Meet Korat · AI Automation Engineer
Founder video automation, educational AI video, lead qualification with Voice AI, paper grading with vision models - durable pipelines, not prompt demos.
Open to AI Automation Engineer · Applied AI Systems Engineer · AI Product Engineer
$ orchestrator status --all
→ 5 systems · 650+ songs · 600+ slides · 0 demos
01 - Selected Projects
Real systems in production - orchestration, multiple AI providers, durable state, and measurable business outcomes.
01 · WhatsApp broadcast automation · multi-tenant · client delivery
Teams in every state were designing and posting each WhatsApp creative by hand. Now one console generates, reviews, and schedules them all.
Creatives shipped
~170
Scope
Multi-state
02 · Finance data platform · governed AI answers · AWS
A finance team's numbers were trapped in spreadsheets nobody could query. Now they ask in plain English and get an answer that traces back to a row.
Source of truth
Excel → queryable tables
Answers
Grounded, traceable
03 · Educational AI video · Hindi / Hinglish · Slipchat
One topic in → a publish-ready 60-second Hindi educational short with mascot, voice, subtitles, and thumbnail.
Length
60s · 9:16
Slides
10
04 · Voice AI · Lead ops · Conversation analytics
AI-powered lead qualification with chatbots, OTP verification, Voice AI, and conversation insights.
Channels
Chat + Voice + OTP
Voice AI
SIP + ElevenLabs
05 · Vision-LLM pipeline · determinism + QC
Upload a handwritten student paper, get auditable AI grades with bounding-box evidence in ~2 minutes.
Grading time
~90% saved
Per paper
~2 min
02 - Background
I build AI-powered operational systems that automate business processes, content generation, lead qualification, evaluation workflows, and internal operations. My work combines AI models, workflow automation, cloud infrastructure, APIs, and product engineering to build production-ready systems that solve real business problems.
Building production AI apps, workflow automation, content systems, Voice AI, and cloud deployments across the full stack.
46 tools across orchestration, voice AI, cloud, and product engineering.
LLMs & AI
8 tools
Workflow & Orchestration
6 tools
Voice AI
5 tools
Backend & Cloud
12 tools
Frontend & Media
9 tools
Product & Strategy
6 tools
Actively deepening cloud AI infrastructure and serverless patterns.
03 - Automation Gallery
Select a workflow to read the case study - problem, pipeline, and example outputs from each automation.
8
workflows
650+
jingles
600+
slides
Daily
automations
Daily Panchang videos generated automatically using mascot-driven AI content workflows.
Example outputs
1 / 8Problem
Daily mascot-driven Panchang videos were unsustainable to produce by hand.
Workflow
Cron n8n workflow → Panchang data → OpenRouter script → ElevenLabs voice → mascot video compose → publish.
Outcome
Fully unattended daily video - script to publish with zero manual touch.
Bilingual brand jingles generated per business at scale - custom English and Hindi/Hinglish songs written and sung by AI, personalized to each store.
Example outputs
1 / 5Darshan Tailors & Drapers - English
Lyria 3 Pro · personalized jingle
Problem
650+ stores each needed their own personalized jingle - in English and Hindi - which is impossible to write, sing, and produce by hand.
Workflow
Store data sheet → AI builds a pronunciation-safe lyric + Lyria prompt per store → Lyria 3 Pro sings the English & Hindi versions → audio saved to Drive and status written back.
Architecture
Outcome
650+ personalized, brand-safe jingles - two languages each - produced through one durable, self-healing pipeline.
Curriculum slide decks generated end-to-end - each slide is an AI-rendered 16:9 visual built from a content sheet, then assembled into Google Slides with speaker notes.
Example outputs
Generated slide deck
AI-rendered · live Google Slides deck
Problem
Building 600+ on-brand teaching slides by hand - one custom visual per lesson block - would take weeks and inevitably drift off-style.
Workflow
Google Sheet of lesson blocks → AI writes an image prompt per row → Nano Banana Pro renders a 16:9 slide → pushed into Google Slides as a full-bleed background with auto speaker notes.
Architecture
Outcome
600+ consistent, on-brand teaching slides produced unattended - from a single spreadsheet to a finished Google Slides deck.
Personalized creative assets distributed to distributor networks via WhatsApp.
Example outputs
1 / 3Problem
500+ personalized creatives per campaign was a multi-hour manual job.
Workflow
Canvas template per distributor from CRM → WhatsApp Business API dispatch with tracking.
Outcome
Hours of manual work collapsed to a 2-click campaign run.
Conversational AI that replaces boring lead forms - it chats with Meta-ad visitors using a company knowledge bank, qualifies them, verifies their number over OTP, and syncs clean leads to the client's CRM.
Example outputs
1 / 3
Conversation analysis
Per-lead chat breakdown
Problem
Meta-ad traffic dropped off at static, boring lead forms - and the leads that did come through were unqualified and unverified.
Workflow
Meta ad → AI chatbot with company knowledge → natural qualifying conversation → OTP verification (DLT + MSG91) → verified lead to client CRM + analytics dashboard.
Architecture
Outcome
Higher-converting, fully verified leads captured through natural conversation - synced to CRM and ready to action.
An AI voice agent that places real phone calls over SIP, then turns every recording into structured insight - summary, sentiment, and next actions on a live dashboard.
Example outputs
1 / 3
Conversations dashboard
Status · sentiment · outcomes
Problem
Outreach calls carried valuable signal, but recordings were never reviewed and the insight was lost.
Workflow
Vobiz SIP trunk connects to an ElevenLabs voice agent → AI runs the live call → post-call webhook → our app extracts summary, sentiment, and actions into a dashboard.
Architecture
Outcome
Every call is placed, transcribed, and analyzed automatically - searchable insight and analytics with zero manual review.
Transform long-form content into multiple social media formats automatically.
Example outputs
1 / 3Problem
Long-form published once, never adapted per platform.
Workflow
Source doc → format-specific prompts → threads, posts, scripts, newsletter snippets.
Outcome
One piece becomes a full multi-channel content drop.
Operational workflow automation for repetitive business processes.
Example outputs
1 / 2Status
Live
Count
650
Rate
98%
Retries · status · audit
Problem
Recurring ops tasks burned hours across multiple SaaS tools.
Workflow
n8n stitches APIs/webhooks, normalizes data, writes back to tools of record.
Outcome
Hours of weekly manual work replaced with reliable runs.
Additional private client workflows available upon request.
04 - What I Bring
I don't simply integrate AI APIs. I design complete AI-powered operational systems that combine cloud infrastructure, workflow orchestration, automation, media generation, and product thinking to solve real business problems. My focus is building systems that businesses can reliably use in production - not isolated AI demonstrations.
Frontend, backend, APIs, databases, and automation workflows - not just API wrappers.
Durable orchestration with Inngest, n8n, and event-driven pipelines that run reliably at scale.
Video generation, voice cloning, SIP calling, OCR, and vision models stitched into real products.
Systems that reduce manual work and improve operational efficiency - built for real teams.
05 - Contact
Join an AI-first product company or startup as an AI Automation Engineer or Applied AI Systems Engineer - building scalable AI products, learning from experienced engineers, and growing into a senior engineering role.