Turn complex rules into
simple, explainable decisions.
ARGenesis uses Classic AI and rule engines to deliver transparent, auditable and controllable intelligence for insurers, healthcare providers, educators, retailers and public sector organisations.
Governance‑first architecture
Rule engine snapshot
Live
Eligibility ruleset
Deterministic · Fully auditable
Strict
90%
Underwriting ruleset
Deterministic · Fully auditable
Risk‑aware
83%
IFRS17 ruleset
Deterministic · Fully auditable
Reg‑locked
76%
Reserving ruleset
Deterministic · Fully auditable
Governed
69%
Compliance ruleset
Deterministic · Fully auditable
Governed
62%
Decision trace preview
Decision approved based on configured risk appetite, IFRS17 classification rules and reserving governance checks. Full audit trail available.
Turn complex rules into
simple, explainable decisions.
ARGenesis uses Classic AI and rule engines to deliver transparent, auditable and controllable intelligence for insurers, healthcare providers, educators, retailers and public sector organisations.
Governance‑first architecture
Designed for regulated industries
Rule engine snapshot
Live
Eligibility ruleset
Deterministic · Fully auditable
Strict
90%
Underwriting ruleset
Deterministic · Fully auditable
Risk‑aware
83%
IFRS17 ruleset
Deterministic · Fully auditable
Reg‑locked
76%
Reserving ruleset
Deterministic · Fully auditable
Governed
69%
Compliance ruleset
Deterministic · Fully auditable
Governed
62%
Decision trace preview
Decision approved based on configured risk appetite, IFRS17 classification rules and reserving governance checks. Full audit trail available.
Turn complex rules into
simple, explainable decisions.
ARGenesis uses Classic AI and rule engines to deliver transparent, auditable and controllable intelligence for insurers, healthcare providers, educators, retailers and public sector organisations.
ARGenesis at a glance
Core: actuarial, analytics, GenAI and software for decision-making.
Platforms: GenieAPP, GenieLab, GenieUs and the GenAI Ecosystem.
Impact areas: reserving, pricing, capital, claims, underwriting, wellbeing and education.
We combine consulting, technology and research to help organisations use AI safely, responsibly and effectively.
What is Classic AI?
Explicit rules, logic and knowledge structures you can defend in front of a regulator.
Classic AI (Symbolic AI) encodes organisational policies, regulatory requirements and expert judgment into rule engines and knowledge structures. It is the layer where you decide which outcomes are non‑negotiable and must remain consistent, explainable and auditable over time.
Where we help
- High‑stakes, regulated decisions.
- Eligibility, entitlement and compliance checks.
- Financial and actuarial logic that must be stable.
- Situations where “because the model said so” is not acceptable.
Paired with modern AI
- ML predicts risk and behaviour.
- GenAI interprets documents and supports users.
- Agentic AI orchestrates workflows.
- Classic AI locks in the non‑negotiable rules.
ARGenesis capabilities
Classic AI & rule engines you can trust in audit and production.
We combine actuarial expertise, data engineering and AI architecture to design rule systems that stand up to internal model review, external audit and regulatory scrutiny.
Expert systems
• Underwriting, risk and eligibility rules.
• Referral and override pathways.
• Embedded domain expertise.
Decision engines
• High‑volume transactional decisions.
• Configurable thresholds and tolerances.
• Scenario and A/B rule testing.
Knowledge graphs & ontologies
• Model domains like insurance, health, education.
• Map entities, relationships and constraints.
• Foundation for reasoning and semantic search.
Rule‑based risk & compliance
• IFRS 17 and financial classification logic.
• Reserving and governance checks.
• Policy, limit and coverage rules.
Explainable models
• Full decision traceability.
• Clear justifications for outcomes.
• Aligned with internal risk appetite.
Governed evolution
• Change control across versions.
• Impact analysis before deployment.
• Integration with Agentic AI for safe optimisation.
Cross‑industry use cases
Built for regulated, data‑rich and decision‑heavy environments.
Insurers
• Underwriting & referral logic.
• Claims triage and routing.
• IFRS 17 eligibility rules.
• Reserving governance checks.
Consultancies
• Clinical pathway rules.
• Pre‑authorisation logic.
• Quality & compliance triggers.
Education & retail
• Deterministic scoring & segmentation.
• Pricing and policy rules.
• Routing and prioritisation logic.
Public sector
• Benefits and grant eligibility.
• Case triage workflows.
• Regulatory compliance checks.
Part of the ARGenesis technology framework
Classic AI is the control layer that anchors your wider AI stack.
We design architectures where Classic AI works hand‑in‑hand with Machine Learning, GenAI, Agentic AI and Gentic AI – giving you control where you need it and flexibility where you want it.
1. Classic AI & Rule Engines
3. Deep Learning & Transformation
5. Gentic AI (Evolutionary)
7. Applied AI (Industry)
Next steps
Ready to modernise your rule engines without losing control?
ARGenesis can review your current rule landscape, identify quick wins and design a Classic‑AI‑plus‑Modern‑AI blueprint tailored to your organisation.