Hi, I'm Ashish 👋
generative AI
Customer Engineer at Google — Pre-Sales Solutions Architect for Financial Services in India. I design generative AI and real-time voice systems for Insurance, Banking & Securities.
About Me
I'm a Customer Engineer (Pre-Sales Solutions Architect) at Google, partnering with enterprise Financial Services institutions (Banking, Insurance & Securities) across India. I lead architectural workshops, conduct high-throughput POCs, and design generative AI systems that scale securely. Prior to Google, I spent ~4 years at AWS as a Solutions Architect and Technical Account Manager.
GenAI adoption pipeline accelerated
Bidirectional Voice AI Banking demo
Google Cloud, AWS & K8s Certifications
Trained across 40+ EKS Workshops
Work Experience
Education
Mumbai UniversityJuly 2014 – May 2017B.Sc. Information Technology — CGPA 9.3/10📍 Mumbai, IndiaCoursework: Java, C++, Operating Systems, ASP.NET, Software Testing, Network Administration.
Visit university portal
Skills & Technologies
Agentic AI & GenAI Frameworks
- Gemini Omni (Multimodal)
- Gemini Live (Bidirectional Voice)
- Gemini 2.0 Flash / Pro
- Sarvam AI (Indic Voice & LLMs)
- Google Veo (Generative Video)
- LangGraph
- LangSmith
- Agent Development Kit (ADK)
- Agentic AI
- Multi-Agent Workflows
- Model Context Protocol (MCP)
- Claude 3.5 Sonnet
- OpenAI / GPT-4o
- Amazon Bedrock
- LlamaIndex
- CrewAI
- Chirp 3 Indic Voice
- Advanced RAG & Vector DBs
- Prompt Engineering
- Function Calling & Tool Use
- LLM Evaluation & Benchmarking
Google Cloud Platform
- Vertex AI
- Gemini Multimodal Live API
- Google Kubernetes Engine (GKE)
- BigQuery
- Cloud Storage
- Cloud Run
- Cloud Pub/Sub
- Looker
Amazon Web Services
- Amazon Bedrock
- Amazon EKS
- EC2
- RDS
- AWS Lambda
- Systems Manager (SSM)
- CloudWatch
- Cost Optimization (FinOps)
- Disaster Recovery (DR)
Platform, DevOps & Containers
- Kubernetes (CKA / CKAD / CKS)
- Pivotal Kubernetes Service (PKS)
- Karpenter
- KEDA (Event-driven Autoscaling)
- Docker & Containerd
- Linux & Shell Scripting
- PostgreSQL
- Oracle Database
- CommVault
Where I spend my time
Real-time voice agents
End-to-end bidirectional voice systems on advanced API frameworks — including India's first such demo, showcased by Google India Leadership at executive banking hackathons.
- Gemini Live
- ADK
- Chirp 3
Enterprise generative AI architecture
Deep-dive workshops and POCs that integrate foundation models, then optimize latency, throughput and system-level performance for Insurance, Banking & Securities.
- Foundation models
- Latency
- Throughput
Contact centre modernization
Generative-AI agent assist and research analyst workflows, with standard architecture patterns and evaluation criteria for accuracy and compliance.
- Agent Assist
- Evaluation
- Compliance
Kubernetes platform engineering
Cluster upgrades, disaster recovery and scaling for 20+ enterprises on Amazon EKS — 40+ workshops, 1000+ attendees, plus published technical and public workshops.
- Amazon EKS
- KEDA
- Karpenter
Cost & reliability engineering
~$2M of net realized AWS savings in FY-2023, disaster recovery rollouts for FSI customers, and architecture reviews for risk, scalability, security, performance and cost.
- FinOps
- DR
- Well-architected
Automation that removes toil
EC2 patching automation across 2500+ instances, SSM documents that cut a 30-day rollout to minutes, and report automation that cut monthly tickets by 35%.
- SSM
- CloudWatch
- Bash
Featured Architectures & Demos
A conversational automotive retail demo on the fictional Cymbal brand, built as a TypeScript front end over a live Gemini generative agent backend.
- TypeScript
- Gemini
- Conversational AI
- Next.js
Cymbal Shops Voice Commerce
FeaturedConversational voice-commerce storefront demo built on Cymbal Shops — browse products, search catalogues, and check out entirely through low-latency speech.
- Voice AI
- Gemini Live
- HTML
- Commerce
Cymbal Bank Voice Bot
FeaturedVoice bot for Cymbal Bank combining BigQuery for real-time account data, RAG over policy documents in Cloud Storage, and live external transaction APIs.
- Python
- Gemini Live
- BigQuery
- RAG
- Cloud Storage
SupportGPT on Amazon Bedrock
FeaturedIntelligent support acceleration platform: leverages prior enterprise support correspondence through Amazon Bedrock and AWS Support API to fast-track issue resolution.
- JavaScript
- Amazon Bedrock
- AWS Support API
- LLM
Automated policy evaluation, guardrail moderation, and security triage for enterprise LLM workloads deployed on Amazon Bedrock.
- Python
- Amazon Bedrock
- Security
- Guardrails
Event-driven workload scaling on Amazon EKS with KEDA, paired with Karpenter for high-speed, just-in-time node provisioning.
- Amazon EKS
- KEDA
- Karpenter
- Kubernetes
GitHub Activity
@ashishkamble004Public contribution activity, refreshed from GitHub.
Certifications & Credentials
15x Verified Badges
Awards & Honors
- Q4 2025 CE of the Quarter – FSI TeamGoogle
Recognised for pre-sales technical impact across the FSI team.
- re:Invent 2023 representation awardAmazon Web Services
Awarded for representing Enterprise Support at re:Invent 2023.
- Service Improvement recognition (×3)Amdocs
Recognised three times for Service Improvement in the Globe project and for leading PKS activities.
- Promoted to Sr. DevOps EngineerKodeKloud
Promotion earned on the KodeKloud platform.