New 8 AI products shipped. Edge inference, agentic workflows, real civic data. Featured on NVIDIA Developer Live. See our work →
AI Engineering · Edge AI · GenAI Platforms

Your AI engineering partner.
From raw idea to production.

We embed with founders and leadership teams to build AI that actually ships. Agentic systems, GenAI platforms, edge deployment — hands-on engineering, not advisory decks.

360ofme Aquasight Dynatrace Rocket Companies Shoptelligence

Have an AI project in mind?

Free 30-minute call. We'll map out the approach together.

Book a Free Call →
For Businesses & Professionals

Make AI your unfair advantage.

Small business that needs AI tools set up and running? Professional who wants to become indispensable at work? Experienced engineer ready to go AI-native? We meet you where you are and get you there.

AI tool setup — Claude, Copilot, ChatGPT, custom agents
Workflow automation for your specific business
1-on-1 coaching — become the AI person on your team
AI-native engineering — agentic workflows, prompt engineering, LLM toolchains
Team training & adoption playbooks
Get Started →
Claude CodeClaude CodeAI coding assistant
GitHubGitHub CopilotCode completion
OpenAIChatGPT EnterpriseTeam AI assistant
CursorCursor / WindsurfAI-native IDE
NotionNotion AIDocs & knowledge
OpenClawOpenClawPersonal AI agent
+Custom AgentsYour workflows
AI Audit

We evaluate your current tools, workflows, and AI readiness. You get a clear action plan.

60-min sessionAction planTool recommendations
Contact Us →
AI Setup

We set up AI tools for your team and train everyone to use them. Hands-on, not a webinar.

Tool installationTeam trainingCustom workflows
Contact Us →
AI Partnership

Ongoing AI integration. We embed with your team weekly to build, automate, and optimize.

Weekly sessionsCustom agentsPriority support
Contact Us →
AnthropicAnthropic AWSAWS DatabricksDatabricks GoogleGoogle MetaMeta MistralMistral NVIDIANVIDIA OpenAIOpenAI SnowflakeSnowflake
About

18 years of AI engineering, working for you.

Founded by Ravinder Jilkapally — 18+ years shipping AI at enterprise scale. Led GenAI engineering at Xpanse, building multi-product AI platforms from the ground up. Previously Architecture Lead at Rocket Companies. Technical advisor to startups in AI, data, and ethical tech.

Austin, TX · LinkedIn →

18+
Years Building AI
Enterprise
to Edge, Full Stack
Hands-On
Builder & Operator
Services

Engineering that ships.

We write code, deploy models, and build products. Not slide decks.

Discuss a Project →
01

AI Product Development

Custom AI tools built for your business. LLM integration, RAG pipelines, intelligent agents, and production-ready inference.

LLMsRAGAgentsFine-tuning
02

Edge AI & Inference

Deploy on NVIDIA Jetson and edge hardware. On-device LLMs, computer vision, and real-time inference at 60W.

JetsonDeepStreamTensorRTNIM
03

AI Platform Design

We design the systems that power your AI tools. Secure, scalable, production-ready.

Multi-tenantMLOpsLLMOpsSecurity
04

AI Setup & Enablement

Get your team productive with AI. Claude Code, Copilot, ChatGPT Enterprise, custom workflows — we set it up, train your team, and build the playbooks.

ClaudeCopilotWorkflowsTraining
05

Full-Stack Engineering

Production web apps with Next.js, React, TypeScript. Supabase backends, Vercel deployments, Chrome extensions.

Next.jsReactSupabaseVercel
06

Startup Advisory

Fractional CTO / technical advisor for early-stage startups. Architecture, hiring, go-to-market, and fundraising support.

0-to-1ArchitectureHiringGTM
Recent Projects

Built, shipped, running.

Edge inference. Agentic engineering. Real data. Real users.

Engineering Leadership

Building world-class engineering teams from zero to production. Architecture, hiring, culture, delivery.

🤖

Agentic Engineering

MCP orchestration, multi-agent systems, autonomous experiment loops. AI that acts, not just responds.

📋

Document AI

Multimodal LLM systems for extraction, classification, and validation at enterprise scale. Ensemble model approaches.

🚀

Edge & Local AI

NVIDIA Jetson, DGX Spark, GB10. DeepStream video pipelines. Models that run where the data lives.

🎯

Product Leadership

Product direction, roadmap, and delivery. Founder mindset — from zero to one, then zero to scale.

Civic Intelligence

Undervolt

Urban growth intelligence platform. Analyzes 2.2M City of Austin building permits to surface energy and infrastructure trends in real time. Discovered a 22:1 solar-to-battery ratio and a 12x equity gap in backup power. On-device inference at 60W.

Nemotron NanoJetson AGX OrinRAPIDSDeepStreamNext.jsSupabase
View Project →
2.2M
Permits analyzed
8B
Params on edge
22:1
Solar-to-battery gap
60W
Inference power
Creative AI

Studio Copilot

Local AI workspace for photographers and designers. Full creative workflow — curation, client review, contracts, invoices, feedback — all on-device. Featured on NVIDIA Developer Live. 90 GitHub cloners in 24 hours.

OpenCLIPNVIDIA GB10FastAPINext.js
View Project →
Sports AI

RefereAI

AI sports officiating platform. Vision language models apply physical reasoning to ball trajectory, spin, and bounce — producing chain-of-thought scoring decisions and live broadcast commentary. Video search and summarization built in.

Cosmos Reason 2DeepStreamJetson AGX OrinFastAPI
View Project →
Youth Sports

CoachClaw

AI sideline assistant for volunteer parent-coaches. Rules lookups, concussion protocol, practice plans, park safety data (259K crime incidents), restaurant health scores — all from a Telegram message. Zero cloud dependency.

NemotronNVIDIA GB10Telegram Botllama.cpp
View Project →
Physical AI

Sideline

Agentic AI sports referee with physical embodiment. Watches video, reasons about plays with chain-of-thought, and signals physical robots. Open source — multi-provider VLM switching, full agent console.

Qwen VLMJetson AGX OrinThree.jsWebSocket
View Project →
Job Search

Applly

AI-powered job search copilot. Scores resume-to-job fit, generates tailored cover letters, and prepares interview talking points. Chrome extension imports listings directly from LinkedIn.

GeminiNext.jsChrome ExtensionSupabase
View Project →
Education

StudyPal

Conversational AI tutor for K-12. Voice-guided problem solving with Gemini, automatic assignment sync from Schoology, and adaptive practice generation — built to teach, not give answers.

GeminiVoice AISchoology APINode.js
Infrastructure

Homenest

Multi-device observability dashboard. Monitors services, GPU utilization, network topology, and AI model health across Mac and Jetson nodes — with Google Analytics integration and Telegram alerting.

FastAPIWebSocketsGoogle AnalyticsTelegram
Advisory & Startup Work

Trusted by founders building the next wave.

Shoptelligence
AI Retail Platform

AI-powered style discovery for home furnishing retailers. Increased average order value by 66% through automated style reasoning and recommendation engines.

Aquasight
Water AI Intelligence

Real-time digital AI infrastructure for 120+ water utilities. ATLAS, AURA, APOLLO platforms for predictive maintenance, leak detection, and treatment optimization.

360ofme
Technical Advisor

Advised the global personal data exchange on platform architecture, API design, and engineering strategy. Privacy-first data monetization for enterprises and consumers.

How We Work

From call to production in weeks, not months.

01

Discovery

30-minute call. Understand your problem, technical landscape, and goals.

02

Architecture

System design, tech stack, data flow, deployment strategy. Clear plan, your approval.

03

Build & Ship

Weekly demos. Production-quality code. Real deployments you can use immediately.

04

Support

Monitoring, iteration, knowledge transfer, and ongoing partnership.

Ready to build something real?

Free 30-minute consultation. We'll discuss your project and give you a clear path forward.

Or Book a Call Directly →