Category 04  ·  Neuro Symbolic Explainable AI for Regulated Industries
AI that reasons — and shows its work.
A neuro symbolic agentic RAG framework with hallucination guards, traceable citation chains and domain specialised small language models — delivering explainable AI reasoning for legal, compliance, healthcare and government decision makers who cannot afford fabricated outputs.
Platform Capabilities
</>Hallucination Guarded RAG
</>Neuro Symbolic Reasoning
</>Traceable Citation Chains
</>Self Correcting Agent
</>On Premise SLM Deployment
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AI Hallucination Liability

Large language models generate confident but fabricated outputs. In legal, medical and financial contexts, a single hallucinated citation can result in professional liability, regulatory penalties and irreversible reputational damage.

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Explainability is Non Negotiable

Regulated industries cannot act on AI outputs they cannot audit or explain. Legal teams, compliance officers and government decision makers require full reasoning transparency, not just a ranked list of search results.

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Data Residency Requirements

Many regulated organisations cannot send sensitive data to external AI APIs. On premise small language models provide the full AI intelligence capability without any sensitive data leaving the organisation perimeter.

Product Portfolio — What Each Product Does and Why It Matters
Agentic RAG Intelligence · 4 products
Product What It Does Business Value Delivered
LexIntel RAGCore Platform
Neuro symbolic multi hop reasoning engine for querying case law, regulatory databases and contract corpora. Every conclusion is grounded in a retrieved source and validated by a symbolic logic step — eliminating hallucinations at every inference hop. Enables legal teams to perform deep precedent research and regulatory interpretation in minutes with every conclusion attributable to a specific verified source rather than model inference alone.
Adaptive Compliance RAGSelf Correcting Agent
Self correcting RAG agent that learns from legal and compliance expert corrections in real time — improving accuracy with every review cycle and adapting to evolving regulatory frameworks without requiring retraining of the underlying model. Deployed by compliance teams who need an AI system that continuously improves from their own domain expertise, not just from pre training data that may lag behind current regulatory developments.
PrivacyImpact Intelligence SLMOffline SLM
Fine tuned offline small language model automating privacy impact assessments — analysing data flows, identifying high risk processing activities and generating detailed PIA reports with attorney review ready output, entirely within the organisation perimeter. Automates the most labour intensive compliance workflow in data handling organisations, compressing assessment cycles from weeks to hours without sending sensitive operational data to external APIs.
DataDiscovery Intelligence SLMOffline SLM
On premise small language model for automated sensitive data discovery across structured and unstructured enterprise repositories — identifying personal data, financial records, health data and trade secrets across hybrid cloud environments. Enables privacy officers and information security teams to map sensitive data holdings accurately and respond to data subject requests with AI assisted precision across complex multi cloud environments.
Global Use Cases
Cross industry · globally applicable
01
Legal and Law Firms
Natural language precedent research returning cited
Natural language precedent research returning cited, validated case law in minutes — with full logical reasoning chains rather than ranked keyword matches
02
Healthcare and Hospitals
Privacy impact assessment generation completed in hours with full on premise data residency and attorney ready output documentation
Privacy impact assessment generation completed in hours with full on premise data residency and attorney ready output documentation
03
Financial Institutions
Grounded regulatory interpretation for customer due diligence and transaction monitoring decisions
Grounded regulatory interpretation for customer due diligence and transaction monitoring decisions — eliminating hallucinated regulatory guidance
04
Government and Public Sector
AI assisted procurement compliance reasoning and audit finding research with explainable outputs meeting public sector accountability standards
AI assisted procurement compliance reasoning and audit finding research with explainable outputs meeting public sector accountability standards
01
Neuro Symbolic Means No Hallucinations

Unlike pure neural LLMs, LexIntel combines symbolic logic with neural retrieval — every conclusion is grounded in a retrieved source and validated by a logical rule, not generated from model weights alone where fabrication is possible.

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On Premise SLM Options Available

PrivacyImpact SLM and DataDiscovery SLM run entirely within your infrastructure — sensitive legal, health and financial data never leaves your perimeter, satisfying the strictest data residency requirements in any jurisdiction.

03
Self Correcting Over Time

Adaptive Compliance RAG improves measurably from expert corrections — making it uniquely suited to regulated environments where accuracy compounds in value and where regulatory frameworks evolve continuously.

Platform Comparison
FaceOff AI vs Legacy Platforms
FaceOff AI — Agentic RAG Intelligence Dimension Legacy and Single Modality Platforms
Neuro symbolic reasoning with zero hallucinations — every output is source attributedSymbolic validation · citation chains · no model fabrication possible
Accuracy Pure neural LLM outputs susceptible to confident hallucination with no verifiable source attribution
On premise SLM deployment options with full data residency — sensitive data never leaves perimeterPrivacyImpact SLM · DataDiscovery SLM · air gapped deployment available
Data Residency Cloud API only — all sensitive data leaves the organisation perimeter for external model inference
Self correcting agent that improves from expert feedback without retrainingReal time correction learning · regulatory adaptation · domain specialisation
Improvement Static models requiring costly retraining cycles to incorporate new regulatory or domain changes
When a specialist may fit better
Deep single vendor integrations in place

Organisations fully committed to an incumbent vendor workflow may prefer extending existing contracts before adopting a new platform.

Narrow scope without AI threat exposure

Organisations without banking, government, healthcare, legal or media threat profiles may not yet face the vectors this platform is designed to counter.

Endpoint or network security only

For EDR and SIEM requirements without AI content authentication or identity proofing, a dedicated endpoint security vendor may suffice.

Common objections answered
We already have AI security tools deployed.
Most tools cover one modality. FaceOff uniquely combines multiple detection categories in one platform — cross modal coverage that no single incumbent can match.
Our current vendor is adding AI features.
Retrofitting AI detection onto legacy architecture produces shallow coverage. FaceOff was built for AI generated threats from the ground up — architecturally different at every layer.
This capability is too advanced for our current needs.
AI generated threats are already present in financial, legal and government workflows globally. The question is whether your organisation detects them today or discovers them after the damage is done.
The questions that matter
01Has your organisation experienced AI generated legal or compliance outputs that contained fabricated references?
02Can your existing AI tools produce fully auditable reasoning chains accepted in court or regulatory submissions?
03Does your AI infrastructure allow sensitive legal or health data to leave the organisation perimeter for inference?
04How long does a privacy impact assessment currently take your compliance team to complete?
05Are your AI tools improving in accuracy over time from your own domain experts corrections?
AI that reasons, cites and never fabricates.
LexIntel RAG delivers explainable, hallucination guarded intelligence for the decisions that carry the greatest weight.
Request a Demo
www.faceoff.world