Karan Shingde
K-Means Karan

AI Consulting Services

LLM infrastructure, RAG applications, AI agents, MLOps pipelines, and AI-powered web systems for teams that want production-ready outcomes.

LLM Infrastructure

Production-grade infrastructure for LLM applications. I design the backend layer that keeps AI products reliable, observable, secure, and cost-aware as usage grows.

Tools & Frameworks

OpenAIAWS BedrockLiteLLMLangSmithHeliconePostgreSQLRedis

My Expertise

  • Model routing, fallback strategies, and provider abstraction
  • Prompt/version management, evaluations, and regression testing
  • Latency, token cost, caching, and rate-limit optimization
  • Observability for traces, failures, hallucinations, and user feedback
Deliverables: LLM infrastructure blueprint, API layer, eval suite, monitoring, and deployment plan.

MLOps & ML Pipelines

From raw data to production inference. I architect end-to-end MLOps pipelines that ensure your models perform reliably at scale with complete reproducibility and monitoring.

Tools & Frameworks

KubeflowMLflowAirflowDVCWeights & Biases

My Expertise

  • Designing fault-tolerant data ingestion workflows
  • CI/CD automation for model training and deployment
  • Feature stores and experiment tracking
  • Model versioning and rollback strategies
Deliverables: Production-ready pipeline, documentation, and runbooks.

RAG & Agentic Systems

Custom RAG, LLM, and autonomous agent architectures that can reason over private data, call tools, and execute business workflows with human oversight.

Tools & Frameworks

LangChainLlamaIndexOpenAIAWS BedrockPineconeQdrant

My Expertise

  • RAG architecture design and optimization
  • LLM fine-tuning for domain-specific tasks
  • Multi-agent orchestration and tool-use patterns
  • Prompt engineering and evaluation frameworks
Deliverables: Deployed agent system, API integration, and performance benchmarks.

MLOps on Cloud

Architecting secure, cost-optimized cloud environments for AI workloads. Serverless inference, container orchestration, and infrastructure as code for repeatable deployments.

Tools & Frameworks

AWS SageMakerEKS/KubernetesTerraformDockerLambda

My Expertise

  • Infrastructure-as-Code for ML environments
  • Kubernetes cluster management for distributed training
  • Cost optimization and auto-scaling strategies
  • Security hardening and compliance (SOC2, HIPAA ready)
Deliverables: Cloud architecture blueprint, Terraform modules, and cost analysis.

AI-Powered Web & SEO

High-performance websites integrated with AI capabilities. Data-driven SEO strategies that leverage generative AI to dominate local and niche markets with measurable ROI.

Tools & Frameworks

Next.jsVercelGoogle Analytics 4Search ConsoleAhrefs

My Expertise

  • Technical SEO audits and programmatic optimization
  • AI-generated content strategy and implementation
  • Core Web Vitals optimization for ranking boost
  • Local SEO domination for service businesses
Deliverables: SEO audit report, optimized website, and growth dashboard.

Content Creation & Technical Docs

Educating developer communities and enterprise teams by translating complex AI concepts into actionable knowledge through tutorials, whitepapers, and documentation.

Tools & Frameworks

NotionMarkdownDocusaurusFigmaLoom

My Expertise

  • Technical blog posts and deep-dive tutorials
  • Whitepapers and research documentation
  • API reference guides and developer docs
  • Video scripts and educational content
Deliverables: Published content, documentation site, or content calendar.

Ready to build production AI infrastructure?

Let's scope the right LLM, RAG, agent, or MLOps architecture for your product and team.

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