Multi-Cloud AI Systems Engineering · GCP & AWS

No Slide Decks. No Fragile Wrappers.

We architect, benchmark, and deploy autonomous AI agents and cloud infrastructure across Google Cloud and AWS. Shipped directly into your repository with enterprise guardrails, evaluation pipelines, and zero vendor lock-in.

GCP & AWS
Multi-Cloud Native
Cloud Certified
75K+
Engineering Readers
100%
Repo Ownership
🧠Vertex AI & Gemini
Amazon Bedrock
🗣️Dialogflow CX
🔍BigQuery Vector Search
🚀Cloud Run & GKE
☁️AWS Lambda & ECS
🔎OpenSearch Vector DB
🔁Pub/Sub & SQS
🏗️Terraform IaC
🔐IAM & Zero Trust
📊LLM Eval Harnesses
🧠Vertex AI & Gemini
Amazon Bedrock
🗣️Dialogflow CX
🔍BigQuery Vector Search
🚀Cloud Run & GKE
☁️AWS Lambda & ECS
🔎OpenSearch Vector DB
🔁Pub/Sub & SQS
🏗️Terraform IaC
🔐IAM & Zero Trust
📊LLM Eval Harnesses
🧠Vertex AI & Gemini
Amazon Bedrock
🗣️Dialogflow CX
🔍BigQuery Vector Search
🚀Cloud Run & GKE
☁️AWS Lambda & ECS
🔎OpenSearch Vector DB
🔁Pub/Sub & SQS
🏗️Terraform IaC
🔐IAM & Zero Trust
📊LLM Eval Harnesses
🧠Vertex AI & Gemini
Amazon Bedrock
🗣️Dialogflow CX
🔍BigQuery Vector Search
🚀Cloud Run & GKE
☁️AWS Lambda & ECS
🔎OpenSearch Vector DB
🔁Pub/Sub & SQS
🏗️Terraform IaC
🔐IAM & Zero Trust
📊LLM Eval Harnesses
Solutions

Engineered for Production Scale

Every system is designed by multi-cloud certified architects and shipped directly into your repository with evaluation benchmarks.

🤖Multi-Agent & Voice

Autonomous AI Agents & Voice

  • Dialogflow CX & Bedrock Agents
  • Custom Tool-Calling Workflows
  • Evaluation & Guardrail Harnesses
  • Direct Repository Delivery

We engineer and deploy production-grade multi-agent systems and conversational voice/chat agents with deterministic guardrails and zero-hallucination tolerance.

Scope-Driven Engagement
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🏗️GCP & AWS Systems

Cloud AI Infrastructure & RAG

  • BigQuery & OpenSearch Vector Search
  • Cloud Run & AWS Lambda Services
  • Zero-Downtime CI/CD Pipelines
  • IAM & Enterprise Data Isolation

Scalable, low-latency cloud infrastructure engineered for high-throughput AI workloads, enterprise data grounding, and mission-critical uptime.

Scope-Driven Engagement
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🔍2-Week Launchpad

AI Readiness & Architecture Sprint

  • Full-Stack Technical & Data Audit
  • Model & Architecture Benchmark
  • 90-Day Execution Roadmap
  • Cost & Latency Projections

A rapid 2-week technical sprint that audits your stack, validates feasibility, and establishes an enterprise-ready architecture blueprint before code is written.

Fixed 2-Week Sprint
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📡Ongoing Advisory

Fractional AI Principal & FinOps

  • Direct Architecture Reviews
  • Token Burn & Compute FinOps
  • Model Upgrade Benchmarking
  • Quarterly Roadmap Governance

Dedicated principal-level engineering advisory to govern token economics, benchmark emerging foundation models, and guide your engineering roadmap.

Dedicated Retainer
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Client Fit

Built for Teams That Ship

We partner with high-velocity engineering and product teams that value technical rigor.

Ideal Partnership If…

  • Growth-stage startups (Seed–Series B) building AI-native products & agents
  • Engineering teams needing specialized GCP & AWS AI systems architecture
  • Companies deploying autonomous multi-agent workflows, voice bots, or enterprise RAG
  • CTOs and technical founders wanting senior principal oversight without agency bloat
  • Teams demanding production code shipped directly into their repository
Request a Technical Scope →
🚫

Not the Right Fit If…

  • Looking for fragile prompt wrappers with no evaluation or guardrail plan
  • Seeking low-cost generic outsourcing without architectural rigor
  • Needing 80-page strategic slide decks instead of working code
  • Projects with no commitment to production observability and FinOps

Unsure if your architecture matches our expertise? Schedule a scoping call to review your stack.

Engagement Model

From Scoping to Production in 3 Sprints

No endless onboarding or bloated overhead. High-velocity engineering that delivers.

🔍
01

Technical Discovery & Audit

We assess your current cloud architecture, proprietary data assets, and AI objectives. We establish baseline metrics and technical milestones.

📐
02

Architecture Blueprint & Scope

We deliver a comprehensive technical specification, multi-cloud architecture diagram, and fixed sprint timeline before engineering begins.

🚀
03

Build, Benchmark & Deploy

We engineer the solution, validate through automated evaluation harnesses, and deploy directly into your production repository.

The Engineering Standard

Why GenAI Engineering

⚙️

Code Shipped Directly Into Your Repo

We build, benchmark, and deploy directly into your repository. You retain 100% intellectual property, configuration, and infrastructure ownership.

☁️

Multi-Cloud Native Architecture

Specialized systems engineering across Google Cloud (Vertex AI, Dialogflow CX) and AWS (Bedrock, Lambda), eliminating single-vendor bottlenecks.

📊

AI-FinOps & Token Governance

Every agent and RAG pipeline is built with strict token economics, latency SLAs, and compute monitoring to prevent runaway cloud bills.

🛡️

Deterministic Guardrails & Evals

We implement automated evaluation harnesses and human-in-the-loop fallback logic so your AI systems run reliably under enterprise production load.

Thought Leadership

Technical Authority & Community Impact

Our team actively contributes to the multi-cloud and AI ecosystem — speaking at global developer events and publishing architectural deep dives.

10+
Talks Given
435+
Attendees Reached
4
Cities Spoken In
75K
Publication Followers
Speaking Appearances
🌍

Google DevFest London 2025

London, ON

DevFest
🎉

DevFest Montreal 2025

Montreal, QC

DevFest
🍁

GDG Ottawa 2025

Ottawa, ON

GDG
🏙️

Community Talks — Windsor

Windsor, ON · 7 sessions

Community
View all talks →
Published Under Google Cloud

✦ Articles published under the Google Cloud publication on Medium — one of the largest cloud engineering audiences on the platform.

Follow on Medium →

✦ Active Google Developer Group community member · Windsor · London · Montreal · Ottawa

Get Started

Ready to Engineer Resilient AI Systems?

Schedule a 30-minute technical scoping session with our systems engineers. We will review your architecture, evaluate feasibility, and outline a fixed sprint execution plan.

Request a Technical ScopeContact Us Directly