AI Adoption Specialist

Based in New York City · Human-first AI integration for SMBs

LLM integration Workflow automation Change management Tool-agnostic AI

“People, Process, Technology — in that order.

What I fix

AI Workflow Automation

LLM integration (GPT, DeepSeek, Llama, Gemma) + Zapier/n8n automations. Cut production cycles from days to hours.

Operational Intelligence

Data-driven diagnostics: inventory waste, capacity bottlenecks, declining margins. Real AI readiness assessments.

AI Training & Change Mgmt

50% faster onboarding with AI knowledge assistants. Custom training that reduces error rates and management load.

Tech Stack & ERP Advisory

NetSuite, Xero, Shopify, Airtable, SQL. Seamless API integrations + automation scripts that stick.

Real impact · Case studies

87.5% faster

Case Study #1

Marketing Agency · Outreach Automation

A boutique marketing firm struggled with 2‑day lead gen production cycles, limiting client capacity. Deployed LLM pipelines (GPT + custom prompts) combined with Zapier automation and AI-assisted content personalization.

2 days → 2–3 hours

Production cycle reduction · Higher throughput & employee satisfaction + increased margins without headcount.


GPT-4/Llama Zapier Prompt Engineering
-50% onboarding

Case Study #2

Manufacturing Firm · AI Knowledge Engine

High turnover and lengthy onboarding bottlenecked operations. Designed AI-enhanced training modules, knowledge capture system, and adaptive learning paths. Combined change management with AI assistants.

50% faster ramp-up

Reduced error rate by 40% · Cut management mentoring hours by 60% · Higher retention after 90 days.


LLM Assistants Adaptive LMS Change Management
-60% errors

Case Study #3

Logistics & E‑commerce · AI Fallback Ops

Mid-sized logistics firm faced data silos, inventory errors, and management overload. Implemented AI-driven reconciliation (Xero AI + custom alerts), inventory automation, and fallback processes for no-AI scenarios, improving resilience.

60% error reduction

30+ hours/week saved for management · Inventory waste cut by 45% · Monthly sales tax prep from 4h → 15min.


Xero AI SQL Automations Fallback protocols

The Business Mechanic Process

1. INTAKE

Start with intake form → quick discovery (phone, web, carrier pigeon). I'll assess fit or refer you to specialist if needed.

2. COMPRESSION

NDA + deep diagnostic. I get inside your operations, technology, and people dynamics. Uncover hidden bottlenecks and quick wins.

3. IGNITION

Hands‑on execution: building AI workflows, retraining teams, integrating systems. I do it, or work alongside your crew, or bring a specialist.

4. EXHAUST & FOLLOW‑UP

Complete knowledge transfer, monitoring dashboards, 90‑day check‑ins. And you get fallback plans — AI or no AI.

“I don't push a single platform — I bring the right AI model (open source or enterprise) to your unique context. Measurable outcomes: time saved, error reduction, lower management load, and processes that work even when AI doesn't.”

— Thejus C., Principal Consultant, Business Mechanic

Gemma Qwen Llama GPT‑OSS DeepSeek

Ready to tune up your business?

No more spreadsheets, system crashes, or operational drag. Let's build AI adoption that actually works for humans.

Brooklyn, NY · On‑site or remote · Serving NYC and beyond