AI Token Costs, Agent Sprawl & Enterprise AI Strategy | Krista

YouTube Description  The Tech Matchmaker Podcast welcomes back Aaron Symbolik, AI Orchestration Consultant at Krista, for his second appearance with host Gina Gibson. A year has passed since his last visit, and this episode is a full check-in on how Krista's platform, and Aaron's view of AI strategy, has evolved.  The conversation covers three things nearly every company is dealing with right now, whether they realize it or not: uncontrolled token spend, security gaps caused by unmanaged AI agents, and the temptation to chase big AI use cases before doing the foundational work. Aaron lays out a practical alternative, starting with what he calls the enterprise brain and moving into how Krista governs AI costs and access before problems compound. He also explains how Krista's document understanding agent handles unstructured data more reliably than traditional OCR, why building workflows in natural language removes the need for a developer, and shares two client examples, a security company and a utility company, where this approach solved very different operational problems.  In this episode:  ✅ What the "enterprise brain" is and why it's the right place to start an AI strategy  ✅ How LLM access governance gives companies visibility and control over token spend  ✅ The security risk behind unmanaged AI agents, known as agent sprawl  ✅ How Krista's document understanding agent goes beyond traditional OCR  ✅ Why natural language workflow building removes the need for a developer  ✅ Two real client examples, in security and utilities  ✅ Who Krista is the best fit for today  ⏱️ Timestamps (approximate, final times may shift slightly after edit)  0:00 – Welcome back, Aaron  0:31 – A refresher on what Krista does  1:27 – The elevator pitch and the core problems Krista solves  3:22 – Token expense management, the number one issue right now  9:22 – Deterministic logic versus probabilistic AI  10:08 – Security concerns and agent guardrails  11:50 – The document understanding agent explained  14:08 – What sets Krista apart from other platforms  16:32 – The ideal Krista customer profile  17:49 – Client examples: security and utilities  20:07 – Rapid fire with Aaron  📎 Follow us on LinkedIn for insights and updates   /     📺 Subscribe on YouTube:    / @thinkforwardllc    🎧 Listen and subscribe on Apple Podcasts: http://bit.ly/3ScRty0  🎶 Never miss an episode on Spotify: http://bit.ly/4wyEBAc  📩 Want to learn more? Reach out to Gina Gibson at mailto:info@thnkforward.com  #AgenticAI #AIOrchestration #EnterpriseAI #AICostManagement #LLMGovernance #AIStrategy #NoCodeAutomation #CXTech #AgentSprawl #AIGovernance #WorkflowAutomation #EnterpriseAutomation #AISecurity #IntelligentAutomation #AIatScale #DocumentAutomation #ProcessAutomation #B2BTech #EnterpriseTech #DigitalTransformation #GinaGibson #TechMatchmaker  Music licensed through Soundstripe.  Code: 2LKBLM1K8IJNPLYI