ingestion & Preprocessing
Text Segmentation & Tokenization
Semantic Embedding (DeBERTa-v3)
Feature Vector Extraction
Rubric Criterion Alignment
CORAL Ordinal Regression
District Rubric Calibration
Confidence Scoring & Validation
0.0/4.0

Exceeding Expectations

Rubric-aligned score · Adaptability
Benchmarked against expert human raters
Agility3.9
Responding to Feedback3.8
Inclusiveness3.7