
Pyligent AI
Autonomous Financial Intelligence
We are launching Pyligent AI Collateral Service
Transform Complexity into Execution with Agentic AI and Quantum Algorithms
Empowering Industries with Intelligent
Agentic AI Solutions

Autonomous, Explainable, and Quantum-Optimized AI for the Financial Enterprise.
Transform Complexity into Execution with Agentic AI + Quantum Algorithms We provide fully autonomous, explainable workflows that merge Generative AI intelligence with state-of-the-art quantitative optimization. Our platform turns complex regulatory, liquidity, and collateral decisions into auditable, real-time execution — built for financial institutions that demand speed, transparency, and compliance. [Paper on arXiv]
What We Deliver
Collateral & Liquidity Optimization
Dynamically allocate and optimize collateral using LLM-driven interpretation and Higher-Order QAOA optimization. Achieve measurable improvements in capital efficiency and funding cost.
- ~10 % higher collateral efficiency vs baseline BL-3
- 65–70 % faster convergence with HO-QAOA
- CP-SAT-verified results ensuring audit-ready compliance
AI-Auditable Risk & Compliance
Translate legal and policy text into machine-verifiable logic. Our evidence-gated LLM and RAG pipeline provide a transparent link from source clauses to model output.
- < 1.2 % hallucination rate — benchmark reliability
- Full clause-level audit trail and provenance
- Explainable governance for regulators and risk officers
Agentic Treasury Automation Autonomous
AI agents that monitor, learn, and act across funding, liquidity, and collateral flows. Integrated with existing risk engines and market data. ⏱ Real-time optimization for intraday liquidity
Quant-grade accuracy with adaptive intelligence
Seamless enterprise and API integration
Enterprise Integration & Governance
Deploy securely within bank-grade infrastructure. Role-based access, on-prem or hybrid deployment, and real-time dashboards for explainability and oversight.
- Regulatory-compliant data protection
- Governance dashboards with model traceability
- Modular cloud/on-prem deployment

Autonomous Multi-Agent Workflows: Engineered for Your Industry
From Questions to Coordinated Actions — Powered by Specialized AI Agents.
We build and deploy intelligent Agentic AI systems tailored to your domain. Unlike generic LLMs, our agents are designed for autonomy: they natively understand your complex terminology, follow regulatory logic, and execute intricate, multi-step workflows in real time. [Demo] [Report 1] [ Report 2]
What We Deliver
Multi-Agent Orchestration & MCP: Deploy specialized agents that collaborate seamlessly using the A2A Protocol. We ensure consistent context and state across all agents via the Model Context Protocol (MCP), eliminating data silos within the workflow itself.
Dynamic Task Decomposition: Agents autonomously break down multi-intent requests (e.g., “Check plan, summarize risk, fetch latest filings”) into sequential, executable, and auditable steps.
Real-Time Tool Execution: Full control over your environment, enabling real-time orchestration across APIs, SQL databases, vector stores, and critical compliance functions.
Transparent Agent Logic: Built-in mechanisms provide step-by-step explainability and audit logs for every decision, ensuring the full visibility required by IT and regulatory teams.
Industries We Transform:
Financial Services: Wealth planning, regulatory compliance, portfolio automation.
Legal: Contract review, complex clause retrieval, policy alignment, and risk modeling.
Insurance: Automated claims analysis, accurate risk categorization, and fraud triage.

Hyper-Grounded Knowledge: The Hybrid Domain Engine
We replace basic RAG with a Hybrid Solution that embeds your proprietary knowledge and domain logic directly into the Agentic workflow. This is not just retrieval; it is the foundation for autonomous, compliant decision-making in the enterprise.
Technical Advantage: The Enterprise Knowledge Loop
Our pipeline transforms unstructured data, policy manuals, and complex records into actionable intelligence that fuels agent autonomy.
Hybrid Search & Indexing: We combine advanced vector indexing with keyword search (Hybrid Search) and Knowledge Graph architectures for superior relational understanding, ensuring agents retrieve contextual connections, not just isolated text.
Domain-Specific LLM Fine-Tuning: We fine-tune the core Language Model and embeddings using your specialized data and terminology, creating a Domain LLM optimized for your internal logic and industry language.
Symbolic Validation: Agents use a Compliance-Aware Knowledge Base for a form of symbolic reasoning, allowing the system to logically validate proposed actions against specific regulatory thresholds before execution.
Self-Correction & Auditability: The system incorporates Self-Correction mechanisms, where the agent evaluates its own output against retrieved data and internal policy, ensuring guaranteed accuracy and generating full audit trails for governance.
Outcome: Workflow-Integrated Trust
The result is a reliable, enterprise-grade AI engine that enables:
Context-Relevant Automation.
- Reduced Operational & Regulatory Risk.
- Decisions you can confidently integrate into your core business workflow.

Built for Enterprises — Secure, Scalable, and Flexible
Deployable in the Cloud, On-Premise, or Hybrid Environments
Whether you operate under strict data residency laws or need elastic scalability, our solution fits your architecture. We offer secure, modular ReAct agent services deployable across cloud, hybrid, or fully air-gapped environments — while ensuring full compliance with global data protection standards like GDPR, CCPA, and industry-specific frameworks.
Our Data Privacy Commitment:
- GDPR & CCPA-ready architecture with data minimization and user consent controls
- Full encryption for data in transit and at rest (TLS 1.2+, AES-256)
- Configurable data retention policies and deletion APIs
- Audit logs, access controls, and role-based security enforcement
Whether you operate under strict data residency laws or need elastic scalability, our solution fits your architecture. We offer secure, modular ReAct agent services deployable across cloud, hybrid, or fully air-gapped environments.
Key Features:
- Docker/Kubernetes ready for on-prem or private cloud
- Cloud-native API endpoints for easy SaaS integration
- Redis + Postgres memory for contextual continuity
- Secure agent execution logs and audit trails
- Built-in observability, role-based access, and tool governance
Who It’s For:
Organizations in regulated industries seeking AI automation that respects compliance, privacy, and enterprise IT standards.Use Cases
AllAI-Driven Financial Planning PlatformChat with Your DataAutomated Customer SupportAutomated knowledge ServiceBlogs
How Pyligent AI Is Building the Foundation for AI-Native Finance The financial world runs on...Proposing a New Design Pattern for Inter-Agent Collaboration: Financial Risk and Compliance...This technical report outlines the development of a Minimum Viable Product (MVP) for a...About PyligentAI
Empowering Businesses with Industry-Specific AI Solutions
PyligentAI is a pioneering force in the field of GenAI, dedicated to unlocking the true potential of enterprise data. We develop cutting-edge AI solutions that transform the way businesses access and utilize knowledge, driving innovation and efficiency across various industries. Please refer our keynote speeches for deeper insights into the indutry. [Link]
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