Technical Overview

AMQ ingests content from your existing systems — documents, databases, APIs, training materials, and cloud repositories — and transforms it into a private, secure knowledge model. It supports both structured and unstructured content, eliminates silos across teams and systems, and continuously updates as source content changes. Every answer is grounded in your verified data. Never the open web.

How AMQ protects your data with tenant-level isolation, AES-256 encryption, zero-trust access controls, and a Private Language and Data Model that keeps your content completely separate from other clients.

The governance layer that tailors every answer to the user's role, region, compliance requirements, and workflow. Enforces your organization's rules automatically before any response is generated.

AMQ uses Retrieval-Augmented Generation grounded exclusively in your approved internal data. Each client's environment is fully isolated. The system is prohibited from accessing the open web or external datasets. This closed-loop architecture is the primary defense against hallucination and data leakage.

AMQ is built on Google Cloud Platform. Review Google's security, compliance, and data protection practices that form the infrastructure foundation for every AMQ deployment.

Automated metadata validation that corrects mislabeled content before ingestion, prevents retrieval noise, and protects long-term corpus accuracy. 84% validation accuracy across complex test cases.

AMQ connects directly to your systems through secure API orchestration. When an answer requires a next step, it can trigger a workflow, update a record, send a notification, or launch a process — securely and automatically. Examples include:

• Auto-filling and submitting requests
• Retrieving contracts or warranties
• Triggering CRM or HRIS workflows
• Notifying teams or escalating issues

Each customer gets a purpose-built data model. Your data is never shared, reused, or used to train external models. Closed-loop architecture prevents data leakage and eliminates hallucination risk.

Every interaction generates intelligence. AMQ identifies patterns, knowledge gaps, and friction points across the organization — helping leaders refine content, improve training, and optimize operations. The system gets smarter as your organization uses it.

AMQ connects to the tools you already use:

• SharePoint
• Confluence
• OneDrive
• AWS
• Azure
• GCP
• Jira
• Dropbox
• SQL databases
• API endpoints
• Yardi
• TELS

The integration layer uses incremental indexing to minimize API overhead and processing latency, allowing rapid updates without full corpus re-scans. Deployment is fast and low-lift for IT.

• AES-256 encryption at rest
• TLS 1.2+ in transit
• SOC 2 certification in progress
• HIPAA-eligible environment
• Zero-trust model with IAM-enforced least-privilege access controls

Complete technical architecture documentation covering system design, data flow, security controls, encryption standards, and compliance posture. Downloadable for internal review and procurement evaluation.