COMPETENCE AI · SCHOOL INTELLIGENCE
Artificial intelligence should make an educator’s day easier, not more complicated.
Competence Studio brings together trusted school information, accessible educational AI tools and carefully designed workflows to help educators prepare, assess, understand and respond.
Less time on repetitive administration.
More time for meaningful teaching and learner support.
Competence AI is a capability within School Intelligence—not a separate chatbot. The workflows below describe the product’s intended direction, developed progressively. Ask which capabilities are currently available to demonstrate.
LESS RECAPTURING. MORE USEFUL INFORMATION.
Schools already collect valuable information about attendance, assessment performance, teaching progress and learner support. The problem is that it often has to be copied into different forms, spreadsheets and reports.
Competence Studio changes the approach. Once information has been captured and verified, it can support educators, school management, departmental reporting and learner intelligence—without asking someone to enter the same information again.
Captured, checked and confirmed by the appropriate person
One record. Only the uses and people the school authorises.
Reuse does not mean unrestricted access. Role-based permissions still apply. Missing information must be collected or clarified—not invented by AI.
01 TEACHING & LEARNING RESOURCES
Preparing an effective lesson involves finding suitable information, choosing the right examples and adapting material for different learning needs.
Competence Studio guides educators through a practical two-phase process using available Google educational AI tools, including NotebookLM.
First, identify and select useful curriculum-aligned sources. Then use those sources to develop learning resources that support the lesson.
ILLUSTRATIVE NOTEBOOKLM WORKFLOW
Establish the grade, subject, ATP topic and learning objective. Prepare guidance for finding and evaluating sources. The educator checks and selects what to use.
Work from the selected sources in NotebookLM or other available Google tools. Check accuracy, curriculum fit and suitability before classroom use.
An educator-guided external-tool workflow, not a claim of a live integration. Features, quotas and output types depend on the service and account entitlements. Use only sources the school permits; do not upload identifiable learner records without appropriate authorisation.
Clearer explanations and more purposeful practice—selected and checked by the educator who knows the class.
02 ASSESSMENT INTELLIGENCE
Assessment should do more than generate marks. Competence Studio helps educators use CAPS and Annual Teaching Plan content to develop assessment ideas and structured question papers.
AI-assisted moderation recommendations help Heads of Department examine curriculum coverage, memorandum accuracy, mark allocations and cognitive demand.
With a checked assessment blueprint and confirmed marks, structured mark sheets can reveal performance by question, knowledge area and cognitive level—making it easier to see where support may be needed.
Subject-specific CAPS requirements guide cognitive-demand review. Verified calculations are distinct from AI interpretations; educators and HODs retain the decisions.
Explore Assessment Intelligence
04 DEPARTMENTAL REPORTING
Schools are regularly asked to produce lists, spreadsheets and reports using information they have already recorded. Competence Studio is designed to make that work easier.
When a school receives a departmental reporting request, authorised staff can use information already held in the system to prepare the required document.
For unfamiliar templates or reporting requirements, AI can assist with interpreting the request and mapping the necessary information into the required format. The completed document is checked and approved by the school before submission.
Record it once. Report it whenever needed.
TRY A FICTIONAL REPORTING EXAMPLE
Illustrative Grade 10 attendance return—not an official DBE, WCED or CEMIS template.
“Provide registered, present and absent totals for each Grade 10 class.”
If an unfamiliar template asks for information not held—such as transport routes—staff must clarify or collect it. AI cannot fill the gap with a guess.
The fictional records are ready. Generate a report to see how checked information can be reused.
AI can help with an unfamiliar requirement. Deterministic software should generate and validate repeat reports—without a new Frontier AI call each time. This local CSV example does not extract a database or submit anything to a department.
05 INDIVIDUAL LEARNER SUPPORT
Everyday school activity gradually builds a richer understanding of each learner. Assessment results, attendance patterns, educator observations, curriculum progress and recorded interventions can be brought together across terms and academic years.
Competence Studio is designed to help authorised educators examine that information and recognise emerging difficulties. At term-end, AI can assist with preparing evidence-grounded learner summaries using confirmed records.
Instead of rebuilding a learner’s history from memory, the educator reviews, corrects and confirms the suggested narrative. The educator remains responsible for the final report.
FICTIONAL LEARNER A · ILLUSTRATIVE HISTORY
Assessment: 24 / 50. Functions: 2 / 15. Attendance: 44 / 50 days. Recorded observation: needs help explaining graph relationships.
Educator records a small-group functions activity and two follow-ups. A later practice task records 7 / 10—not directly comparable to the earlier assessment.
Bring confirmed results, attendance, curriculum progress and support records together. A missing observation remains missing.
“Learner A participated in recorded functions support. A later practice task shows 7 / 10. Review independent classwork before deciding the next step.”
Educator checks → corrects → confirmsInvented records, not an actual learner. No diagnosis, prediction of a learner’s future or claim that the support caused improvement. The intended longitudinal view can span academic years where authorised records exist.
06 AI-ASSISTED INCIDENT REPORTING
It starts with the register. Not another form.
An educator records a relevant observation as part of the normal school routine. Once the paper record is captured and verified, Competence Studio identifies matters requiring further attention.
When a detailed report is needed, the educator can describe what happened in their own words. AI assists with transcription and a structured statement, which the educator reviews and confirms.
The original observation, confirmed statement and subsequent follow-up remain connected.
Less time writing. Better records. More time for learners.
ONE OBSERVATION · A CONNECTED RECORD
Register-class and subject-class educators use the same controlled observation-code reference during normal attendance routines.
SA-02 · Subject class weekly attendance & observation
The scan is checked against the controlled form and code reference. The original paper reference is retained.
Only verified information moves on.The observation makes an incident-report option available. School policy determines when a report is compulsory.
Positive observations and routine concerns remain distinct from incidents.If a detailed report is needed, the educator speaks naturally, then reviews and confirms the structured statement below.
Try the local example ↓The paper observation, confirmed statement, authorised review or investigation, decision and follow-up stay connected to the relevant learner history.
Current workflow: controlled paper capture first. Authenticated digital entry may support the same governed process in future; it does not replace the current paper origin shown here.
ILLUSTRATIVE INTERACTIVE EXAMPLE
Fictional browser-only demonstration. No microphone, recording, transcription service or school system is used.
ORIGINAL SPOKEN ACCOUNT
“During the second break, I saw two learners arguing near the classroom. I asked them to stop and move apart. Another educator came over, and we spoke to the learners separately.”Illustrative transcription · fictional account · no audio captured
AI-ASSISTED STATEMENT
The structured draft will appear here beside the original account.
Compare the draft with the original account. It may not add names, precise times, motives, threats, findings or new facts.
Original fictional account ready. Prepare the statement when you are ready. Nothing is recorded or sent.
Every controlled observation can make an incident report available; the school's approved policies determine when reporting is compulsory. An observation is not automatically misconduct, and an allegation is not a finding. Authorised people investigate and decide, with records and follow-up kept under appropriate access.
THE DIGITAL EDUCATOR FILE
Competence Studio’s Digital Educator File is designed to bring together evidence of everyday professional work: teaching resources, assessments, attendance, curriculum progress, observations and learner-support activities.
Information is organised as work is completed, rather than asking educators to maintain another set of documents. The aim is a useful teaching workspace and a professional portfolio that can be reviewed and reproduced when needed.
Discover the Digital Educator File →Competence Studio keeps the school’s digital CAPS and ATP copies up to date—not another document-checking task for educators.
THE RIGHT TOOL. FOR THE RIGHT TASK.
Effective use of AI should not depend on every educator having a paid subscription. Competence Studio combines guided access to available educational AI tools with centrally managed Frontier AI for more demanding tasks.
For lesson preparation and learning resources, using selected sources and school-permitted tools.
Educator selects and checksFor governed, data-intensive analysis and sophisticated outputs, using approved data packages.
Administrator reviews. Educator uses.Both paths lead back to better teaching and learner support.
Retain useful outputs, avoid unnecessary repeat processing and keep the school in control of AI expenditure. Actual costs depend on usage and provider terms; savings are not guaranteed and paid features are not universally free. Shared access means authorised school-managed use—not account or password sharing.
PROFESSIONAL JUDGEMENT, ALWAYS
Competence Studio is designed around human professional judgement. AI-generated recommendations are checked before they become part of a formal school process.
Access to learner information is governed by roles and responsibilities. School records remain under the school’s control, with appropriate approval before information is used in external tools.
Technology supports the people responsible for teaching, assessment, intervention and school management. No automated learner decisions or legal certification are claimed.
SEE THE WORKFLOWS, STEP BY STEP
Short explainers are planned for the workflows below. They are not yet available on this page.
60 sec · plannedTEACHING RESOURCES
From a learning objective to selected sources and checked classroom resources.
Explainer coming soon
60–75 sec · plannedSHARED FRONTIER AI
A purposeful request, a reviewed package and a useful output the school can retain.
Explainer coming soon
60 sec · plannedDEPARTMENTAL REPORTING
Reuse confirmed information to prepare a report without recapturing it.
Explainer coming soon
60–75 sec · plannedLEARNER SUPPORT
Evidence across terms, brought together for professional review and thoughtful support.
Explainer coming soonEVERY LEARNER MATTERS. EVERY DAY MATTERS.
Discover how Competence Studio helps your school make practical use of AI—simplifying administration, enriching lessons and turning everyday information into opportunities for earlier learner support.
