Monday, February 16, 2026

Network eye, Migration-as-a-Product



Migration-as-a-Product


 SmartFabric Solutions; Network Eye - Proposes a Powerful, unified environment for "AI-Ready" enterprise intelligence: Utilizing a combing of Human "in the loop" Design, to Augment, Automate and Authorize the steps necessary to improve Enterprise Migrations and assist CFO/CTO to better control integration costs and risks.


[ Network Map, Semantic Map, Ontology]


AImlux.ai SmartFabric with Cyberspatial Teleseer and Equitus.ai Fusion/Graphixa on an AWS - AMI (Amazon Machine Image) creates a powerful, unified environment for "AI-Ready" enterprise intelligence.


By combining these technologies, an enterprise can move from raw, siloed network data to a fully contextualized Knowledge Graph that drives decision-making utilizing the combination of Triple Store and Packet Capture (PCAP) Network Mapping.





The Integration Architecture: Combining PCAP and TRIPLE STORE SEMANTIC ONTOLOGY creates Seamless Migrations

SmartFabric - pipeline that converts raw "digital noise" into structured, actionable business intelligence:



  1. Ingestion & Discovery (Cyberspatial Teleseer): Teleseer acts as the sensor layer. It performs agentless, scanless network mapping using PCAP (packet captures) and configuration files. It identifies every device, protocol, and connection in your IT/OT environment.

  2. Orchestration & Data Unification (AImlux.ai SmartFabric): SmartFabric acts as the "connective tissue" or orchestrator. It pulls the visual intelligence from Teleseer and feeds it into the larger enterprise data ecosystem, ensuring that network insights aren't siloed but are instead mapped against business goal.

  3. Semantic Synthesis (Equitus.ai Fusion / Graphixa): Equitus uses KGNN (Knowledge Graph Neural Networks) to take those mapped entities and convert them into "Triples" (Subject-Predicate-Object). Graphixa provides the multi-dimensional visualization, allowing users to see the hidden relationships between network assets and business entities (e.g., "Server X" is the primary host for "Financial Database Y").







Added Value for Enterprise Users on AWS AMI



Deploying this integrated stack as an AWS AMI provides several high-value benefits for enterprise users:



Value Driver

Benefit to Enterprise

Rapid Time-to-Value

Users can achieve Initial Operational Capability (IOC) in 30 days and Full Operational Capability (FOC) in 60 days, avoiding the "multi-year migration tunnel" of traditional ETL projects.

Shadow IT Discovery

By using Teleseer’s agentless discovery, enterprises can automatically detect unmanaged AWS instances or "Shadow IT" and map them directly into the Equitus Knowledge Graph.

Sovereign AI in the Cloud

Even on public cloud infrastructure (AWS), the Equitus/AImlux stack allows for "Privatized AI." The KGNN runs within your VPC, keeping sensitive metadata and relationships private and out of public LLM training sets.

Enhanced RAG for LLMs

The integration provides a structured, context-rich representation of data. This allows enterprise LLMs to use Retrieval-Augmented Generation (RAG) with higher accuracy, as the AI understands the relationships between data points, not just the keywords.

Predictive Maintenance

By weaving network telemetry (Teleseer) into the business graph (Equitus), enterprises can predict system failures or security bottlenecks before they impact the bottom line.






Strategic Use Case: The "AI-Ready" Migration: AIMLUX Solutions provides


For a CFO or CTO, the value lies in Cost Avoidance. Instead of funding a manual data migration project, they buy a "Migration-as-a-Product" via the AWS Marketplace.


  • Step 1: Use Teleseer to map the technical debt and existing infrastructure.

  • Step 2: SmartFabric organizes the migration paths and data flows.

  • Step 3: Equitus Fusion unifies legacy data with modern cloud data into a Single Source of Truth (SSoT).







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Network eye, Migration-as-a-Product

Migration-as-a-Product  SmartFabric Solutions; Network Eye - Proposes a Powerful, unified environment for "AI-Ready" enterprise i...