
KIDUORBIT · AI signal layer · Not launched
The AI brainorbiting your ERP
Pattern intelligence on attendance, fees, and academics your teams already enter ranked review queues for staff, not chatbot theatre. Next phase of KIDUART. Building now.
▸ tenant.streams → orbit.models → staff.review_queue
signal_status // no production switch yet
Orbit console
Workflows we are wiring into the ring
Same console dialect as the homepage signal layer scoped to what KIDUORBIT will add. Building lanes pulse yellow; roadmap stays muted.
Student review lists
Who needs a look this week
▸ attendance ∩ marks.trend → ranked review queue → counsellor desk
- 1Signal in
Attendance drift and academic movement already sitting in your tenant.
- 2What runs
Pattern rules and models you configure no public ranking, no auto labels.
- 3What staff sees
Authorised staff open a short queue with context, then decide follow-up.
Why orbit
Shorter scan lists. People keep the judgement.
Signal overload is the problem not lack of care. KIDUORBIT is designed to surface patterns in data you already record, hand staff a ranked review list, and leave decisions with people who know the child.
Full preview on the Signal DeskWill be
- Intelligence inside ERP modules
- Attendance · fees · academics patterns
- Flags for authorised roles only
- Human follow-up queues not labels
Will not be
- A product without the operational ERP underneath
- Public at-risk boards or WhatsApp ranking lists
- Training on your students for resale elsewhere
- A switch you can flip in production today
Already on the platform
The signal layer you can explore today
Live models and building lanes from the homepage intelligence console the foundation KIDUORBIT extends. Ask on demo which rows are clickable in your tenant.
Attendance risk forecast
Catch the slide early
attendance.monthly → regression(trend, r²) → at-risk list
- Signal in
Each student's monthly attendance percentage, rebuilt from the daily marks your teachers already take.
- What runs
A regression runs over each student's trend line, projects the next 30 days, scores confidence from the fit, and tags the direction as improving, stable or declining against the threshold your school sets.
- What your team sees
Class teachers and counsellors open a ranked at-risk list with critical cases on top, plus a parent notification list weeks before a term is lost.
Data ring
Nothing extra to type if the ERP is clean
Streams in
Attendance marks, fee ledger events, exam scores produced by daily work inside KIDUART.
Stays in tenant
Models run on your instance. We do not sell student data or train outside models on it.
Noise in → noise out
Paper attendance or wrong fee heads will amplify. Solid ERP first; orbit second.
Human loop
An alert is a start never a verdict
- 01
Orbit adds a student or account to a review list
- 02
Assigned staff open profile context
- 03
Qualitative facts first talk, check, call if policy allows
- 04
School decides support; flag cleared or monitored
See today’s KIDUART then an honest orbit preview
Walk fees, attendance, and role panels first. Ask what is clickable now versus what ships in the KIDUORBIT phase.
30-minute walkthrough
Booked around your school hours
Run on your own data
Your fee heads, classes and staff roles
No card, no lock-in
Nothing is charged to see the product
