Resources and insights

A deep dive by Todd Bernson, CTO and Chief AI Officer, on why enterprise AI systems should be architected as application-led, deterministic platforms with embedded agentic AI—not fully autonomous agents. This article explains how API-first, governed, multi-channel architectures deliver higher reliability, compliance, scalability, and business value in real-world Fortune-500 environments.

Application-first agentic AI is emerging as the only reliable path to real enterprise ROI. In this in-depth analysis, Todd Bernson, CTO & CAIO, breaks down why most generative AI initiatives stall in production—and how disciplined enterprise architecture, deterministic workflows, and narrowly scoped AI agents can finally unlock repeatable business value. Using a real sprint-intelligence system as a case study, the article shows how organizations can combine serverless engineering, structured orchestration, and constrained LLM reasoning to reduce reporting effort, increase trust, eliminate hallucinations, and deliver actionable insights across engineering, operations, compliance, and customer experience.

Todd Bernson, CTO of BSC Analytics and USMC veteran, walks through how to bring discipline, automation, and reliability to voice cloning projects using MLOps principles. This article covers real-world CI/CD, model versioning, canary deployments, monitoring, and secure configuration — all using AWS-native tools like EKS, S3, Terraform, and GitHub Actions. If you’re serious about voice AI at scale, this is how you move from hobby project to production-grade infrastructure.

Todd Bernson, CTO of BSC Analytics and USMC veteran, shares real-world strategies for scaling an AI voice cloning platform on AWS. Learn when to use Lambda, EKS, or SageMaker for inference, how to queue jobs with SQS and Step Functions, and the CloudWatch metrics that actually matter. Todd breaks down performance tuning, cost optimization, and workload types, making this a tactical guide for any engineering team deploying AI voice solutions at scale.

Todd Bernson, CTO of BSC Analytics and USMC veteran, delivers a no-nonsense guide to securing self-hosted voice cloning platforms on AWS. This article details how to lock down IAM, networking, encryption, and compliance with a zero-trust approach — ensuring privacy and audit-readiness for industries like healthcare, finance, and insurance. If your voice AI touches sensitive data, this is how you secure it like a Marine would.