iRule- AI-Powered Rule Engine for Eligibility, Compliance & Decisioning

Whether it’s loan approvals in BFSI or patient qualification in Life Sciences, iRule automates complex eligibility rules with precision. By combining deterministic rule sets with AI-driven adaptability, iRule reduces manual review by 80%, accelerates decisioning, and ensures compliance in regulated industries.

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Eligibility & Compliance Built for Regulated Industries.

Traditional rule engines are rigid. Manual checks are slow and error-prone. In BFSI and Life Sciences, both speed and accuracy matter- but compliance cannot be compromised.

Static Business Rules

Defined in JSON/CSV, tailored for banking or trial protocols

Static Business Rules

Continuously adapting to new conditions, historical trends, and policy changes

Key Features

Hybrid Rule Engine-Deterministic Meets Intelligent Decisioning

Define static eligibility logic with JSON/CSV templates

Dynamically generate adaptive rules via LLMs

Maintain multiple rule versions for banks, NBFCs, or clinical protocols

AI-Augmented Rule Analysis-Context-Aware & Multi-Dimensional

Vector DB integration for semantic matching across large datasets

Ranked outputs from LLM models based on demographic, financial, or medical attributes

Retrieval-Augmented Generation (RAG) ensures rules evolve without costly retraining

Data & Rule Management-Self-Service, Audit-Ready

Upload, edit, and archive rules without engineering dependency

Historical data dumps for analysis and compliance

Full audit trails for HIPAA, GDPR, SOC2 and BFSI regulations

Real-Time APIs for Seamless Integration

API-StaticRuleEngineDataSet: For deterministic rule execution

API-DynamicAIRuleEngine: For adaptive AI-driven eligibility checks

Built-in payload-to-prompt transformation and ranked result delivery

Compatible with LOS, CTMS, EHR/EMR, CRM, and enterprise middleware

Why iRule?

An intelligent, adaptive solution designed to handle evolving policies, capture edge cases, improve accuracy, and scale seamlessly.

Evolving Policies

Adapts to changing trial protocols and compliance frameworks.

Edge Case Capture

Identifies scenarios missed by legacy engines.

False Negative Reduction

Improves match accuracy across datasets.

Continuous Learning

Learns from historical and contextual data.

High-Volume Design

Optimized for multi-stakeholder environments.

Integrations

BFSI

Loan Origination Systems (LOS), PAN/Aadhaar APIs, Credit Bureaus

Life Sciences

Clinical Trial Management Systems (CTMS), Patient Registries, EHR/EMR Platforms

Data Systems

SQL, JSON, CSV, Vector DBs (FAISS, Pinecone)

AI Platforms

LangChain, OpenAI API

From Finance to Pharma- Intelligent Decisions Start with iRule.

Automate loan decisioning and clinical trial eligibility checks with deeper context, faster routing, and compliance-first intelligence.

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