AI · Ansible · Kubernetes · OKD · OpenShift

Enterprise
Infrastructure
Intelligence. Discover · Analyze · Diagnose · Heal — AI at every layer.

Legacy infrastructure does not modernize itself. TAINUX Platform gives your teams a complete, AI-driven pipeline — from the first Ansible scan of your on-premise estate to intelligent self-healing on Kubernetes and OpenShift.

01 · Discover
Automation
Ansible · Inventory
02 · Analyze
Assessment
AI · Migration Plan
03 · Diagnose
Doctor
LangGraph · Self-Heal
tainux platform · production
$ tainux automation scan --env prod
✓ 247 hosts · 38 services · 12 stacks
inventory.json ready
$ tainux assessment analyze --target okd
AI evaluating 38 services…
✓ 31 ready · 7 refactoring · 4 phases
$ tainux doctor ask "api crash?"
CrashLoopBackOff: missing APP_DB_URL
✓ Fix: patch ConfigMap · confidence 97%
$
3×
Modules
0-write
Read-Only
K8s
OKD · OCP
TAINUX Platform

Three capabilities. One intelligent platform.

From the first Ansible scan of your on-premise estate to an AI agent fixing a CrashLoopBackOff at 3am — TAINUX Platform covers the entire infrastructure modernization lifecycle.

Module 01 · Discover

Automation

Ansible-powered discovery that maps every server, application, runtime and dependency into a structured, machine-readable inventory.

AnsibleNetwork ScanAsset Map
Module 02 · Analyze

Assessment

AI-driven migration analysis that scores containerization readiness, detects blockers and generates a phased, risk-prioritized roadmap for OKD and OpenShift.

LLM AnalysisRisk ScoringPDF Report
Module 03 · Diagnose

Doctor

AI troubleshooting engine powered by LangGraph. Diagnoses incidents, identifies root causes and recommends automated fixes with read-only cluster access.

LangGraphRoot Cause AISelf-Healing
Module 01 · Discover TAINUX Platform · Automation

Know exactly what you have.

The first question every migration program faces: what are we actually dealing with? TAINUX Platform Automation answers it completely, using Ansible to scan every server, application, runtime and dependency across your entire on-premise environment.

  • Ansible-powered discovery across physical, virtual and mixed environments
  • Full application stack mapping: runtime, version, ports, service dependencies
  • Network topology and inter-service communication graph extraction
  • Structured JSON output compatible with the Assessment pipeline
Talk to us about discovery →
automation · ansible · production-scan
$ tainux automation scan --env prod
✓ Connecting to 247 hosts
TASK [Collect server inventory]
ok: [prod-node-01] {os: RHEL9, cpu: 16, ram: 64GB}
ok: [prod-node-02] {os: RHEL9, cpu: 8, ram: 32GB}
TASK [Map application stacks]
changed: java-app-01 → Spring Boot 2.7, JDK11, :8080
changed: node-api-02 → Node.js 18, Express, :3000
✓ RECAP: ok=247 · changed=38 · failed=0
$
Module 02 · Analyze TAINUX Platform · Assessment

Turn inventory into a roadmap.

TAINUX Platform Assessment reads the inventory produced by Automation and applies large language models to score containerization complexity, detect blockers and generate a phased, risk-prioritized migration roadmap for OKD and OpenShift.

  • AI-driven readiness scoring per application (0 to 100)
  • Blocker detection: hardcoded IPs, in-memory state, OS dependencies
  • Phased migration roadmap aligned to team capacity and risk tolerance
  • Exportable PDF report for engineering and executive stakeholders
Talk to us about assessment →
assessment · ai-analysis · okd
47
Servers Analyzed
8
Ready to Migrate
java-app-01 · Spring Boot82 / 100
Blocker: hardcoded JDBC URL · in-memory sessions
AI Migration Plan · 3 Phases · 12 Weeks
Phase 1 (wk 1 to 4): Stateless apps → OKD 4.15
Phase 2 (wk 5 to 9): Refactor java-app + DB migration
Phase 3 (wk 10 to 12): Legacy workloads + cutover
Module 03 · Diagnose

Your infrastructure's
AI-Powered Doctor.

A LangGraph intelligence agent that investigates, diagnoses and recommends fixes for Kubernetes incidents — automatically, in seconds, with read-only access to your cluster.

Root Cause Analysis
Automatically traces the chain of events that led to an incident, correlating pod state, logs, resource metrics and cluster events into a single structured diagnosis.
Log Intelligence
Parses container logs, kernel messages and operator output using LLM reasoning to extract relevant signals from noise, without manual grep chains.
Automated Remediation
Produces concrete, actionable fix recommendations with confidence scores, from ConfigMap patches to JVM heap flags, in plain language any engineer can execute.
Zero Write Access
Doctor operates with a read-only ClusterRole. No daemonsets, no node agents, no data leaves your cluster. Production-safe by design.
Natural Language Interface
Ask "Why is my pod crashing?" and get a structured diagnosis in seconds, covering OOMKilled, CrashLoopBackOff, Pending, NotReady and more.
TAINUX PLATFORM · DOCTOR · ACTIVE DIAGNOSIS
INVESTIGATING
Q
User Query
Why is payment-svc crashing in production?
01
Agent · Data Collection
kubectl get pods → payment-svc-9k2p OOMKilled
kubectl describe pod → kill count: 3 in 10 minutes
kubectl logs → 14,200 lines parsed by LLM
02
AI · Root Cause Identified
Container limit: 256Mi · Peak usage: 420Mi (164% over)
Kill signal: SIGKILL exit code 137 (OOMKilled)
Contributing: JVM heap unbounded · retry loop memory leak
Confidence: 97% · 3 kills in 10 minutes
FIX
Recommended Remediation
1. Set resources.limits.memory: 512Mi in Deployment
2. Add JVM flag: -Xmx384m to container env
3. Review retry loop in PaymentService.java:142
Estimated fix time: 4 minutes
Request a Demo
How It Works

The complete intelligence pipeline.

01
Discover
Ansible scans your full on-premise estate and builds a structured inventory
02
Analyze
AI scores each app, detects blockers and creates a phased migration roadmap
03
Diagnose
Doctor investigates incidents, correlates events and identifies root causes
04
Remediate
Concrete fix recommendations delivered instantly, ready to execute via Ansible
Platform Capabilities

Every layer of infrastructure intelligence.

Infrastructure Discovery

Ansible-powered automated scanning that builds a complete, structured inventory of your entire on-premise estate: servers, apps, runtimes, dependencies.

Automation
Application Intelligence

Understands your application stack holistically: ports, runtimes, inter-service dependencies, configuration patterns and containerization blockers.

Assessment
AI Migration Planning

LLM-powered analysis that scores containerization complexity, generates phased roadmaps and produces executive-ready PDF reports for OKD and OpenShift.

Assessment
Troubleshooting and Self-Healing

Doctor's LangGraph agent investigates incidents, correlates logs and events, identifies root causes and delivers concrete fix recommendations in seconds.

Doctor
Security and Compliance

Scans for exposed secrets, misconfigured SCCs, outdated runtimes and compliance gaps, surfacing security risk before it becomes an incident.

Cross-Platform
OpenShift and OKD Native

Built from day one for Red Hat OpenShift and OKD environments. Understands operators, routes, SCCs and the OpenShift-specific patterns generic tools miss.

All Modules
Use Cases

Who uses TAINUX Platform. And how.

01
Enterprise Migration Programs

Organizations running hundreds of apps on-premise need a structured, defensible migration path. Automation maps the full estate in hours. Assessment produces a risk-scored roadmap ready to present to leadership and execute with confidence.

AutomationAssessmentOKD · OpenShift
02
Platform Engineering Teams

Platform teams managing production OKD or OpenShift clusters get an intelligent operations layer. Doctor handles automated incident investigation so engineers spend time on platform improvements, not manual triage workflows.

DoctorKubernetesDay-2 Ops
03
SRE and On-Call Engineers

When something breaks in production, Doctor compresses the triage window from hours to seconds. The LangGraph agent follows the same steps an experienced SRE would, automatically, delivering a diagnosis before the first Slack message.

DoctorIncident ResponseLangGraph
04
Infrastructure Consulting

Consulting teams delivering cloud-native transformation use TAINUX Platform to accelerate discovery and assessment phases, delivering AI-powered environment reports and migration plans in days, not weeks.

AutomationAssessmentClient Delivery
Enterprise Benefits

Built for outcomes. Not just insights.

90%
Reduction in time-to-diagnose critical incidents
10×
Faster infrastructure discovery versus manual documentation
0-write
Doctor read-only posture, production-safe by design
3h→s
On-call triage compressed from hours to seconds
Start Today

Transform and heal your infrastructure with AI.

From the first Ansible scan to AI-powered incident resolution, TAINUX Platform gives your team the intelligence to modernize with confidence.