Spring Global
Team Integration$90k saved → embedded with the Innovation Team
A $10K AI agent killed a $100K+ SaaS proposal — 400% ROI. That proof of concept turned into ongoing team integration: embedded with the Innovation Team leading GenAI product development, architecting production-grade agentic systems and RAG pipelines for enterprise workforce management.
└─ agent factory:
Multi-agent orchestration service powering AI assistants across enterprise clients, with model-agnostic routing for SLM/LLM flexibility (BYOM)
└─ production RAG:
Multi-tenant knowledge base isolation on Azure AI Search · semantic retrieval · audience-scoped filtering · injection-safe ingestion via Azure Content Safety Prompt Shields
└─ observability & evals:
Langsmith tracing · custom stress harnesses across Azure AI Foundry providers measuring retrieval hit rate, tool decision accuracy, and false refusal rate
└─ prompt eng. at scale:
Systematic scope tuning via automated stress harness — reduced false refusal rate from 73 → <2 per run in internal benchmarks (validation ongoing)
└─ cost & tokens:
Token budget management · cost projection tooling · model comparison harnesses balancing quality vs. latency vs. cost at scale
└─ data viz pipeline:
End-to-end chart / table / KPI rendering inside AI chat — text-first with hybrid LLM hints, client-side persistence, mobile responsive
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