AI Advisor &
AI Systems Architect.
From possibility to decision.
From decision to production.
I help leaders find AI opportunities worth pursuing, pressure-test important decisions before they become expensive, and architect systems that can actually operate.
I work across the decision, not one piece of it.
Most AI advice covers one layer. Strategy without architecture. Architecture without governance. Governance without production. The decisions that matter sit across all five.
What became possible?
AI changes what is possible faster than most operating plans change. I look for the changes that may materially alter your options.
It is making a better decision about what your organization should do with it.
Ways to work with me
Different levels of involvement for different decisions.
Members can commission a $500 AI Work Order when one defined outcome deserves focused work.
The work is inspectable.
Advice gets sharper when the architecture, failure modes and operating constraints are real. I build products and publish selected tools in the same areas I advise on.
12K+ npm + PyPI installs across public open-source packages.
Explore Open Source & Systems →Secure the code. Protect the tenant boundary. Verify the model interaction.
Security and verification tools for AI-assisted development. Three independent MIT-licensed packages, each answering a different developer-security question.
AI AppSec
Evidence-backed AppSec for AI applications and agents.
Audit AI/LLM source code with explicit coverage, reproducible findings and tamper-evident scan evidence.
MCP Tenant Isolation
Catch cross-tenant leaks before production.
57 deterministic rules for tenant boundaries across multi-tenant SaaS and MCP server code.
llmverify
Verify model interactions before they reach users.
Local-first prompt-injection checks, PII redaction, hallucination risk signals, JSON repair and runtime monitoring.
One method. Six disciplines.
Every engagement runs on the same operating method, from a single advisory session to a multi-month implementation.
I publish the reasoning, not just the conclusions.
6 papers and 4 frameworks across AI strategy, production architecture, and governance.
Subodh KC
Former Fortune 50 Core Team Lead and Senior Technical Program Manager. Led a 53-application enterprise portfolio and later worked across AI implementation, governance, and a Commercial Software AI Strategy initiative. Founder of HAIEC and KestrelVoice. 16+ years across software, infrastructure, enterprise program delivery, and applied AI systems.
From possibility to decision.
From decision to production.
If you are deciding where AI belongs in your organization, the easiest entry point is the AI Advisor Desk. If your decisions are interconnected and the stakes are higher, Fractional AI Advisor is the next step.