Prompt To Portrait,
In 90 Seconds.
One walkthrough of the whole platform — voice prompts,
real-time growth scoring, and the dashboards teachers actually use.
The Reflections
Behind The Data.
Press play to hear it in their own voice.
And I don't want to be the type of person that's always just above, like, the below line, you know what I mean?
Something I would like to improve on the most is probably grit.
Definitely, I think, um, I'd like for my purpose to be something I'm passionate about, and I think it's something I need to seek out instead of waiting for it to come to me.
This Is Who's On The Other Side Of The Data.
Every data point on the dashboard starts here,
with a student thinking about who they're becoming.
From Raw Voice,
To Actionable Data.
Raw Data
Every response begins as authentic student voice — text, video, and audio — indexed with metadata tags and verified for capture integrity from the moment it arrives.
Structured Data
Language is mapped to the attributes it carries — Curiosity, Grit, and the rest — while topic modeling takes shape and content filtration removes the noise.
Processed Data
Structure becomes measurable signal: vector embeddings of response content, checked against expert human raters through inter-annotator agreement analysis.
Actionable Data
Signal becomes decision-grade insight — quantitative gap analysis, intervention and outcome forecasting, and competency development tracking leaders can act on.
Built For The Device
That's In Their Hands.
Grit evidence rising in the Grade 9 cohort — three schools driving the gain. Two schools trail; see prompts in use.
