Social Care & HR · England & UK · 2026
Practise the conversations that matter — safely and evidence-based.
AI conversation simulator for social care practitioners and HR professionals. Train on realistic cases with consistent AI personas — without risk to real clients or employees.
Why this matters
The hardest conversations happen before practitioners are ready for them.
Professionals in social care, health, and HR are expected to manage emotionally charged, legally significant conversations — often with minimal realistic practice beforehand.
Traditional training is hard to scale. Role-play can feel artificial. Real cases are too sensitive to use as training material. And supervision time rarely stretches to the difficult conversation that's coming up next week.
KallosSim creates a safe environment where practitioners can build confidence, sharpen judgement, and improve communication quality — before the real conversation happens.
The gap
Social workers, health visitors, and HR managers routinely face resistant, distressed, or hostile individuals — but most receive little structured practice in handling these dynamics before they encounter them in real life.
The risk
Poor communication in high-stakes conversations can damage trust, miss safeguarding risks, trigger complaints, or create legal exposure. These are not soft skills — they are professional competencies with real consequences.
The solution
Repeatable, realistic, evidence-grounded practice with structured feedback. The same scenario can be practised at different complexity levels — until the practitioner is ready for the real thing.
The mathematics of practice
No two sessions
are ever the same.
Ten configuration cards. Each with multiple options. Multiply them together and the numbers become extraordinary.
10 × 9 × 4 × 5 × 6 × 9 × 7 × 6 × 40 × 4 = 653,184,000 card configurations × AI generation = unlimited unique practice sessions Grounded in sector-specific legislation, frameworks, and evaluation criteria
What you get
Built for professional learning
Everything a practitioner needs to build real competence — not just tick a CPD box.
Realistic AI personas
Anxious, hostile, withdrawn, or resigned — each persona responds consistently to your words, tone, and choices across the full conversation.
Evidence-based evaluation
Five specialist AI agents score your performance against statutory criteria — with cited rationale drawn from Working Together 2026, the PCF, and the ACAS Code.
Safe and private
No real case data. No recordings. No risk to clients, families, or your registration. Every session is isolated and GDPR-compliant.
Critical judgment moments
Every session contains a hidden trigger point — a moment where a statutory duty, consent issue, or equality obligation activates. Recognise it and act, or see exactly what you missed in the debrief.
Statutory knowledge base
Grounded in 40+ frameworks — Working Together 2026, Care Act, MCA 2005, Equality Act, ACAS Code, and more. The AI knows the same standards as your regulator.
CPD journal export
Structured reflection journals — with your quotes, scores, and statutory references — ready to submit to HCPC, Social Work England, or CIPD.
Simple to use
How it works
Three steps. No setup. Run your first session in under two minutes.
Choose a scenario
Select a professional context, conversation type, and level of complexity. The platform adapts to your role — social worker, HR manager, health visitor, and more.
Practise the conversation
Engage with a realistic AI-supported persona. The character responds consistently to your tone, questions, and choices — with emotional states that shift as the conversation develops.
Review structured feedback
Receive a detailed debrief on communication quality, question style, emotional tone, and professional judgement — with citations from the relevant statutory framework.
Five sectors. One engine.
Built for the conversations
that carry the most risk.
The same AI engine, configured for the statutory frameworks, roles, and high-stakes moments specific to each sector.
Children's Services
Social workers, DSLs, IROs, and early help practitioners
Grounded in Working Together 2026 and the Children Act 1989. Practice initial assessments, s47 enquiries, child protection conferences, LAC reviews, and ABE-standard interviews — with personas who deny, deflect, or disguise compliance.
- Social Worker · DSL · IRO
- Health Visitor · Early Help Worker
- Supervising Social Worker · Registered Intermediary
Working Together 2026 · Children Act 1989 · PACE 1984 · NSPCC · SCIE · PCF
Adult Social Care
Adult social workers, AMHPs, Best Interests Assessors, and registered managers
Grounded in the Care Act 2014 and the Mental Capacity Act 2005. Practice needs assessments, s42 safeguarding enquiries, Deprivation of Liberty decisions, and placement reviews with fluctuating or contested capacity.
- Adult Social Worker · AMHP
- Best Interests Assessor · Registered Manager
- SENCO · Occupational Therapist
Care Act 2014 · Mental Capacity Act · DoLS · Making Safeguarding Personal · SCIE
Health
Health visitors, named nurses, and CAMHS practitioners
Grounded in NHS safeguarding guidance and NICE guidelines. Practice new birth visits, safeguarding concerns with faith or cultural conflict, deteriorating family situations, and multi-agency referrals that require you to act on professional judgment alone.
- Health Visitor · Named Nurse for Safeguarding
- CAMHS Practitioner · Community Paediatrician
NHS Constitution · CQC standards · NICE guidelines · Children Act s47 · ICB frameworks
Youth Justice
Youth Justice Workers in YOT teams
Grounded in LASPO 2012 and the Youth Justice Management Framework. Practice AssetPlus interviews, restorative justice conversations, pre-sentence report gathering, and welfare check-ins with young people who are disengaged, frightened, or under county lines coercion.
- Youth Justice Worker · YOT Case Manager
- Restorative Justice Practitioner
LASPO 2012 · YJMF · AssetPlus · Trauma-informed practice · Children Act 1989
Sector landing /youth-justice · simulator /youth-justice/app
HR & Employment
Line managers, HR Business Partners, and ER specialists
Grounded in the ACAS Code of Practice and the Employment Rights Act 1996. Train conduct, performance, absence, grievance, reasonable adjustment, and wellbeing conversations — including disability disclosures, covert recording, and unfair dismissal risk.
- Line Manager · HR Business Partner
- Employee Relations Specialist · People Manager
- Occupational Health Liaison · Union Liaison
ACAS Code of Practice · Equality Act 2010 · Employment Rights Act · CIPD · ERA 1996
Separate HR product · landing at /hr · simulator at /hr/app
All sectors
The same rigour across every sector.
One AI engine. Five statutory knowledge bases. The same multi-agent evaluation pipeline — configured for the frameworks, roles, and judgment moments specific to each professional context.
View all services →
What the AI generates
The conversations that
actually matter.
Every session is AI-generated from your card selections — fresh persona, background, and situation every time. Grounded in UK statutory frameworks and reviewed against current guidance.
Children's Services
- Section 17 Assessment — Family in DenialL1
- Section 47 Enquiry — Non-CooperationL2
- Initial Child Protection Conference — Hostile ParentL3
- UASC Age Assessment — Distressed Young PersonL2
- Domestic Abuse Enquiry — Coercive ControlL3
- Child Protection Visit — Deaf Parent (BSL)L2
- Leaving Care — Transition to IndependenceL1
- Kinship Carer — First Formal AssessmentL2
- Mental Capacity Assessment — Fluctuating CapacityL3
- Child Protection Assessment — Makaton-Using ParentL2
- + 37 more across every statutory stage—
HR & Employment
- Informal Conduct — Lateness Pattern with Fairness ChallengeL2
- Return to Work — Mental Health AbsenceL2
- Performance Improvement — Senior Employee, DismissiveL3
- Grievance Investigation — Alleged Exclusion and RaceL3
- Reasonable Adjustment Discussion — Anxiety DiagnosisL2
- Welfare Check — Employee Showing Signs of BurnoutL2
Separate HR product — full scenario library and ACAS-grounded evaluation on hr.html · simulator at /hr/app
Complexity guide
- L1Foundation — clear role, willing participant, low ambiguity
- L2Intermediate — resistance, competing needs, procedural stakes
- L3Advanced — high stakes, legal risk, intersecting factors
Designed for sensitive environments
Built for organisations that take responsible AI seriously.
KallosSim is designed for professional contexts where data sensitivity, safeguarding, and practitioner wellbeing are non-negotiable. The platform supports controlled deployment — not consumer-grade roll-out.
KallosSim supports training and reflection. It does not make professional decisions, assess real service users, or replace supervision, legal advice, or clinical judgement.
- No real client or employee data required for training scenarios
- Role-based access — trainees, team leads, and senior managers see different data
- Organisation-level configuration of scenarios and access settings
- Privacy-by-design — sessions are isolated and not used to train AI models
- GDPR-compliant · UK GDPR · DPA 2018
- Suitable for pilot and controlled organisational deployment
- Human-led learning and reflection throughout
- Transparent AI — full explanation of how evaluation works available on request
- Not a decision-making system — all professional judgement remains with the practitioner
Larger org? Contact for a quote
Ready to practise?
Free tier available — no credit card. Run your first conversation in under two minutes.