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Work With Me

I help in the following areas :

Data Strategy

  • Analyse your existing data landscape and your user's information needs
  • Audit existing pipelines for hidden security risks
  • Architect and implement granular indexing strategies for your specific usecases
  • Design and deploy robust query routing strategies
  • End-to-end fine-tuning pipelines for embedding models for highly personalized retrieval
  • Identify bottlenecks and performance optimization for future proof systems

Team building

  • Stand-ups become focused on concrete experiments and metrics that is aligned with your business goals
  • Hand-on training on AI Expertise for your engineering team
  • Roadmap design and alignment
  • Communication strategies for probabilistic systems unlike traditional software systems

Reliable Evaluation system

  • Implement the right evaluation metrics that aligns with your business needs
  • Accelerate your testing from weeks to days
  • Align LLM judges with human feedback
  • Implement statistical validation to distinguish meaningful improvements from random noise
  • Benchmark architectures to quantify tradeoffs between cost, latency, and accuracy
  • Synthetic test data to systematically target edge cases and failure modes without exposing sensitive user data
  • Optimize experiment costs – Cache API results, test on subsets first, and prune dead-end experiments early

Improve RAG systems

  • Pinpoint retrieval weaknesses by segmenting user queries by topic, intent to diagonise system failure
  • Structure data – Extract metadata, tables, and visual context to enable precise filtering.
  • Automatically direct requests to specialized tools (SQL engines, image indexes, codebases)
  • Fine-tune embeddings and re-rankers using real user feedback to align outputs with domain-specific needs.
  • Build user-driven validation (thumbs-up/down, error highlighting) and guardrails for systematic upgrades.

Who This Is For:

  • Startups losing customers to unreliable AI
  • Teams struggling with slow, untrustworthy apps
  • Engineering leaders tired of “Why are we still debating this?” meetings

Here's a cal.com link to book some time if this sounds like something you're interested with.

In exchange, I might write about some of the issues and problems we talk about - without giving specific details. If I do use content we discussed about, I'll clear it with you before publishing anything.

Reach out to me !