TESSA Ethical AI Training
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Director view DCS · strategic
Governance lead DPO · audit
Team manager operational
Learner self-view personal

Good morning. Here's where you stand.

Workforce AI literacy readiness
/100
Composite · workforce trained against BASW, SWE, Oxford pledge
Seats in use
— idle · review at renewal
AOP coverage FLAG
%
Below 50% threshold
Anti-Oppressive Practice · Module 3
Cost per certified
vs £360 in-house
— return against baseline

Inspection readiness over time

Own trend only · month-end snapshots
100% 75% 50% 25% Nov Dec Jan Feb Mar Apr May Now
Readiness score Current
Cost efficiency
× return
against in-house CPD baseline
Annual fee
Estimated in-house equivalent
Net saving
Methodology: 6 hrs learner time + 2 hrs L&D time per practitioner vs 4 hrs with TESSA. Full workings in appendix.
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Training coverage by framework

% of workforce certified in modules that map to each professional framework. Click for module-level detail.
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Performance by team

— teams · click any row to drill down
Team Service area Programme complete AOP completed Status
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Flags for your attention

— items · top priority
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Admin & seat management

Designated leads who can add or remove seats and access the dashboard.
Joiner / leaver automation: manual today. Roadmap options: HR system feed (CSV upload), SCIM provisioning, or SSO-on-first-login. Each has trade-offs around accuracy and setup cost. Discuss at next renewal.

Data exports

Full workforce training data
— records · CSV (Power BI / Excel ready)
Download CSV
Per-team summary
11 teams · programme & AOP completion
Download CSV
Framework coverage
6 frameworks · current status
Download CSV

Renewal justification

Appears month 9–12 · ready for board
At renewal, these are the numbers you'd present to the cabinet:
Readiness gain since rollout
Incidents resolved
Certificates issued— to date
Practitioners with Module 1 done
Net commercial value

Hello Sara. Three open incidents.

Open incidents
3
2 in last 48 hrs
1 anonymisation · 2 pattern flags
DUAA logs · this week
312
+22% week-on-week
Each = one human-review record
Mean time to resolve
6.3 hrs
Target: under 24 hrs
Median across last 30 days
Unresolved flags
11
5 awaiting DPO review
6 awaiting line manager

Live audit trail

Every event. Filterable. Exportable. This is what the inspector sees.
All events Sandbox Breaches DUAA Edits
12:04:17
BREACH
Auto-block: identifiable data detected. User u-2847 · Children's LAC. Forwarded to DPO.
View →
12:03:51
DUAA
Human review logged. Prompt p-18472. Editor: J. Okafor. 3 edits before finalising.
View →
12:01:02
SANDBOX
Module 3 scenario submitted. u-2847. VERA:H score 8.4/10. Passed.
View →
11:58:44
CERT
Certificate issued. S. Begum, Module 5. Cert ID c-00312. 89% final score.
View →
11:54:10
EDIT
Prompt p-18471 edited by user before submission. 7 edits. 82% of AI output modified.
View →
11:52:03
POLICY
Policy alignment check: prompt cites "Meadowbridge AI Policy s.4.2" correctly. Logged.
View →
11:48:19
DUAA
Human review logged. Prompt p-18470. Editor: M. Tariq. Output flagged as hallucination, corrected.
View →
11:41:22
BREACH
Auto-block: NHS number pattern detected. User u-2103. Logged, re-training prompt issued.
View →

Risk heatmap · by team

Breach rate vs completion rate
Breach rate →
Completion rate →
✓ Safe zone
△ Low engaged
△ High risk
⚠ Critical
Adults Assess.
Early Help
Bus. Support

Policy alignment

% of prompts citing Meadowbridge AI Policy
s.4.2 · Meaningful human involvement
94%
s.5.1 · Anonymisation before input
97%
s.3.6 · Audit trail retention
100%
s.6.4 · Incident escalation
88%

Data flow · where user data goes

Read-only · synced from platform config
Learner
UK · browser
TESSA
Firebase · UK
Anthropic API
ZDR · UK/EU
Last DPIA review: 14 Feb 2026 by S. Habib (DPO). Next due: 14 Aug 2026.

Morning, Marcus. Three things for supervision this week.

My team trained
10/12
83%
2 in progress
On track
9
+1 this week
Pacing at or ahead of deadline
Overdue
2
3rd nudge sent
Escalate if no action by Friday
Flags for 1:1
3
Use in supervision
Coaching prompts generated below

Team roster · Children's Looked After

Click a name for full history
J. Okafor
Social Worker
Completed
97%
2 min ago
✓ Cert
S. Begum
Senior Social Worker
Completed
89%
9:12 am
✓ Cert
M. Tariq
Social Worker
Completed
91%
11:48 am
✓ Cert
R. Chen
Practice Ed
Module 4 of 5
84%
Yesterday
On track
A. Nowak
Social Worker
Module 3 of 5
78%
Yesterday
On track
L. Hargreaves
Social Worker
Module 3 of 5
72%
3 days ago
On track
D. Ellis
Social Worker
Module 2 of 5
8 days ago
Overdue
P. Mwangi
Social Worker
Module 1 of 5
12 days ago
3rd nudge

Nudge centre

Pre-written · one-click send
Gentle · first reminder
"Hi [name], just a quick nudge — Module 2 is due by Friday. It's about 25 mins. Let me know if you need anything."
Used 14 times this month · 78% completion within 48hrs
Firm · second reminder
"[name], the training deadline has passed. Please complete by end of day Friday or we'll need a conversation in our 1:1."
Used 6 times this month · 84% completion within 24hrs
Final · escalation
"[name], this is the final reminder before I need to escalate to [HoS]. Please complete today or let me know what's blocking you."
Used 2 times this month · 100% response

Coaching prompts for 1:1s

Auto-generated from team activity
Topic 01 · J. Okafor
Excellent work on Module 5. First-time pass at 97%. Consider asking J to mentor R. Chen who's about to start Module 4.
Recognition · succession planning
Topic 02 · L. Hargreaves
Struggled with hallucination detection in Module 4 (scored 62%). Consider replaying Section 4.5 before Module 5.
Practice development · capability
Topic 03 · P. Mwangi
12 days since last login. Two deadlines missed. Explore whether this is workload, motivation, or technical blocker.
Attendance · wellbeing check

Welcome back, Jamal. Module 5 is next.

Your programme
Four down. One to go.
You've passed Modules 1 to 4 with an average score of 87%. Module 5 is the scenario-based assessment. You'll get a full case study, write a prompt using VERA:H, catch the deliberate errors, and submit your corrected output. Certificate follows on pass.
80%
Complete

Your learning path

Five modules · adults track · Care Act focus
Module 01
AI Foundations
Completed · 92%
View certificate
Module 02
Legal & Ethical
Completed · 88%
View certificate
Module 03
Prompt Sandbox
Completed · 84%
View certificate
Module 04
Quality Assurance
Completed · 85%
View certificate
Module 05
Scenario Assessment
Ready to start
Begin now →

Your saved prompts

Private · only visible to you
Care Act assessment · Mrs Kaur scenario 3 days ago
I am a qualified social worker completing a Care Act 2014 needs assessment. Apply national eligibility criteria. Draft presenting needs...
★ VERA:H score 8.4/10
Summary · multi-agency meeting 1 week ago
Summarise the attached (anonymised) multi-agency meeting notes. Flag key decisions, actions, and who is responsible...
★ VERA:H score 7.8/10
Rewrite in plain English · care plan s.3 2 weeks ago
Rewrite the following section of the care plan so the person being supported can understand it. Audience: reader with reading age 11...
★ VERA:H score 9.1/10
Your record
4 of 5 certificates earned
Started 14 Feb 2026 · 6.5 hours logged
Your refresh is scheduled for 14 August 2026 — a different scenario from the rotating bank.

Your reflections

Private · not shared with manager or governance

You've written 4 reflections across the modules so far.

"Realised I've been using AI for care notes without knowing about DPIAs. Need to raise at team meeting."
— Module 2 · 2 weeks ago