AI Agents with AWS
Live online training on building AI and GenAI agents on AWS. Covers agent architectures, tool use, orchestration patterns, and production deployment strategies.
INSIGHTS // PRACTICE_KNOWLEDGE
Insights from AI delivered in production.
Case studies, executive education, and talks that reflect how our team designs, governs, and ships AI in real enterprise environments.
PROOF // CASE_STUDIES
Production case studies
AI, cloud, and data systems taken from concept to production—each with its architecture, delivery approach, and business outcome.
AI Factory / Agent Factory Platform
Reference architecture for reusable agent factory extending GenAI accelerator playbooks with governance-by-default.
Targets faster delivery, lower orchestration cost, and governance-by-default for future accelerators.
Read case studyGenAI Governance Framework
Production governance framework for foundation models, agents, and multi-model workloads with compliance controls.
Designed governance-by-default approach moving teams from experimentation to compliant production.
Read case studyAI Content Moderation Platform
GenAI accelerator replacing legacy moderation APIs to handle content classification under traffic surges.
Addressed moderation teams spending 70% of time on mechanical tasks; built MVP plus production path.
Read case studyAI Expense Policy Evaluator
GenAI accelerator for expense management including policy extraction, rule engine, admin interface, and receipt ingestion.
Automated policy compliance checking and receipt processing with intelligent extraction.
Read case studyAI-Assisted SDLC and Intelligent Document Processing
GenAI accelerator combining AI-assisted development workflows with intelligent document processing from MVP to production.
Makes AI-assisted development first-class while extending document processing MVP into hardened production.
Read case studyMulti-Agent Evaluation Framework
Well-architected review and LLM quality evaluation framework for existing multi-agent GenAI architecture.
Focused on fan-out efficiency, cost observability, and CI/CD-based LLM evaluation for production-grade operations.
Read case studyMultilingual Caregiver Scheduling Platform
Multi-agent copilot platform handling scheduling, onboarding, and daily check-ins via voice and chat for caregiving operations.
Phase 1 delivered with V1 and V2; production deployment path toward HIPAA-ready operations.
Read case studyVoice AI Cross-Sell Initiative
Global initiative packaging proven voice AI solution patterns for multiple prospects based on prior delivery references.
97% cost reduction per call and 70-80% automation rates based on production references.
Read case studyAI Call Analytics and RAG Pipeline
NL analytics platform for sales call transcripts with graph database and retrieval-augmented generation pipeline.
Automated actionable insights from call transcripts; enabled production-scale analytics for sales teams.
Read case studyAI Decision Engine for Marketing Analytics
Production-ready AI engine for marketing attribution, campaign analysis, and cohort reasoning using agentic analytics patterns.
Created production-ready AI decision engine and net-new revenue stream; launched faster than internal estimates.
Read case studyAI Business Advisor Reporting
Production-ready AI-assisted reporting creating monthly narratives and PDF/HTML reports from business data.
Delivered MVP pipeline and production-readiness artifacts; fully cloud-funded accelerator.
Read case studyGenAI Community of Practice
Company-wide skill-share sessions, workshops, and technical enablement for GenAI and agentic systems.
Built internal capability and repeatable knowledge sharing for accelerator delivery across teams.
Read case studyGenAI Risk Assessment Platform
Automated underwriting and credit risk assessment using GenAI to extract information from financial documents.
Reduces manual review effort and improves underwriting decisions with governed, auditable workflow.
Read case studyLLM Fine-Tuning and Benchmarking
Distributed LLM training benchmarking on custom hardware to compare training time and cost economics.
Evaluated GenAI training economics and performance for production planning.
Read case studyMulti-Agent Real Estate Platform
GenAI-powered automation of real estate sales lifecycle with multi-modal agents and CRM integration across multiple geographies.
Reached production across multiple geographies and enterprise clients; flagship reference architecture.
Read case studyVoice AI Customer Service Automation
AI-powered customer service call automation with working demo/MVP for enterprise contact centers.
Working MVP delivered; proven reference for voice AI cross-sell with 97% cost reduction per call.
Read case studyAI-Powered Surgical Scheduling
Voice-activated scheduling system automating healthcare calls with agentic flows, replacing manual phone operations.
Reduced call-handling cost from ~$15 to <$0.01 per call; 97% cost reduction with 70-80% automation rate.
Read case studyGenAI Retail Imagery Platform
GenAI features for apparel image generation, model rendering, and sketch generation for design workflows.
Accelerated design workflows and improved UX for apparel design users.
Read case studyText-to-SQL GenAI Accelerator
Natural language to SQL generation with LLM compliance endpoints and training/workshop components.
Automated LLM compliance requests with rapid prototyping and roadmap facilitation.
Read case studyProduction Agentic WhatsApp Assistant
Spanish-language production-ready agentic assistant for customer engagement via WhatsApp.
Completed accelerator used as reference case for partner materials and cross-sell.
Read case studySocial Media Disaster Detection
Real-time sentiment and event detection from high-volume social feeds for disaster response.
Accelerates disaster detection; streamlines multi-language incident alerts and analysis.
Read case study ENABLEMENT // EXECUTIVE_EDUCATION
Executive education & technical programs
Programs delivered with O’Reilly and Udacity, and adapted into private enablement for client leadership and engineering teams.
Building GenAI Agents in AWS
Live session on building generative AI agents using Amazon Bedrock. Covers agent design, action groups, knowledge base integration, and real-world deployment patterns.
Hands-On RAG with AWS
Build production-ready Retrieval-Augmented Generation applications with AWS Bedrock and Python. Covers vector stores, chunking strategies, retrieval optimization, and evaluation.
Building Generative AI Applications with Amazon Bedrock and Python
Hands-on course covering the full lifecycle of building GenAI applications using Amazon Bedrock. Includes console access, Python/Boto3 integration, embeddings, and a production deployment project.
Data Lakes in AWS
Comprehensive course on building and managing data lakes on AWS. Designed as a data-layer primer for practitioners moving into AI and ML workloads.
VOICE // SPEAKING_RECORD
Conference talks & workshops
Production-grade AI perspectives shared at cloud summits, immersion days, and executive events.
- Nov 2025 Panel
AI in the Wild: Truths, Myths, and What’s Actually Working
AI Invite-Only Executive Event · San Francisco, CA / London, UK / Tokyo, JP (scheduled, final date/location TBD)
- Aug 2025 Webinar
Unleash the Power of GenAI: Prepare, Protect and Scale Your Data
GenAI LATAM Webinar · Virtual (LATAM)
- Apr 2025 In-person
From data to action – Building causal AI systems with knowledge graphs
Google Cloud Next 25 Breakout · Las Vegas, NV
- Apr 2025 Workshop
AWS GenAI Immersion Day
DoiT – Dive Into Genius: LLM Immersion Day · Virtual
- Mar 2025 Webinar
AWS GenAI - Anatomy of LLMs
DoiT – Dive Into Genius: Anatomy of LLMs Webinar · Virtual
- Sep 2024 Workshop
AWS Transcribe and Bedrock Workshop: Audio Transcription and Summarization
Gather.Town Workshop · Virtual
- Jul 2024 Workshop
AWS Bedrock Immersion Day
AWS Bedrock Immersion Day · Virtual
- Jul 2024 Panel
GenAI & Data Strategy Summit Panel
GenAI & Data Strategy Summit · Seattle, WA
- Jun 2024 Webinar
AWS GenAI: LLM Liftoff: Navigating the Journey from Concept to Production
AWS GenAI Webinar · Virtual
- Jun 2024 In-person
AWS and DoiT Cloud Summits
AWS Summit · Toronto, ON / Mexico City / Bogotá / Los Angeles, CA / New York, NY
- Mar 2024 Workshop
AWS GenAI Immersion Day
AWS GenAI Immersion Day · Virtual
- Feb 2024 Webinar
AWS GenAI - Anatomy of LLMs
AWS GenAI Webinar · Virtual
- Feb 2024 In-person
AWS DeepRacer AI/ML: Montreal
AWS DeepRacer · Montreal, QC
- Nov 2023 In-person
Kraken Client Event Presentation
Kraken Client Event · In-person/Remote
- Jan 1970 Workshop
Gen AI Cost of Ownership for LLM Workloads
DocSpera Gen AI Assessment · Virtual
- Jan 1970 Webinar
Libera el Poder de la GenAI: Prepara, Protege y Escala tus Datos
GenAI LATAM Webinar · Virtual (LATAM)
SECURE_GATE // STRATEGY_CALL
Facing a similar challenge?
Book a 30-minute strategy call with our advisory team to discuss what production-ready AI looks like for your organization.
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