AI pilot decision plan

How every AI pilot at LAET is scored, which call it gets, and what has to happen next
London Academy of Excellence Tottenham 2026/27 Snapshot · 9 Oct 2026
Owner: Digital Lead
0Scale
7Shrink
2Pause
0Kill

Nine pilots, nine proposed calls. None is ready to scale yet. Seven run on a narrower scope while evidence is gathered, and two are on hold until a named blocker clears. First deadline: 23 October.

1

Score four questions

Each question is scored 0 to 5 from evidence. The evidence and its source sit on the pilot's own tab, so anyone can check a score.
Value → value for money

What gets better than today, and do people use it?

  1. 1No better than today, or rarely used
  2. 3Some measured gain; some people use it
  3. 5Large measured gain; used every week
Cost → value for money

Is the full cost worth paying, including checking and rework?

  1. 1Costs more than it saves
  2. 3Roughly breaks even
  3. 5Clearly cheaper per task, all costs counted
Quality → readiness

Is the output good enough, checked by someone independent?

  1. 1Below the standard
  2. 3Meets the standard on some tasks
  3. 5Meets the standard on an independent check
Risk → readiness

If it goes wrong, is the harm small, and can someone stop it?

  1. 1Serious harm possible; nobody can stop it
  2. 3Controls exist but are untested
  3. 5Tested controls; a named owner can stop it
2

Add two totals and read the call

The two totals place a pilot on the map, and the zone it lands in is the rule-based call. The proposed call is the decision people make, and the dot shows it in its colour.
Value for money=Value+Cost Readiness to scale=Quality+Risk Each runs 0 to 10. 6 or more is high.
Pilot mapEach pilot plotted by value for money (across) and readiness to scale (up), coloured by its proposed call. 0 0 2 2 4 4 6 6 8 8 10 10 Value for money (Value + Cost), 0 to 10 Readiness to scale (Quality + Risk), 0 to 10 KILL value for money 5 or less SCALE both totals 6 or more SHRINK readiness 5 or less P01 AI Marking app: Shrink (value for money 7, readiness 5)P01 P02 Staff dashboard, LEA assistant and Governors' report: Shrink (value for money 6, readiness 3)P02 P03 UCAS reference app: Pause (value for money 2, readiness 2)P03 P04 Trips optimisation: Pause (value for money 0, readiness 0)P04 P05 Instructional coaching: EdTech and AI (TPACK and SAMR): Shrink; P06 4D AI framework for staff: Shrink (value for money 5, readiness 6)P05, P06 P07 Staff-built (vibe-coded) apps: Shrink (value for money 5, readiness 2)P07 P08 Student AI tools and 4D framework: Shrink (value for money 6, readiness 5)P08 P09 A* Toolkit: EdTech tools for staff, mapped to SAMR, TPACK and Rosenshine: Shrink (value for money 5, readiness 5)P09
Scale Shrink Pause Kill Dot = proposed call. Shaded zone = rule-based call. Select a dot to jump to the pilot.
Set by the zone

Scale

Value for money 6+ and readiness 6+

Expand only the tasks and users the evidence supports, with a review date and a stop rule.

Moves to the next stage or the next tier.

Shrink

Value for money 6+, readiness 5 or less

Cut back tasks, users or authority. Run a bounded test of what is still uncertain.

Stays at its stage with a narrower scope or tier.

Kill

Value for money 5 or less

End this proposal. Name who closes it and keep what was learned.

Goes to Retire.
Overrides

Pause

A named blocker must clear first

Hold use until one blocker clears: a legal or safeguarding gate, an unsigned DPIA, missing evidence, or no capacity. Name an owner and a restart date, then re-score.

Holds at its stage. Pause is a hold, so it has no zone.

Red card

Quality or Risk at 0 or 1

No Scale, whatever the total.

Rule and judgement. The rule-based call is a formula. The proposed call is a judgement; when the two differ, the pilot says why.

3

Where each pilot stands

Each card shows the four scores, the two totals, the call and when it is next due. The scope, next action and stop rule for each pilot are kept in the school's internal decision sheet.
Show
P01Production, six staff

AI Marking app

Shrinkmatches the rule
V3
C4
Q2
R3
Value for money 7Readiness 5
Next due
27 Nov 2026
Review
12 Feb 2027 · Academic Board
Sponsor
Deputy Headteacher (Academic)
P02Live

Staff dashboard, LEA assistant and Governors' report

Shrinkmatches the rule
V3
C3
Q2
R1
Value for money 6Readiness 3Red card
Next due
11 Dec 2026
Review
29 Jan 2027 · AI Steering Group
Sponsor
Deputy Headteacher (Pastoral)
P03Pilot, live since September 2026

UCAS reference app

Rule says KillPause
V2
C0
Q1
R1
Value for money 2Readiness 2Red card

Why not the rule: The rule reads Kill because evidence has not been collected yet. The pilot already has a defined test (its first 30 references), so it holds until a named blocker clears, then is re-scored.

Next due
23 Oct 2026
Review
27 Nov 2026 · AI Steering Group
Sponsor
Assistant Headteacher (Pastoral)
P04Idea

Trips optimisation

Rule says KillPause
V0
C0
Q0
R0
Value for money 0Readiness 0Red card

Why not the rule: No pilot has run, so the rule reads Kill. Pause until a pilot card exists with a scope, a measure and a stop rule.

Next due
27 Nov 2026
Review
29 Jan 2027 · AI Steering Group
Sponsor
Business Director
P05Built, not yet in use

Instructional coaching: EdTech and AI (TPACK and SAMR)

Rule says KillShrink
V1
C4
Q2
R4
Value for money 5Readiness 6

Why not the rule: The rule reads Kill because there is no usage evidence yet. Cost and risk are low, so a bounded test with two departments is cheaper than stopping.

Next due
11 Dec 2026
Review
12 Feb 2027 · Academic Board
Sponsor
Deputy Headteacher (Academic)
P06Baseline done

4D AI framework for staff

Rule says KillShrink
V2
C3
Q2
R4
Value for money 5Readiness 6

Why not the rule: The rule reads Kill on value for money because delivery has not started. Run the shared core first and measure it before wider rollout.

Next due
11 Dec 2026
Review
26 Mar 2027 · Academic Board
Sponsor
Headteacher
P07Sandbox

Staff-built (vibe-coded) apps

Rule says KillShrink
V2
C3
Q1
R1
Value for money 5Readiness 2Red card

Why not the rule: The rule reads Kill, but the value of staff building is part of the strategy. Keep building on made-up data inside the school's sandbox while evidence is gathered.

Next due
27 Nov 2026
Review
29 Jan 2027 · AI Steering Group
Sponsor
Business Director
P08Running, Autumn 1

Student AI tools and 4D framework

Shrinkmatches the rule
V2
C4
Q2
R3
Value for money 6Readiness 5
Next due
27 Nov 2026
Review
12 Feb 2027 · Academic Board
Sponsor
Assistant Headteacher (Student Engagement)
P09Built, not yet released to staff

A* Toolkit: EdTech tools for staff, mapped to SAMR, TPACK and Rosenshine

Rule says KillShrink
V1
C4
Q2
R3
Value for money 5Readiness 5

Why not the rule: The rule reads Kill because staff have not used it yet. It costs nothing to run and keeps pupil data out, so a bounded trial in two departments is the cheaper way to find out.

Next due
11 Dec 2026
Review
12 Feb 2027 · Academic Board
Sponsor
Deputy Headteacher (Academic)

Not yet a pilot: F1 Read-only data agent. A future deliverable that needs the AI-safe data layer first.

4

What is due, and when

Every next-action deadline and review date in date order. Dates are proposals until they are matched to real meeting dates.
27 Nov2026
  • ActionP01Next action due
  • ReviewP03Re-score and confirm the call at AI Steering Group
  • ActionP04Next action due
  • ActionP07Next action due
  • ActionP08Next action due
11 Dec2026
  • ActionP02Next action due
  • ActionP05Next action due
  • ActionP06Next action due
  • ActionP09Next action due
29 Jan2027
  • ReviewP02Re-score and confirm the call at AI Steering Group
  • ReviewP04Re-score and confirm the call at AI Steering Group
  • ReviewP07Re-score and confirm the call at AI Steering Group
12 Feb2027
  • ReviewP01Re-score and confirm the call at Academic Board
  • ReviewP05Re-score and confirm the call at Academic Board
  • ReviewP08Re-score and confirm the call at Academic Board
  • ReviewP09Re-score and confirm the call at Academic Board
26 Mar2027
  • ReviewP06Re-score and confirm the call at Academic Board
5

When to re-score

Pilots move through the eight Idea-to-Production stages. They are re-scored at four gates (gold), where new evidence arrives, and the call at each gate decides the move.
1IdeaExplore
No re-score

Free to explore. No score needed.

No one

2SandboxExplore
Re-score: Quick scoreBefore filing the Build request

Scale or Shrink: file the Build form at the level and tier the scores support. Pause: stay in Sandbox. Kill: stop; nothing to close.

Digital Lead with the SLT sponsor

3BuildBuild and rehearse
No re-score

Level and tier assigned; the scores carry forward.

Digital Lead

4StagingBuild and rehearse
Re-score: Quality and RiskBefore leaving Staging

A red card blocks the Pilot. Otherwise the pilot goes ahead.

DPO and IT/Network Manager

No pilots here
5PilotProduction
Re-score: Full scoreAt the end, against a rule written in advance

Scale: go to Production at the tier the evidence supports. Shrink: re-run narrower. Pause: hold until the blocker clears. Kill: Retire.

Digital Lead and the sponsoring head of department; SLT sponsor signs

6ProductionProduction
No re-scoreUses the Pilot score

Signatories sign by level and tier (Governance tab).

Signatories by level and tier

7LiveProduction
Re-score: TermlyEach termly review, and after any incident or model change

Scale: move up a tier, back through Staging. Shrink: fewer users or less scope. Pause: suspend use. Kill: Retire.

SLT sponsor at the termly governance meeting

8RetireProduction
No re-score

Close it down and keep what was learned.

Digital Lead; DPO confirms deletion

No pilots here

Re-score outside the schedule when a user group, dataset or integration goes beyond the pilot's level or tier; the AI model behind it changes; an incident, complaint or safeguarding concern arises; a termly review fails; or the SLT sponsor asks for it.

6

Who owns it and who decides

Each pilot has one SLT sponsor who owns it and signs it off. Its forum takes the call at each review.

SLT

Money, priorities and college-wide sign-off. The Principal signs anything used college-wide.

Academic Board

Pedagogy and assessment: AI marking policy, coaching, the 4D frameworks and student AI tools. Led by the Deputy Headteacher Academic.

AI Steering Group

Governance gates: DPIAs, risk tiers, security and the app register. Digital Lead, DPO, IT/Network Manager and DSL.

SLT sponsors

  • Deputy Headteacher (Academic)P01P05P09
  • Deputy Headteacher (Pastoral)P02
  • Assistant Headteacher (Pastoral)P03
  • Business DirectorP04P07
  • HeadteacherP06
  • Assistant Headteacher (Student Engagement)P08
  1. One sponsor per pilot owns it and signs it off.
  2. Re-score at four gates. Scale goes on, Shrink narrows, Pause holds, Kill retires.
  3. Other sign-offs follow level and tier: DPO and IT/Network Manager from Level 2 or T2, the DHT Academic from Level 3 or T2, the Headteacher for Level 4 and all-staff or all-student use.
  4. Stakeholders hear first. Nothing widens before the people it affects are told.
  5. Termly report. Each sponsor reports KPIs, the latest scores and the call. Decisions go in the Decision log.