Independent AI & Technology Advisory

From AI ambition to production reality.

I help founders and product teams build reliable AI systems, modernize cloud platforms, and scale engineering execution. Hands-on architecture. Practical strategy. Measurable outcomes.

Available for select advisory, audit and contract engagements

30–40

Engineers led across multidisciplinary teams

45%

Reduction in critical downtime

40%

Improvement in delivery predictability

01 / How I can help

Senior technical judgment when it matters most.

Focused engagements that solve specific business problems, from getting AI into production to making engineering delivery predictable.

AI Architecture & Production Readiness

Take an AI prototype into a dependable product, or make an existing AI system safer, faster, more observable and economically sustainable.

  • Multi-agent design, RAG and MCP tools
  • LLM gateways: model routing, fallback and quotas
  • LLM evaluations, guardrails and observability
  • Latency, token usage and cost optimization

Cloud & Platform Architecture

Find the right architecture for your scale, simplify infrastructure complexity and improve reliability without unnecessary cloud spending.

  • AWS/GCP architecture and cost reviews
  • Distributed services and data platforms
  • Observability, resilience and CI/CD

Fractional CTO & Engineering Advisory

Experienced technical leadership for teams that need better architecture decisions, a clearer roadmap, and stronger execution.

  • Technology strategy and technical due diligence
  • Team structure, hiring and engineering KPIs
  • Architecture reviews and delivery governance
02 / A practical starting point
Recommended starting engagement

Start with an AI Production Readiness Assessment.

A focused, typically five-working-day engagement to understand the risks holding your AI product back, then prioritize what to fix first. Scope and timeline are agreed before work begins.

  • 5 working days, fixed scope and written deliverables
  • Scope-based quote, agreed before work begins
  • Recommendations grounded in your architecture, ranked by priority
Request an assessment ↗
What you receive
01

Architecture & reliability review

Current system, critical paths, failure modes, scaling and operational gaps.

02

AI quality, safety & cost assessment

Evaluation strategy, tool execution, safeguards, latency, model routing and spend.

03

Prioritized improvement roadmap

Short- and medium-term recommendations ranked by risk, effort and impact.

04

Walkthrough with your team

Review findings, trade-offs and next steps directly with the people building the product.

03 / Relevant experience

Built and led in real production environments.

Selected examples from previous engineering leadership and platform work. These are professional experience examples, not client testimonials.

Multi-agent AI platform

Jupito

As CTO · TotalityCorp
Challenge
Three AI personas had to join live user discussions in real time, reliably and within model cost limits.
Approach
Architected a LangGraph orchestrator with MCP tools, gRPC and WebSocket streaming, a LiteLLM gateway for multi-provider routing, fallback and token cost tracking, and guardrails with grounding checks and golden-dataset evaluation.
Result
Critical system downtime reduced by 45%.

Agentic AI · LLM gateway · Guardrails

AI financial research

Swift Alpha

As CTO · TotalityCorp
Challenge
Fund managers needed research from dense BSE/NSE filings and news that they could trust, with every claim traceable to its source.
Approach
Designed Temporal-orchestrated pipelines with OCR and XBRL parsing, plus hybrid retrieval across relational, vector and graph stores and Elasticsearch, with claim-level source attribution.
Result
A production-grade research platform that automates financial intelligence gathering.

Document intelligence · RAG · Data architecture

Engineering leadership

Scaling teams and delivery

As CTO · TotalityCorp

Led a 30–40 person engineering organization across AI, backend, mobile, data, SRE and QA, introducing stronger ownership, engineering metrics and release discipline.

Engineering strategy · SRE · SDLC

Healthcare AI

AI Pre-Authorization & Claims

Independent consulting

Agentic workflow that reads policies, clinical notes and lab reports to assess coverage, flag missing documents and draft evidence-backed responses to insurers and TPAs, with privacy and security designed for sensitive clinical data.

Agentic AI · Document intelligence · Healthcare

Engineering productivity

AI-SDLC

As CTO · TotalityCorp

Rolled out an AI-assisted SDLC with a custom PR Review Agent, Cursor, Claude Code and Copilot, cutting PR review turnaround from 1–2 days to under 2 minutes and lifting delivery speed by 35–40%.

AI-assisted SDLC · Code review · Delivery

Recruitment AI

Recruitment Platform

Independent consulting

LLM tools for resume-to-JD scoring and relieving-letter verification, helping hiring teams shortlist candidates and verify immediate joiners faster.

LLM scoring · Document verification · HR tech

04 / How engagements work

A straightforward path from problem to progress.

You work directly with me. Engagements can be fixed-scope audits, implementation guidance or ongoing advisory support.

  1. Understand the problem

    We discuss your product, technical constraints, business goals and what success would look like. Initial discovery is brief and focused.

  2. Agree on scope

    I outline the proposed work, deliverables, timeline and commercial terms before any paid engagement starts.

  3. Deliver and transfer clarity

    You receive practical recommendations, architecture decisions or implementation support with direct communication throughout.

05 / Start a conversation

Have a complex engineering problem? Let's work through it.

Tell me what you're building, what is slowing you down, or where you need experienced architectural judgment. You don't need a perfect project brief.

  • Speak directly with the person doing the work
  • Short assessments or longer advisory engagements
  • Remote collaboration with teams in India and globally
Connect on LinkedIn ↗

Tell me about your project

Share a few details and I can assess whether I'm the right fit.

Your details are used only to respond to your enquiry. Please don't share passwords, credentials or confidential production data.

AI Architecture & Technical Advisory | Govind Singh