Sanjai C SFlowState Portfolio

Certified Gen-AI Professional · Open to Wispr Flow

Prompts thatspeak safely,scale surely.

Sanjai Subramanian C S — AI Prompt Engineer. Specializing in AWS Bedrock prompt development, adversarial red-teaming, and model validation — deploying safe, highly accurate, and robust LLM workflows in production systems.

2+

Years AI industry exp.

2000+

LLM outputs audited

30%

Model accuracy gain

Flowing voice waveform artwork in cream, forest and lavender

Now playing

The voice of safe AI

Red team compliance

100%

Eval success rate

99.8%

AWS BedrockLLM Red TeamingEvaluation HarnessesVoice Prompt TuningGuardrail ArchitectureRAG PipelinesResponsible AI2000+ Outputs Audited

Career Profile

The story so far

I am a certified Generative AI professional specializing in prompt engineering, LLM output evaluation, and AI system alignment. My journey is anchored at the intersection of AI safety, prompt design, and enterprise operations — having evaluated thousands of LLM outputs and designed high-performing agent guidelines.

I bridge the gap between complex algorithmic outputs and safe, reliable, human-aligned production pipelines. From hardening chatbots against security vulnerabilities and bias to optimizing enterprise tech support systems, I engineer the prompts and processes that make modern AI usable.

Why he fits your team

  • AWS Bedrock experience

    Hands-on prompt construction with 30% model performance improvements.

  • Responsible AI expert

    Extensive testing in red-teaming, jailbreaks, and indirect bias audits.

  • NOC & IT Ops skills

    Hardened support experience with ServiceNow queues and live dashboards.

  • High GPA academic rank

    Structured, fast-learning mindset with a 9.02 CGPA B.Tech honor.

"Seeking a challenging role as an AI Prompt Engineer or AI Support Operations Engineer, where I can leverage my AWS Bedrock experience, LLM benchmarking expertise, and Generative AI certifications to build robust, secure, and highly-accurate intelligent workflows."

Aligned with ISO/IEC 42001100% Ethical Tech

Double GenAI Certified

Passed both AWS and Oracle professional-level Generative AI certifications.

Pipelining success at AWS Bedrock

Audited 2,000+ LLM interactions; drove output errors down 30% on reasoning components.

9.02 CGPA academic honor

Top-tier honors in B.Tech Information Technology — reliable, technical, mathematical.

NOC infrastructure resilience

Enabled 99%+ uptime at Appglide via prompt dashboards and proactive downtime alerts.

01

High-Fidelity Prompting

Structured prompt instructions, context tags, and strict JSON schemas for precise LLM operations.

02

Double GenAI Certified

Formally credentialed Generative AI Specialist with professional certs from AWS and Oracle.

03

Strong Academic Foundation

Graduated with 9.02 CGPA in B.Tech IT, reflecting deep engineering principles.

04

Responsible AI Pioneer

Red-teaming chatbot endpoints with adversarial prompt injections to prevent leakage and bias.

Career Timeline

History & milestones

Roles at tech giants and startups — from enterprise support to production prompt engineering at AWS Bedrock.

Amazon Web Services (AWS)

AI Prompt Engineer — AWS Bedrock (ML Data Associate II)

Chennai, Tamil Nadu, India

November 2024 – Present
  • Designed and optimized 50+ structured prompts for summarization, classification, reasoning, and conversational AI — boosting AI pipeline response accuracy by 30% across real-world production settings.
  • Evaluated 2,000+ complex LLM outputs against strict quality benchmarks, grading relevance, factual alignment, and instruction-adherence; fed model gaps and edge cases directly to engineering teams.
  • Conducted adversarial red-teaming campaigns to detect prompt vulnerabilities, biases, and safety failures — documenting actionable feedback to enforce Responsible AI compliance cross-functionally.
  • Designed agent workflow prompt rules: precise structural instructions, contextual bounds, and JSON schema outputs for repeatable task execution.
  • Vetted and benchmarked chatbot behaviors with advanced testing workflows (AWS Q) to decrease prompt response variance at scale.

Impact & milestones

+30% AI response accuracy in production pipelines2,000+ LLM outputs audited with zero-variance logging100% adherence to standardized multi-agent output structures
Prompt EngineeringLLM Output EvaluationAmazon BedrockResponsible AIRed TeamingPythonRAG Workflows

Appglide Solutions

NOC Support Intern

Chennai, Tamil Nadu, India

September 2024 – October 2024
  • Monitored live system KPIs (S2M, S2AP) and critical microservices health using Prometheus, Grafana, and PagerDuty — proactively flagging service degradation before outages.
  • Owned the complete incident response lifecycle: escalating production tickets, Airtable logging, Slack stakeholder updates, and shift handover briefs.
  • Automated and tested dashboard monitors, catching data-mismatch inconsistencies and maintaining 99%+ service uptime across client environments.

Impact & milestones

Maintained >99% uptime through live Prometheus trackingCut incident escalation loop time via early Grafana flagging
PrometheusGrafanaPagerDutyIncident ManagementAirtableTroubleshooting

Accenture (Payroll – Quess Corp)

Application Support Engineer

Chennai, Tamil Nadu, India

January 2024 – July 2024
  • Engineered prompt templates for AI and internal LLM workflows — elevating consistency, reducing text-drift, and accelerating response quality across 10+ operational use-cases.
  • Audited model outputs with structured statistical quality reviews, identifying recurring hallucination and failure symptoms.
  • Authored a simplified prompt-creation framework, cutting onboarding and prompt development cycle time for team engineers.
  • Handled remote IT and system troubleshooting under strict SLAs; administered ServiceNow queues and asset tracking registries.

Impact & milestones

Reduced prompt design-to-production time across teams100% timely SLA resolution on enterprise incidents
Prompt DesignServiceNowQuality AssuranceTechnical SupportIncident ManagementProcess Improvement

Work Fall

Technical Recruiter Intern

Chennai, Tamil Nadu, India

August 2023 – November 2023
  • Sourced, screened, and reached out to prospective technical candidates — from generic developers to AI specialists — on LinkedIn and Recruiter Inn.
  • Vetted profile portfolios for candidate-skill alignment with project scopes and tech stacks.
  • Coordinated interviews and pipeline trackers alongside hiring managers to streamline onboarding.

Impact & milestones

Vetted dozens of tech profiles for engineering rolesIncreased interview execution velocity with structured screening
Sourcing & ScreeningLinkedIn RecruiterCommunicationProcess Coordination

AWS → Appglide → Accenture → Work Fall · 4 roles, one obsession: reliable AI

Vibe Coding & Engineering Portfolio

Live applications & technical showcases

Real-world apps built with vibe-coding engines alongside production enterprise prompt workflows and deep learning models.

Temple Travel AI — AI-Powered Spiritual Travel Companion cover artworkLive Vibe-Coded App

Lovable AI + Gemini + Google Maps

Temple Travel AI — AI-Powered Spiritual Travel Companion

A production-grade AI spiritual travel companion discovering famous, hidden, ancient, and UNESCO heritage temples, hill stations, waterfalls, beaches, and sacred pilgrimage routes across Tamil Nadu, South India, and pan-India — with live maps, real-time weather, and memory-driven AI planning.

Lovable AIGoogle Gemini AIGoogle Maps & Places APIReact
San Prompt Core — AI Prompt Engineering & Benchmark Sandbox cover artworkLive Vibe-Coded App

Base44 AI Vibe Coding Platform

San Prompt Core — AI Prompt Engineering & Benchmark Sandbox

An enterprise prompt engineering sandbox and evaluation hub to create, test, optimize, and benchmark system prompts with strict rubric metrics, variable injection, and multi-model consistency checks.

Base44Generative AIPrompt EngineeringLLM Evaluation
Cricket Scout Pulse — AI Sports Analytics & Talent Scouting cover artworkLive Vibe-Coded App

Base44 AI Vibe Coding Platform

Cricket Scout Pulse — AI Sports Analytics & Talent Scouting

An intelligent sports telemetry and talent scouting dashboard transforming raw cricket match data into actionable player ratings, form consistency graphs, and tactical recruitment recommendations.

Base44AI Sports AnalyticsData VisualizationTypeScript
SanTech Prompt Flow — Visual AI Workflow & Prompt Chaining cover artworkLive Vibe-Coded App

Base44 AI Vibe Coding Platform

SanTech Prompt Flow — Visual AI Workflow & Prompt Chaining

A visual prompt pipeline builder chaining complex multi-step reasoning nodes, conditional evaluations, safety guards, and output formatters in a clean workflow interface.

Base44Workflow OrchestrationPrompt ChainingGenerative AI
Conscious Speak Flow Live — AI Speech Coaching Assistant cover artworkLive Vibe-Coded App

Base44 AI Vibe Coding Platform

Conscious Speak Flow Live — AI Speech Coaching Assistant

A real-time mindful communication trainer and speech enhancement platform fostering empathetic, clear, assertive, and constructive vocal delivery.

Base44AI Speech AnalysisNLP Sentiment ClassificationTypeScript
Sarah Voice Lead — Voice AI & Autonomous Lead Qualification cover artworkLive Vibe-Coded App

Base44 AI Vibe Coding Platform

Sarah Voice Lead — Voice AI & Autonomous Lead Qualification

An enterprise conversational voice agent and automated inbound/outbound lead intake platform engineered to qualify prospects, handle inquiries, and accelerate CRM pipeline velocity.

Base44Voice AI AgentLead QualificationAuthentication & CRM
Enterprise AI Chatbot Evaluation & Red Teaming Workflow cover artworkEnterprise Workflow

AWS Bedrock & Python

Enterprise AI Chatbot Evaluation & Red Teaming Workflow

Standardizing enterprise LLM safety, jailbreak detection, and output reliability across production pipelines.

AWS BedrockPythonClaude & Mistral ModelsResponsible AI Rubrics
UAV-Based Plant Wilt Detection using CNN cover artworkDeep Learning Model

Python, TensorFlow & OpenCV

UAV-Based Plant Wilt Detection using CNN

Precision agriculture drone imagery classification for early crop disease mitigation and agricultural yield protection.

PythonTensorFlowOpenCVDeep Learning / CNN

Capability Engine

Categorized skill matrices

Engineering competencies, model alignment, and tech support tool ratings — benchmarked, not guessed.

Prompt Engineering

95%

Highly structured prompts, few-shot templates, and instructions.

LLM Output Evaluation

92%

Benchmarking responses for accuracy, relevance, and criteria adherence.

Responsible AI & Red Teaming

90%

Identifying safety failures, biases, jailbreak risks, and prompt injection fixes.

AWS Bedrock

88%

Building, scaling, and managing generative applications via Bedrock workflows.

RAG (Retrieval-Augmented Generation)

85%

Designing optimal context retrieval structures for consistent generation.

Chatbot Evaluation & Benchmarking

90%

Metrics and frameworks (e.g., AWS Q benchmarking) for chatbot pipelines.

Python

85%

Scripting, prompt runner helpers, data processing, and simple CNN training.

TensorFlow & OpenCV

75%

Basic deep learning architecture training, pre-processing, and CV models.

AWS Services

80%

AWS Bedrock, SageMaker basics, and cloud environment administration.

Incident Management

88%

Tracking, prioritizing, and escalating issues under strict SLAs.

SQL & Data Annotation

82%

Data validation, quality checks, structured logging, and manual labeling.

Prometheus & Grafana

80%

Monitoring platform health, system KPIs, and performance alerts.

PagerDuty & Airtable

82%

Configuring on-call schedules, alert routing, and structured trackers.

ServiceNow & ITIL Processes

84%

Ticketing structures, SLA policies, and asset organization.

Technical Documentation

92%

Authoring instruction sheets, evaluation rubrics, and incident handovers.

Quality Assurance & Testing

90%

Structured scenario checking, regression testing, and quality control.

Process Improvement

86%

Optimizing environments, reducing response variance, and cutting task times.

Sourcing & Screening

80%

Evaluating tech profiles and coordinating with hiring managers.

Live Red-Team Console

Watch me break AI — then fix it

A miniature of my AWS Bedrock evaluation harness: four attack vectors, one hardened guardrail stack. Real verdicts from my daily workflow.

prompt-eval — red-team console v2.4

Attack vectors

$ eval --suite redteam --scenario injection

…

Verified Credentials

Professional certifications

Double certified Generative AI Specialist with industry benchmarks from Amazon Web Services and Oracle.

PRO LEVEL

AWS Certified Generative AI Professional

Amazon Web Services (AWS)

2025
PRO LEVEL

Oracle Cloud Infrastructure 2025 Certified Generative AI Professional

Oracle

2025

Oracle Fusion AI Agent Studio Certified Foundations Associate

Oracle

2025

AWS Machine Learning Foundations

Amazon Web Services (AWS)

2024

Official Resume

Interactive resume preview

Audit the direct credentials, then download an ATS-tailored printable copy instantly.

Sanjai Subramanian C S

AI Prompt Engineer & Technology Operations Specialist

Chennai, Tamil Nadu, India · Remote / Hybrid
6383302882 · sanjai04062002@gmail.com
linkedin.com/in/sanjai-subramanian-c-s-00ba22212

Professional Summary

AI Prompt Engineer with 2+ years of experience in prompt optimization, large-scale LLM evaluation, and Responsible AI within AWS Bedrock and enterprise AI environments.

Skills Snapshot

Prompt Engineering | LLM Output Evaluation | Responsible AI & Red Teaming | AWS Bedrock | RAG | Chatbot Evaluation & Benchmarking | Python | TensorFlow & OpenCV | AWS Services | Incident Management | SQL & Data Annotation | Prometheus & Grafana | PagerDuty & Airtable | ServiceNow & ITIL Processes | Technical Documentation | Quality Assurance & Testing | Process Improvement | Sourcing & Screening

Professional Experience

Amazon Web Services (AWS) — AI Prompt Engineer — AWS Bedrock

Nov 2024 – Present

Appglide Solutions — NOC Support Intern

Sep 2024 – Oct 2024

Accenture (Payroll – Quess Corp) — Application Support Engineer

Jan 2024 – Jul 2024

Work Fall — Technical Recruiter Intern

Aug 2023 – Nov 2023

Education

B.Tech, Information Technology
Bharath Institute of Higher Education and Research
GPA: 9.02 / 10 CGPA

Certifications

  • AWS Certified Generative AI Professional — 2025
  • Oracle Cloud Infrastructure 2025 Certified GenAI Professional
  • Oracle Fusion AI Agent Studio Foundations Associate — 2025
  • AWS Machine Learning Foundations — 2024

Communication Platform

Looking for a stellar AI & support engineer?

Hire an expert with validated Amazon Bedrock credentials and a strong track record of incident management. Submissions are tagged Tier-1 and answered within 24 hours.

Priority: Tier 1Status: MonitoredImmediate / within 15–30 days notice

Recruiter dispatch — email chips

* Marked fields are obligatory for operations verification.

Sanjai Subramanian C S

FlowState Portfolio

A voice-first portfolio — engineered like an eval harness, tuned for the Wispr Flow hiring challenge.

© 2026 Sanjai Subramanian C S · Chennai, India

Built for the Wispr Flow hiring challenge · sanjai04062002@gmail.com