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AI-Native Enterprise (AINE)

I founded and lead the AINE practice at STAR Systems, an IBM Gold Partner. AINE is a 5-layer AI maturity framework — scoring enterprises 0–100 — with 42 production-ready solutions across 7 verticals, co-sold with IBM watsonx. Entry motion: the AINE Health Check (25 questions, ₹3–5L, 1 week).

The AINE Framework

  • L1 Infrastructure — compute, storage, data pipelines
  • L2 Platform — AI runtime, model serving, orchestration
  • L3 Intelligence — RAG, embeddings, domain models
  • L4 Agency — agentic workflows, MCP, Temporal
  • L5 Governance — evals, guardrails, audit, compliance

Average enterprise scores 44/100. AINE closes the gap.

IBM watsonxMCP TemporalFastAPIClaude

Platform & Scale

  • 42 AI solutions across 7 verticals: BFSI, Manufacturing, IT&IES, GCC, Pharma, Hospitality, Domain-Agnostic
  • Solution packs from ₹25L to ₹250L
  • IBM Gold Partner — co-sell with 154 mapped IBM products
  • AINE Health Check: 25-question diagnostic, 1 week, ₹3–5L — universal entry motion

Commusoft Workflow Engine (CWE)

  • Production agentic platform built as CTO-AI for Commusoft (field service SaaS)
  • MCP server exposing 1,200+ Commusoft API endpoints as grounded actions
  • Temporal-backed durable automation with Angular canvas UI
  • Domain anchor pre-pass, role-scoped action registry, conversation-aware hints
  • Live on Linode; 7/7 autoplay test suite passing
MCPTemporal Angular 17Python/FastAPI

Representative wins

  • AINE Co-Sell Navigator — live IBM partnership sales tool, 154 products mapped, McKinsey frameworks integrated
  • CWE v3.0 — agentic workflow engine in production, MCP exemplar verified against live CS Stage data
  • WAR Machine — geopolitical prediction market platform, deployed on IBM Code Engine
  • watsonx Learning Platform — GenAI interactive coding labs, IBM Cloud
  • Magnificent 7 cognitive engineering framework — underpins all AINE L1–L5 engineering