Pilot Abacus
Venture — EdTech · Classroom feedback

Abacus

Learning, made accountable.

A tactile desk instrument, a live teacher dashboard and post-class analytics. Every student can signal how they're doing, quietly and in real time, so no one gets left behind in silence.

  1. Built
  2. Public demo
  3. Testing
  4. School pilots
Pilot or invest
FrictionNeutralConfident

Try it: drag any bead. Beads push their neighbours, so the number you move shows how strongly you feel. Hold the middle bead and slide left: 3 of 5 toward friction. A few seconds after you let go, they glide back to centre, ready for the next signal.

01 — The problem

Classrooms run on
a broken feedback loop.

0.0s …and the lesson moves on.

About how long a teacher typically waits for an answer after asking a question. Not enough time to form a thought, let alone admit you're lost.

Rowe, M. B. (1986). Wait time. Journal of Teacher Education.
47%

Fewer than half of students regularly ask questions when they don't understand what's being taught.

OECD (2024). PISA 2022 Results, Volume V. OECD average, mathematics.
Confidence speaks.
Confident students60%
Least confident35%

Share who ask when in doubt. The students who most need help are the least likely to ask for it.

OECD (2024). PISA 2022 Results, Volume V.
The school cliff.
Grade 574%
Middle school~½
High school~⅓

Students who report being engaged at school. Engagement falls with every year of schooling.

Gallup (2018). The School Cliff. Gallup Student Poll.
The cost of silence 1.5×

Students in lecture-only classes are one and a half times more likely to fail than students in classes where they actively take part. Across 225 studies, participation was the difference.

And feedback ranks among the most powerful influences on achievement there is. A silent classroom gives teachers almost none.

Freeman, S. et al. (2014). Active learning increases student performance. PNAS 111(23). · Hattie, J. & Timperley, H. (2007). The power of feedback. Review of Educational Research 77(1).
One question. One moment.

How a gap goes unnoticed.

  1. Day 1

    A student gets lost

    A concept doesn't land. Nothing in the room signals it.

  2. Same lesson

    Silence reads as yes

    "Any questions?" A second of quiet, and the lesson moves on.

  3. Days 3–10

    Confusion compounds

    Each lesson builds on the gap. It grows without a sound.

  4. Week 2

    The student disengages

    Falling behind, they stop taking part altogether.

  5. Unit test · ~2–3 weeks

    The test finds out

    Often the first real signal, weeks after it began, when recovery is hardest.

The silent accumulation zone

Illustrative timeline of a typical teaching unit.

We asked 30+ teachers and learning facilitators

Dear teacher,how do you read the room?

  • "I walk around the room during an activity."
  • "I pay attention to body language."
  • "Ask them to explain what you just said."
  • "Checking in with each child at random."
  • "We do a socio-emotional check-in every day."
  • "You can feel it when people are exhausted."

Each of these asks teachers to notice, on top of everything else they carry. Abacus is built to support that instinct, not replace it: a quiet, continuous signal that's safe even for the student who'd rather not be noticed.

From a survey of 30+ teachers and learning facilitators, 2026.

The gap is not motivational.
It is architectural.

For decades the question has been "why aren't teachers engaging students?" The better question: what information do teachers actually have? Classrooms lack the infrastructure for listening.

Psychological safety

Signalling confusion must carry no social cost, or silence stays the rational choice.

Anonymity

Struggle can be shared without exposure. It changes the risk equation entirely.

A continuous signal

Understanding shifts moment to moment. Periodic check-ins only catch snapshots.

Built-in feedback

A channel that exists by design, not only when a student is called upon.

02 — The system

One loop. Three parts.

A student's hands on the Abacus instrument, beads slid toward the green endConcept render
01 · Student

The instrument

Five beads on a lit track. Slide toward friction or confidence, any time, without raising a hand.

02 · Teacher, live

Read the room

The whole class as a live heatmap, with gentle nudges toward who needs help, while there's still time to help.

David presenting the post-class accountability screens at GradEx
03 · After class

Post-class accountability

Session reports specific enough for each student, broad enough for the whole class.

Signals, not surveillance. No cameras, no microphones. Students choose what they share, and classmates never see it.

03 — The making

From sketch to product.

Early pencil and marker sketches of the Abacus device
01Sketches
Low-fidelity prototypes in paper, cardboard and MDF
02Paper, card & MDF
A 3D-printed mid-fidelity prototype being tested by hand
033D-printed prototypes
Rendered Abacus device with its lit bead trackConcept render
04Product
04 — The difference

Built for the moment
others miss.

FeatureAbacusKahootClickersCanvas LMSMentimeterNearpod
Real-time feedback
Physical, tactile interface
Anonymous signalling
Continuous confidence tracking
Post-session analytics
AI-powered insights
Individual student profiles
Full supportPartialNoneOn the Abacus roadmap

Abacus team analysis, 2026.

The only solution combining physical and continuous feedback.

David presenting Abacus to students at GradEx
05 — Proof

Tested with the people it serves.

50,000+GradEx attendees
5Days on show
500+Pitched directly

Abacus began as David's Industrial Design thesis at OCAD University, then met its audience at GradEx: students, educators and facilitators trying the instrument for themselves.

What students said after trying it
  • "I really need this in Mrs. ——'s class."
  • "I can't wait to get this in our classrooms."
  • "This is extremely helpful. I see how I could use this."

Middle and high school students at GradEx, OCAD University.

David Chidi Emmanuel
Why David
"I'm an expert of the student experience."

Thousands of hours on the student side of the desk. Abacus is what I built the moment I stepped out of the seat: to fix what we all sat through.

David Chidi Emmanuel · Founder
06 — What comes next

The road ahead.

✓ Built

Foundation

  • Desk instrument v1
  • Five-bead slider
  • Live heatmap dashboard
  • Session reports
● Now

Pilot & prove

  • First partner schools
  • NFC desk mapping
  • Teacher onboarding
  • Efficacy studies
  • Student profiles
  • AI insights engine
Next

Scale & integrate

  • Canvas and Google Classroom
  • Student information systems
  • Mobile app
  • District admin tools
Vision

Expand

  • Multi-mode input devices
  • Predictive analytics
  • Parent portal
  • Higher education & international
  • Research partnerships
Join the first classrooms

Help us make every
classroom listen.

We're looking for partner schools for a first pilot, from a few weeks to one term, and talking with investors who care about education.

Sources

  1. Rowe, M. B. (1986). Wait time: Slowing down may be a way of speeding up! Journal of Teacher Education, 37(1), 43–50.
  2. OECD (2024). PISA 2022 Results (Volume V): Learning Strategies and Attitudes for Life. OECD Publishing.
  3. Gallup (2018). The School Cliff: Student Engagement Drops With Each School Year.
  4. Freeman, S., Eddy, S. L., McDonough, M., et al. (2014). Active learning increases student performance in science, engineering, and mathematics. PNAS, 111(23), 8410–8415.
  5. Hattie, J., & Timperley, H. (2007). The power of feedback. Review of Educational Research, 77(1), 81–112.
  6. Teacher quotes: Abacus survey of 30+ teachers and learning facilitators, 2026. Student quotes: GradEx, OCAD University, 2026. Unit timeline: illustrative.
  7. Product images marked "Concept render" were rendered with AI assistance. Competitive comparison: Abacus team analysis, 2026.