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Enterprise HCI Platform Engineering

Hybrid Cloud &
AI-Integrated
Platform Engineering

From bare-metal provisioning to autonomous AI agents — ViswaNext engineers the full platform stack so you launch in clicks, not months.

VMware vSphere Azure Stack HCI LangChain · RAG Kubernetes HashiCorp Vault IBM XClarity Terraform IaC Foreman PXE AutoGen · CrewAI NetBox IPAM Arista EOS Ansible Vertex AI Morpheus CMP
50M+ AI Interactions/yr
<200ms RAG Latency
80% OpEx Reduction
20+ Years R&D Depth

One Platform.
Every Layer.

ViswaNext covers the entire platform stack — from server firmware and IPAM to agentic AI pipelines — with a single integrated GitOps workflow.

🖥

Bare-Metal Provisioning

Zero-touch server provisioning via GitOps — PXE boot, OS install, Ansible config, network fabric — all automated end-to-end in minutes.

XClarityForemanNetBoxPXE

Private Cloud Engineering

VMware vSphere, NSX-T, vSAN — automated VM lifecycle, resource-pool governance, network and storage policy enforcement at enterprise scale.

vSphereNSX-TMorpheusHCI
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Agentic AI Integration

Plug in Conversational AI, RAG pipelines, and autonomous multi-agent systems directly into your platform ops layer — no re-architecture needed.

LangGraphAutoGenRAGCrewAI
🗄

Data & ETL Platform

Lakehouse architecture, ELT pipelines, real-time streaming — from raw ingestion to BI dashboards on BigQuery, Synapse, or Snowflake.

dbtDatabricksSnowflakeADF
💰

FinOps Engineering

Real-time cost anomaly detection, automated tagging enforcement, chargeback engines, and savings-plan optimisation across Azure, AWS, GCP.

CloudHealthSpendEffixCost APIs
🔐

Zero Trust Security

HashiCorp Vault dynamic secrets, PKI CA auto-rotation, IAM federation, and Zero Trust segmentation across all cloud and on-prem estates.

VaultIAMZero TrustSentinel

Full-Stack Platform Layers

A unified engineering stack spanning AI, cloud orchestration, infrastructure, data, and security — deployed as code, governed as policy.

Conversational AI Agentic AI (AutoGen) RAG / LlamaIndex LLM Orchestration Vector Stores (Pinecone/FAISS) Fine-Tuning (LoRA/QLoRA)
Morpheus CMP HPE CloudSystem vRealize Automation Azure Stack HCI GKE / EKS / AKS Terraform IaC
vSphere / vCenter NSX-T / OVS HPE Synergy / SimpliVity IBM XClarity / BMC Arista EOS (BGP/EVPN) Foreman / PXE
BigQuery / Snowflake Databricks / Delta Lake dbt / Dataflow / ADF Pub/Sub / Event Hubs PostgreSQL / Oracle Informatica IDMC
HashiCorp Vault GitLab CI/CD NetBox IPAM Ansible Automation ARM / PowerShell DSC Zero Trust IAM

Ready to Launch Your
Hybrid Platform?

Start with a 1-hour architecture review. No commitment — just clarity on your best path forward.

Schedule Architecture Review Visit Portfolio →

Enterprise HCI &
Private Cloud Stack

VMware vSphere, HPE Synergy, SimpliVity, and Morpheus CMP — engineered for workload consolidation, automated VM lifecycle, and policy-driven compute fabric.

Hyper-Converged Infrastructure

Deep R&D on HPE SimpliVity, Synergy Composable Infrastructure, and HPE GreenLake — workload consolidation, vSAN storage tiering, compute fabric automation.

SimpliVitySynergyGreenLakevSAN
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VM Lifecycle Automation

Automated VM provisioning via vRealize Automation + PowerCLI — template management, resource-pool governance, storage and network policy enforcement at scale.

vRAvCenterPowerCLINSX-T
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CMP Self-Service Portal

Morpheus-powered self-service VM provisioning workflows, ITIL service catalogues, cost-allocation tagging automation, and chargeback reporting.

MorpheusHPE CloudSystemITIL
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Azure Stack HCI (OEM)

HPE-OEM Azure Stack private cloud — tenant isolation, compute resource pools, hybrid connectivity bridges to public Azure via ExpressRoute.

Azure StackHPE OEMExpressRoute
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Network Fabric (BGP / EVPN)

Arista EOS-driven network automation — BGP peering, EVPN/VXLAN overlay, VLAN management via gNMI/SSH. Full fabric-as-code.

Arista EOSEVPNVXLANgNMI
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Secrets & Identity (Vault)

HashiCorp Vault auto-unseal, dynamic secrets per-job, PKI CA rotation — zero hard-coded credentials anywhere in the pipeline.

VaultPKIDynamic Secrets
Click-to-Provision

One click. Server to VM in minutes.

ViswaNext's GitOps pipeline takes a bare rack-and-stack server from zero to a fully configured, network-attached, OS-installed VM in under 15 minutes — without a single manual step.

  • Git push triggers full provisioning workflow
  • Vault injects secrets at runtime — no hard-coded creds
  • NetBox drives IPAM, rack location, PXE network assignment
  • XClarity powers on the server, sets PXE boot order
  • Foreman installs OS; Ansible configures KVM + OVS
  • Arista configures BGP/EVPN on the fabric
  • NetBox updated to "active" — full inventory reconciliation
pipeline.py — CI Runner
1
Vault → secrets
secrets = get_secret("secret/data/infra")

2
NetBox → inventory
server = get_server("node01")

3
XClarity → PXE boot
power_on(server.id, token)
mount_pxe(server.id, token)

4
Foreman → OS install
provision_host("node01")

5
Ansible → configure
# KVM, OVS, networking

6
NetBox → mark active
update_status(server.id, "active")

✅ Provisioning completed

Multi-Cloud Landing Zones
Built to Production

Azure, AWS, GCP — multi-cloud VPC mesh networking, IAM federation, policy-as-code governance, and hybrid connectivity engineered as a unified platform.

Azure Platform Engineering

AAD/IDaaS, ADFS, App Service, Azure Stack, ADF, Synapse, ExpressRoute, Azure Policy — full enterprise landing zone with hybrid connectivity and governance rails.

AzureAADSynapseExpressRoute
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AWS Platform Engineering

Landing Zone, VPC mesh, Route 53, ECS, ELB/ALB, Direct Connect, AWS MGN, S3, RDS, DAX, CloudWatch, Autoscaling — production-grade multi-account AWS.

AWSVPCDirect ConnectEKS
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GCP Platform Engineering

Anthos, App Engine, Vertex AI, BigQuery, GKE, Cloud Run, Pub/Sub, Stackdriver — full GCP with AI/ML platform integration and real-time streaming.

GCPAnthosGKEVertex AI
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Hybrid Connectivity

Multi-cloud VPC peering, Transit Gateway, ExpressRoute, Direct Connect, and private connectivity bridging on-prem to all three hyperscalers.

Transit GWVPC PeeringPrivateLink
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Container Platform (K8s)

GKE, EKS, AKS, Docker, Cloud Run — Kubernetes platform engineering with namespace governance, workload identity, and GitOps-driven deployments.

KubernetesGKEEKSAKS
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IaC & Governance

Terraform, ARM, PowerShell DSC, Sentinel — policy-as-code governance, drift detection, and modular IaC across all cloud providers.

TerraformSentinelARMGitOps

Plug-In AI.
From Conversational to Agentic.

Pre-built AI platform integrations drop directly into your cloud or on-prem infrastructure — RAG pipelines, multi-agent systems, LLM serving, and voice AI in a few configuration clicks.

Agentic AI

Autonomous Multi-Agent Systems

AutoGen, CrewAI, LangGraph — tool-use agents with memory persistence, reinforcement loops, and orchestrated task decomposition. Built for enterprise workflows, not demos.

AutoGen LangGraph CrewAI Tool-Use Memory Persistence
RAG Platform

Retrieval-Augmented Generation

LangChain + LlamaIndex pipelines — embedding stores (Pinecone, Weaviate, FAISS), semantic caching at sub-200ms for 50M+ interactions/yr. Real knowledge, not hallucination.

LangChain LlamaIndex Pinecone FAISS Weaviate
Conversational AI

Voice & Chat AI Platforms

Google CCAI, Dialogflow CX, Amazon Lex — NLU/NLP systems replacing DTMF with semantic understanding. Achieved 45% AHT reduction in production deployments.

Dialogflow CX Amazon Lex SIP/DTMF→NLU gRPC
LLM Serving

Private LLM Deployment

Model serving on GCP/AWS with vLLM and TGI — fine-tuning pipelines (LoRA/QLoRA), structured output, and semantic caching. Your data stays on your infrastructure.

vLLM TGI LoRA QLoRA SageMaker
AI + Ops

AIOps & Platform Intelligence

AI-augmented platform operations — anomaly detection, predictive scaling, cost intelligence, and autonomous incident response wired into your existing monitoring stack.

Vertex AI CloudWatch Datadog Chronicle SOAR
Industrial AI

IoT & Real-Time Analytics

Real-time IoT telemetry ingestion — Azure ML, Databricks structured streaming, and predictive maintenance pipelines for industrial operations at Honeywell scale.

Azure ML Databricks Pub/Sub Event Hubs
50M+ Interactions / Year

RAG that scales. Latency that doesn't compromise.

ViswaNext's bespoke RAG-based ecosystem was engineered to serve 50M+ annual interactions at sub-200ms latency — replacing static DTMF menus with live semantic retrieval.

  • Zero-Warmup serverless execution pattern — 80% OpEx efficiency
  • Parallelised semantic caching layer eliminates redundant LLM calls
  • 45% Average Handle Time reduction in production Contact Centre AI
  • Agent Assist with real-time knowledge retrieval across enterprise KB
  • FinOps intelligence wired into AI cost per interaction
rag_pipeline.py
# Semantic caching + RAG retrieval
from langchain import RetrievalQA
from langchain.cache import SemanticCache

# Sub-200ms cached responses
cache = SemanticCache(
  embeddings=OpenAIEmbeddings(),
  threshold=0.97
)

# FAISS vector retrieval
vectorstore = FAISS.load_local("kb_index")

qa = RetrievalQA.from_chain_type(
  llm=VertexAI(model="gemini-pro"),
  retriever=vectorstore.as_retriever()
)

→ 50M interactions/yr · <200ms

Lakehouse to Dashboard.
Data That Works.

Cloud-native data platforms — ELT pipelines, lakehouse architecture, real-time streaming, and BI — engineered from raw ingestion to production analytics.

🏔

Lakehouse Architecture

BigQuery + Delta Lake — lakehouse design with medallion layers (bronze/silver/gold), ACID transactions, and unified batch + streaming compute.

BigQueryDelta LakeDatabricksSnowflake

ELT Pipeline Engineering

dbt, Dataflow, ADF, Informatica IDMC — ELT/ETL pipelines with CDC, schema evolution, lineage tracking, and automated data quality gates.

dbtADFInformaticaSSIS
📡

Real-Time Streaming

Pub/Sub, Event Hubs, WebSocket, Kafka — streaming ingestion with exactly-once semantics, stateful aggregation, and low-latency dashboards.

Pub/SubEvent HubsSpark Streaming
🗃

Enterprise Database Engineering

SQL Server (MCDBA), Oracle (PL/SQL), PostgreSQL, DynamoDB, Bigtable — performance tuning, partitioning, HA clustering, replication, and index engineering.

SQL ServerOraclePostgreSQLDynamoDB
📊

BI & Analytics

Power BI, Looker, CloudWatch, Stackdriver, Datadog — connected to your lakehouse, delivering real-time operational and financial dashboards.

Power BILookerDatadog
🔁

Data Migration Engineering

SSIS → Informatica → ADF → dbt → Spark — full modernisation path from legacy on-prem ETL to cloud-native ELT with zero data loss validation.

AWS MGNAzure Migratedbt

GitOps Bare-Metal
Pipeline

A production-grade, end-to-end GitOps pipeline that takes a bare server from power-off to fully configured, network-attached production VM — automatically.

01
Git Push

Infrastructure-as-code in GitLab. All provisioning workflows version-controlled and peer-reviewed before pipeline triggers.

GitLabIaC
02
CI/CD Pipeline

GitLab CI/CD or Jenkins runner inside the private network — the single integration point connecting all downstream systems.

GitLab CIJenkins
03
Vault Secrets

Runner calls HashiCorp Vault — BMC credentials, NetBox API token, switch credentials injected dynamically. Zero hard-coded secrets.

VaultDynamic Secrets
04
NetBox IPAM

Runner queries NetBox: server name, rack location, management IP, PXE network. Single source of truth for all infrastructure inventory.

NetBoxIPAM
05
XClarity PXE

IBM XClarity powers on the server via BMC, sets boot order to PXE. Management network connection only — no OS yet.

XClarityBMCIPMI
06
Foreman OS Install

Server boots to PXE → DHCP → TFTP bootloader → kernel+initrd → Foreman installs OS. Temporary PXE IP at this stage.

ForemanDHCPTFTP
07
Ansible Config

Runner SSH connects to server's static IP (from NetBox). Ansible configures: packages, networking, KVM hypervisor, OVS.

AnsibleKVMOVS
08
Arista Network

Runner configures Arista switches via gNMI/SSH — BGP peering, EVPN/VXLAN overlay, VLAN assignment on the fabric.

Arista EOSBGPEVPN
09
NetBox → Active

Runner closes the loop — marks server status "active", IP assigned, role assigned. Full inventory reconciliation in NetBox.

NetBoxCMDBReconcile

Lift. Replatform.
Rearchitect.

From legacy .NET monoliths and Oracle databases to cloud-native containerised microservices — ViswaNext engineers the full modernisation journey.

🚀

Cloud Migration Engineering

Migration wave-planning tooling, dependency mapping, TCO/ROI modelling, and execution using AWS MGN, Azure Migrate, and custom containerisation pipelines.

AWS MGNAzure MigrateDocker
🐳

Containerisation & Kubernetes

Containerisation of legacy apps, multi-stage Docker builds, Kubernetes deployment manifests, Helm charts, and GitOps-driven continuous delivery pipelines.

DockerKubernetesHelmArgoCD
🔌

REST API & Integration Layer

Platform management REST APIs, CMP integration connectors, inventory automation, and telemetry dashboards — built in Python, Node.js, and .NET.

PythonNode.js.NETREST APIs
🧩

Serverless & Cloud-Native

Zero-Warmup serverless execution patterns — Lambda, Cloud Run, Azure Functions with parallelised semantic caching achieving 80% OpEx efficiency.

LambdaCloud RunFunctions
📐

Platform App Development

Self-service portals, telemetry dashboards, VM provisioning UIs, and ITIL service catalogues — bespoke platform apps accelerating operator productivity.

PowerShellPythonT-SQLPL/SQL
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AI-Augmented Modernization

Embed conversational AI and agentic assistants directly into modernised apps — from AI-assisted code migration to intelligent document processing pipelines.

LangChainVertex AIRAG

Real-Time Cost
Intelligence

Automated tagging pipelines, cost anomaly detection, chargeback/showback engines, and rightsizing automation — FinOps as an engineering discipline, not a spreadsheet exercise.

📉

Cost Anomaly Detection

ML-driven anomaly detection across Azure Cost Management, AWS Cost Explorer, and GCP Billing APIs — real-time alerts before budgets are exceeded.

CloudHealthAzure CostAWS Explorer
🏷

Tagging Enforcement Automation

Automated tagging pipeline enforcement — Lambda/Functions-driven tag compliance, policy-as-code via Sentinel, and retroactive tag remediation workflows.

TerraformSentinelLambda
💳

Chargeback & Showback

Unit-economics-level cost visibility — automated chargeback allocation to business units, showback dashboards, and per-workload cost attribution in Power BI and Looker.

SpendEffixPower BILooker

Rightsizing Automation

Continuous rightsizing recommendations enforced automatically via Lambda/Functions — idle resource termination, reserved instance optimisation, savings-plan purchasing.

CloudHealthAWS Compute OptAzure Advisor
🤖

AI-Powered FinOps

Conversational FinOps agent — ask "Why did my GCP bill spike this week?" and get root-cause analysis, affected workloads, and recommended actions in natural language.

LangChainVertex AIBilling APIs
📊

FinOps Dashboards

Executive-level and engineering-level FinOps dashboards — real-time spend, budget burn-rate, forecast vs. actuals, and savings achieved this month.

Power BILookerDatadog

Choose Your Platform Journey

Starter
Foundation
Platform architecture review + IaC baseline for a single cloud or on-prem environment.
  • Architecture review & gap analysis
  • IaC baseline (Terraform)
  • HashiCorp Vault secrets setup
  • Single cloud (Azure / AWS / GCP)
  • FinOps tagging baseline
Enterprise
Full Stack
Complete platform engineering engagement — from bare-metal to agentic AI, data lakehouse, and FinOps engineering.
  • Everything in HCI Platform
  • Agentic AI (AutoGen/LangGraph)
  • Data lakehouse (BigQuery/Snowflake)
  • Private LLM deployment
  • App modernisation engineering
  • Dedicated platform architect