Ask Titan Architecture

Key principles that power Ask Titan

Live Data Access with Secure Integration

Ask Titan connects directly to your enterprise systems, ensuring that answers are always based on the most current information available. Through MCP servers and secure data connectors, Ask Titan retrieves data in real time while maintaining full security and compliance.

• MCP Servers: Secure, context-aware data integration with your internal applications and databases thourgh purpose-made AI-agents.

• Secure Data Connectors: Real-time access to SQL systems, cloud applications, and APIs without replication or delays.

By accessing live data at the source, Ask Titan ensures that every answer reflects the latest and most accurate information in your business.

Multi-Agent Reasoning for Complex Decision Making

Ask Titan uses advanced multi-agent reasoning to break down complex questions into smaller tasks and process them efficiently. Each agent retrieves, interprets, or analyzes data within its specialization, ensuring accurate and complete answers.

• LangGraph: Use of graph-based workflows for reliable, traceable decision-making processes.

• Agent Workflows: Complex multi-agent interactions that optimize data validation, query optimization, and output refinement.

By combining real-time data flows with advanced AI orchestration, Ask Titan enables intelligent decision-making that adapts to evolving business needs, providing high-performance, data-driven insights at scale.

Transparent Outputs: Full Reasoning Path Visibility

Ask Titan provides full transparency for every answer, showing exactly how conclusions were reached. Users can trace the reasoning steps, data sources, and agents involved, enabling full trust and explainability.

• Reasoning Trace: Step-by-step visibility into how each answer was constructed.

• Data Provenance: Clear insight into which databases, documents, or pipelines contributed to the result.

By offering transparent, explainable outputs, Ask Titan ensures that every decision can be verified, audited, and trusted.

Enterprise Security: ISO27001-certified

Ask Titan is built with enterprise-grade security at its core, ensuring that all data remains protected throughout the entire process. The platform adheres to strict compliance standards, including ISO 27001, encryption policies, and access controls.

• Secure Environment: All data processing happens within your environment, with encrypted communication at every stage.
• Compliance Controls: Logging, auditing, identity management, and role-based access to meet enterprise requirements.

By combining advanced security controls with certified compliance, Ask Titan guarantees safe, reliable, and enterprise-ready AI adoption.

Ask Titan architecture

Ask Titan's core architecture comprises 3 layers for optimal flexibility, scalability, and robust performance. Each layer is focused on delivering the best possible experience. These layers enable communication, integration, orchestration, and real-time access to data. All while maintaining the highest standards of security and compliance.

Ask Titan architecture | schematic overview

The 3 Layers of Ask Titan's architecture

Ask Titan has 3 layers of architecture. Ask Titan middlware layer, Ask Titan orchestrator layer, Ask Titan MCP-universe-layer

Titan Middleware Layer: Integration and secure request handling

The Middleware Layer forms the secure entry point into Ask Titan. It receives requests from your frontend apps and routes them to the right services with enterprise-grade compliance and zero delay.

• API Gateway: Handles all incoming requests from Teams, web apps, and integrations with secure authentication.

• Identity & Session Control: Maintains user identity, permissions, and audit trails for full traceability.

• Request Routing: Sends each question to the correct logic or data workflow with real-time performance.

This layer ensures that every interaction with Ask Titan is secure, consistent, and instantly processed.

Titan Orchestrator Layer: Intelligent Planning and Multi-Agent Coordination

The Orchestrator Layer is the intelligence engine behind Ask Titan. It interprets each question, determines the reasoning steps, and coordinates the right agents to deliver a clear answer.

• Intent Understanding: Detects what the user wants and builds the right plan to solve it.

• Context Memory: Remembers previous questions and adapts answers for follow-up requests.
• Agent Coordination: Activates structured, unstructured, or streaming agents depending on the task.

This layer ensures every answer is transparent, well-structured, and grounded in the right reasoning steps.

Titan MCP-Universe Layer: Real-Time Retrieval Across All Enterprise Data

The MCP-Universe Layer is where all data execution happens. Specialized agents retrieve and process information across SQL, documents, and live machine data.

• Structured Data Agent: Queries enterprise systems and SQL sources securely through MCP tools.

• Unstructured Data Agent: Searches documents, PDFs, and knowledge bases using vector search and semantic retrieval.

• Streaming Data Agent: Connects to real-time data pipelines, machine sensors, and event streams.

This layer ensures Ask Titan can access any type of enterprise data and use it to deliver reliable, real-time answers. We've implemented an additional feature on the MCP-universe that allows an administrator to add or remove AI-agents on the fly without hassle.

Transparency in Action

Ask Titan is built for complete transparency in decision-making, ensuring that users can trace every step of the AI’s reasoning. From data retrieval to final answers, Ask Titan provides clear, understandable explanations, making it easy to trust the outcomes and verify their accuracy.

How it works

• Full Reasoning Traceability: See exactly how Ask Titan reached its answer, including data sources and reasoning steps.

• Explained AI Workflows: Get clear explanations of how agents worked together to process and validate your query.

• Audit Trails: Every interaction is logged, ensuring full visibility for compliance and debugging.

Benefits of transparency

• Trustworthy AI: Users can verify how each answer was produced, building confidence in the results.

• Compliance and Security: Complete traceability supports audits, governance, and industry standards.

• Continuous Improvement: Transparent workflows help teams refine models and optimize performance over time.

With Transparency in Action, Ask Titan makes AI decisions clear, verifiable, and accountable, giving businesses the confidence to rely on advanced AI without black-box risks.

Security & Trust

Ask Titan is designed with enterprise-grade security to protect your sensitive data throughout its lifecycle, from data ingestion to AI-powered insights. Every layer of the platform adheres to the highest security standards, ensuring compliance, transparency, and full protection of your data.

How Ask Titan protects your data

• Data at Rest: All stored data is encrypted and protected from unauthorized access, meeting strict industry standards.

• Data in Transit: All communication between users, apps, and data stores is encrypted to prevent interception or tampering.

• Within the AI Engine: AI processing runs in a secure, isolated environment where sensitive data stays encrypted and fully protected.

With Ask Titan, your data is protected at every step. Our encryption, compliance controls, and role-based access ensure mission-critical insights are delivered securely, transparently, and reliably..

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