Prem | AI Builder | AI Deploy Network

About Prem

20+ years technology leadership. Fractional CTO & Agentic AI Architect building production-grade autonomous systems: ReAct agents, LangGraph multi-agent pipelines, hybrid RAG, local LLM inference (Ollama/GGUF). Live deployments: Telegram multimodal bot (days→60sec), Secure Enterprise AI with dynamic RBAC, C-Suite Automation Suite (Legal/Sales/HR agents), MarketMind financial agent (hallucination-free via tool-calling), Auditor's decision-support agent (in pilot). 13-yr Head of Tech & Creative: architected GCP/AWS infra, P&L (>20% client value ↑), CPA ↓50%. Author, The Agentic Architect newsletter. Ship > slideware.

Professional profile

Location: Bengaluru, India
Time zone: Asia/Calcutta
Work mode: Remote, Hybrid
Availability: Available for Fractional Leadership
AI experience: 2+ years
Industry experience: 20+ years
Languages: English, Tamil, Malayalam, Hindi
Working hours: 09:00–18:00 IST, Mon–Fri
Typical response: Within 24 hours
Preferred engagement: Medium (multi-team programmes)
Travel: Occasional travel
Available in: United States, Singapore, United Arab Emirates, India, United Kingdom

Proven on the network

Implementation records and publicly available work, where published.

1 AI Deployment delivered, including 1 publicly identified implementation available to inspect.

Reported business outcomes

Hours Automated40 hours
period not specified
Automated 40 hours (period not specified)
Cost SavingsUSD 200
period not specified
Reduced operating costs by USD 200 (period not specified)

Builder-reported outcomes, recorded on deployment and case study records that AI Deploy Network reviewed before publication. AI Deploy Network does not currently capture a measurement basis or calculation methodology for reported outcomes, so none is shown.

What Prem builds

Implementation domains listed on this profile. Evidence-supported items are identified separately below.

Specialisations

AI Operations (MLOps & LLMOps)

Autonomous Agents

Model Serving & Inference

Multi-Agent Systems

RAG & Knowledge Retrieval

Builder-listed deployment types

AI Agent
Image Generation
Workflow Automation

AI Deployments

Real AI implementations demonstrated through evidence.

01 / AI DeploymentPublished record

Agentic AI Telegram Bot: Multimodal Event Decor Generator (<60 sec)

Prod Telegram bot: Custom event decor from NL in <60s. Gemini + Flux pipeline with refinement & background removal. Self-hosted on Ubuntu VPS (Apache, systemd, CI/CD). Free Cloudflare AI tier.

40 hours automated · Currency not specified cost savings

Hospitality & Travel · AI Agent · Image Generation · Workflow Automation

View Deployment

Implementation capabilities

Evidence-supported means linked to a published Deployment or Case Study; other capabilities are Builder declared.

Evidence-supported

AI Agent1 record
Image Generation1 record
Workflow Automation1 record

Builder declared

AI Operations (MLOps & LLMOps)
Autonomous Agents
Model Serving & Inference
Multi-Agent Systems
RAG & Knowledge Retrieval

Technology

Technologies listed by the Builder, distinguished by published evidence.

Evidence-supported

AsyncIO1 record
Cloudflare Workers AI1 record
DigitalOcean1 record
FastAPI1 record
Google Gemini1 record
ONNX Runtime1 record
Python1 record

Builder declared

AWS
Anthropic Claude
Chroma
Docker
GitLab CI/CD
Google Cloud
LangChain
LangGraph
NestJS
Next.js
Node.js
Ollama
OpenAI GPT
React
Render
Stable Diffusion
Streamlit
Supabase
Supabase Vector
Telegram
pgvector

Industry experience

Published Deployments support the listed counts. Other industries are Builder declared.

Hospitality & Travel

1 published Deployment

FinTech

Builder declared

Manufacturing

Builder declared

Software & SaaS

Builder declared

Telecommunications

Builder declared

Trust & verification

A closer look at how this profile and its evidence are reviewed.

Community Member

Published evidence is reviewed against the AI Deploy Network Evidence Standard.

How verification works

Community

Verified Builder

Independently reviewed by AI Deploy Labs against the platform Evidence Standard.

How this is verifiedWhat the platform has established, and what remains builder-declared.

Identity and organisation: Identity checks confirm that the person presenting this profile controls the account and the professional identifiers attached to it, such as a LinkedIn profile. Organisation membership is confirmed by the organisation, not self-declared by the builder.
AI Deployments: An approved AI Deployment is an implementation record the builder submitted and the platform reviewed against the Evidence Standard before publication. Approval confirms the record is complete, coherent and consistent with the supporting material provided — it is not an audit of the client's systems.
Business outcomes: Outcome figures are recorded by the builder on the deployment or case study that produced them, and are reviewed at publication. Aggregates shown on this profile are calculated from those approved records only.
Evidence: Supporting evidence comes from the records the builder published on this platform: approved AI Deployments, published AI Case Studies, verification outcomes and organisation participation.
Currency: Older evidence continues to count and is never removed. Recency is presented separately through Professional Currency so that current expertise can be assessed alongside historical work.
Traceability: Every figure on this profile can be followed to the record that produced it. Open the linked AI Deployment or AI Case Study to read the outcome exactly as it was reported.

The platform does not independently audit client systems or financial records. How this is verified

Professional record and further evidence

Client Portfolio

Diverse industry experience

Event Tech Startup (Stealth)
Confidential
Agentic AI • Hospitality & Travel
India2024
Built and deployed a multimodal Agentic AI Telegram bot for event/wedding planners: generates custom decor designs from natural language in <60 seconds. Integrated text-to-image generation (Legnext/Midjourney/Pollinations), conversational prompt engineering, background removal. Deployed on Render with GitHub CI/CD. Reduced design turnaround from days to under 60 seconds.
1 AI Deployment7 Evidence Items
Hours
40
Cost
Currency not specified
View Related AI Deployments →
FinTech Compliance Firm (Pilot)
Confidential
RAG • FinTech
India2024
Developing a web-based Auditor's Decision-Support Agent for financial compliance: upload compliance rules + client documents → rules-based RAG reasoning → structured decision-support reports. Pilot with active audit vertical user. Stack: Python, Gemini, RAG pipeline, web UI for full-screen document review.
Enterprise SaaS Platform
Confidential
Agentic AI • Software & SaaS
India2024
Architected Secure Enterprise AI with dynamic Role-Based Access Control (Visitor/Client/Admin): enforces data privacy at prompt/context level — AI refuses restricted data regardless of query framing. Supabase/PostgreSQL backend, Streamlit frontend, auditable access logs.
C-Suite Automation Client
Confidential
Agentic AI • Software & SaaS
India2024
Delivered a 3-vertical Agentic AI Automation Suite (Legal Contract Risk Auditor, Sales Battlecard Generator, HR Resume Screener) with deterministic JSON outputs via Gemini 2.0 Flash. Legal: risk score 1–100 + AI rewrites. Sales: competitor weaknesses/kill points/pricing. HR: match score, missing skills, WhatsApp outreach. Schema-enforced outputs, Streamlit UI.
Financial Analytics Client
Confidential
Agentic AI • FinTech
India2024
Built MarketMind - a ReAct-pattern financial agent eliminating hallucinations via tool-calling for live stock lookups and precise budget calculations. Planner-solver architecture with LangChain-compatible orchestration, stateful session management, auditable reasoning traces. Streamlit interface.

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