GradeChumEngineeringPresentQ3 · 2026

Engineering Status

Bimonthly goals · Q3 2026

01
Goal #01
At Risk

Bugs Management

2

open post-release bugs

Critical open

0

Over 30-day allowance

0

Tracked releases

15

Upcoming releases

13

Target: 0 critical · max 5/3/1 bugs per huge/medium/small feature in 30 days

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02
Goal #02
Off Track

Cost Optimization

$17.27

per teacher / month

Reduction

▲ 569.3%

$/student/mo

$0.0834

Monthly spend

$2473

Target: 25% below Q2 → $1.94/teacher · $0.0765/student

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03
Goal #03
On Track

Engineering Velocity

12

features logged since Q3-2026

Went over estimate

1 / 12

Avg time vs estimate

1.00x

Q2 guide · avg hours/feature

44.5h · 25 features

Target: ship Q3 features faster than the Q2 guide by Sep 2026

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04
Goal #04
Off Track

AI Accuracy

92.8%

custom configs excl. beta types · 3,885 rubric evals · all time

Custom · Problem Solving

90.3%

Objective · lowest (Multiple Answer)

79.9%

Q2 guide · Overall (incl. beta types)

85.0%

Target: ≥95% per item type

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