Operating Model

AI-Native Execution. Senior Engineering Oversight.

I'm Saravana Bhava — Principal Engineer operating SazM. I combine autonomous AI execution with 20+ years of technical leadership to deliver production-grade software faster and more reliably.

  • Problem → AI-Native Workflow → Senior QA Review → Production Delivery
  • Outcome-based pricing — purchase software reliability, not engineering hours.
  • Every technical decision validated by a Principal Engineer with 20+ years of experience.
20+Years Engineering
106+Production Engagements
33+Production Technologies
7+Industries
Operating Model

How SazM Operates

Traditional software delivery forces clients to choose between expensive engineering teams or unreliable outsourcing. SazM eliminates that trade-off through an AI-Native Software Delivery model operated by a single Principal Engineer.

AI handles code generation, initial test suites, documentation, refactoring, and repetitive boilerplate. My role is directing AI systems, defining system architecture, enforcing security and quality standards, managing technical risk, and approving final production deployments.

This hybrid model delivers software significantly faster than manual coding while ensuring every line of code meets strict production-grade standards.

Timeline

  • 2024Focus on Modernization & Custom Apps
  • 2015Expanded into full-stack architecture
  • 2010Began independent engineering practice
  • 2006First commercial web projects delivered
Working Principles

How I Build Software

Engineering principles that establish technical alignment, reduce project risk, and deliver maintainable software built to last.

Written-First Alignment

We define business outcomes, architecture specs, and system boundaries in written briefs, enabling AI execution without ambiguity.

Architecture Before AI Execution

System architecture, API schemas, and security constraints are defined by Saravana Bhava before AI implementation begins.

AI-Orchestrated Implementation

Autonomous AI workflows execute code generation, unit test suites, documentation, and refactoring at unmatched speed.

Senior Engineering QA & Review

Every commit undergoes Principal Engineer review, validation, performance auditing, and risk management before release.

Production-Grade Delivery

Software is shipped with zero translation loss, backed by full automated test coverage and long-term architectural stability.

Engagement Process

  1. 1

    Technical brief received and requirements reviewed.

  2. 2

    Clarifying questions sent in writing if needed.

  3. 3

    Practical solution proposed.

  4. 4

    Development begins after agreement.

Start with a Written Brief
Experience Overview

What I build

The primary work is software development. Every engagement involves writing code, making technical decisions, and being responsible for the system delivered.

Primary services

  • Build New Digital Products
  • Modernize Existing Platforms
  • Automate Business Operations
  • Headless & Cloud-Native Systems
  • Diagnostic Audits & Risk Assessment

Engagement Models

  • Diagnostic Audit (Assess & Plan)
  • Engineering Project (AI-Orchestrated Execution)
  • Architect-in-Residence (Scale & Oversee)

Industries

The project archive documents 106+ systems built and maintained directly. Each entry includes business context, the engineering challenge, and what was delivered.

Technologies

Tools of the work

Technology choices are driven by project requirements and long-term maintainability, not trend. The 33+ technologies listed below reflect real production use across 106+ projects.

javascriptmysqlphpwordpressmagentoshopifycodeignitersvnopencartwoocommercejoomlagitapachebigcommercesquarespaceinterspire-shopping-cartwixcloudflarenginxpythonreactastronext-jspayload-cmspostgresqltailwind-csstypescriptcsslaravelinterspiresentrystripesupabase
For Recruiters & Hiring Managers

Technical Leadership & Employment

While SazM operates primarily as an AI-native autonomous software delivery platform, I remain open to selective principal engineering leadership engagements for high-impact systems.

Primary Expertise

  • Roles: Principal Architect, Technical Lead & Senior Engineer
  • Experience: 20+ Years Professional Engineering
  • Availability: 🟢 Available for autonomous software delivery engagements
Download Resume (PDF)LinkedIn Profile

Working on something?

Submit a technical brief.

Share the engineering problem, current constraints, and the outcome you need. I will review the written brief and respond with a practical next step.

Submit a Technical BriefView Engagement Models