Case Studies

Building production AI systems that drive real business impact

Roundel Copilot: Multi-Agent AI System for Retail Media Optimization

Designed and implemented a dual multi-agent architecture combining real-time conversational intelligence with autonomous nightly analysis, processing billions of advertising data points to surface actionable insights. Achieved $40M in attached OKRs and drove immediate $2k/day spend increase.

$40M in attached OKRs, $2k/day immediate spend increase, set product standard for agentic systems
LangGraphFastAPIBigQueryMongoDBPostgreSQLElasticsearchRedisOpenAI GPT-4Vercel AI SDKChart.jsDocker
11/11/20248 min read

From Decision Tree to Dialogue: Building an AI Negotiation Agent That Understands Context

Led the architecture and implementation of a multi-agent LLM system that transformed a statistical negotiation bot into an intelligent conversational agent, resulting in $4.5M in incremental vendor income and 50% reduction in human-assisted negotiations.

$4.5M incremental vendor income, 1,081 autonomous contracts, 50% reduction in human-assisted negotiations
LangGraphFastAPIPyTorchElasticSearchBigQueryNext.jsVercel AI SDK
10/30/202410 min read

CBaaS: Scaling Enterprise GenAI from 6 Weeks to 5 Minutes

Built an enterprise self-service platform that democratized AI chatbot deployment at Target, reducing time-to-deployment by 99.8% and enabling 2,000+ production chatbots including Gyde, used by hundreds of developers daily.

$44.5M business impact, 99.8% faster deployment (6 weeks → 5 minutes), 2,000+ chatbots deployed
Next.jsPythonPulumiElasticsearchVercel AI SDKJinja2FastAPIDockerLDAPSharePoint APIConfluence API
9/15/202412 min read