AI Systems · Databases · Cloud Architecture · Distributed Systems

Engineering Clarity
for Hard Systems Problems

20+ years designing and operating distributed systems, data platforms, and AI infrastructure at scale. AKS Engineering offers select architecture advisory, technical reviews, and principal engineering engagements.

You may need this if:

  • Your Aurora or Postgres bills are spiking and you do not know why
  • Your AI agent is hallucinating SQL or making dangerous database calls
  • A database migration has stalled and the cutover window is shrinking
  • You need a second opinion on an architecture before you commit to it
  • Your team needs principal-level judgment without a full-time hire

Services

Engagements range from one-time architecture audits to ongoing embedded advisory work.

AI & Agent Systems

LLM application architecture, RAG pipeline design, agent orchestration frameworks, evaluation infrastructure, and production guardrails for AI systems.

Database Engineering

Schema design, query optimization, migration strategy, and operational runbooks for PostgreSQL, MongoDB, vector databases, and multi-model data platforms.

Cloud & Distributed Systems

Multi-region architecture, reliability engineering, cost optimization, and system design for AWS, GCP, Azure, and OCI. CAP theorem tradeoffs made concrete.

Architecture Reviews & Audits

In-depth technical review of existing systems: design gaps, scaling bottlenecks, security posture, and a prioritized remediation roadmap you can act on.

Cost Optimization & License Governance

Cloud spend analysis, right-sizing, and reservation strategy across AWS, GCP, Azure, and OCI. Software license inventory system design — tracking entitlements, usage, and renewal exposure at scale.

Technical Leadership

Principal engineering advisory, engineering strategy, hiring criteria, and technical due diligence for investors and acquirers evaluating a codebase or team.

System Design Coaching

Team workshops on distributed systems, database internals, and production architecture patterns. Interview-ready system design preparation for senior engineers.

How Engagements Work

No retainer traps. No mystery pricing. Three steps from first contact to active work.

01

Discovery Call

30-minute free call. You describe the problem; we dig into the questions that usually get skipped. No pitch deck, no NDA required to start.

02

Scope & Proposal

Written proposal with clear deliverables, timeline, and fixed-price or retainer options. No surprise invoices at the end of the month.

03

Active Engagement

Advisory calls, async Slack reviews, written architecture documents, or fully embedded work — matched to what your team actually needs.

Engineering Field Notes

The blog at rajivonai.com is the best signal of how AKS Engineering approaches systems problems — architecture tradeoffs, failure modes, real-world database behavior, and AI infrastructure decisions written for practitioners.

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About AKS Engineering

AKS Engineering (AKS Software Solutions LLC) brings 20+ years of experience designing and operating distributed systems, data platforms, and cloud infrastructure across startups, scale-ups, and enterprise organizations.

Engagements are offered on a project and advisory basis — for teams that need principal-level judgment on architecture, database systems, and AI infrastructure without a full-time hire.

The engineering blog at rajivonai.com is a public record of production experience — what breaks, what scales, what the textbooks miss, and what actually matters when a system is under load.

PostgreSQL MongoDB Vector Databases AWS GCP Azure OCI Kubernetes LLM Systems RAG Pipelines Distributed Systems System Design AI Agents Data Platforms

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Describe what you are building or the problem you are trying to solve. AKS Engineering responds within one business day.