---
title: "Lights, camera, compliance: Finally seeing what your AI is actually doing"
page_name: "Lights, camera, compliance: Finally seeing what your AI is actually doing"
type: "resource"
slug: "ep-45-lights-camera-compliance-finally-seeing-what-your-ai-is-actually-doing"
published_at: "2026-06-02"
modified_at: "2026-06-16"
url: "https://www.sumologic.com/podcast/ep-45-lights-camera-compliance-finally-seeing-what-your-ai-is-actually-doing"
canonical: "https://www.sumologic.com/podcast/ep-45-lights-camera-compliance-finally-seeing-what-your-ai-is-actually-doing"
markdown_url: "https://www.sumologic.com/podcast/ep-45-lights-camera-compliance-finally-seeing-what-your-ai-is-actually-doing.md"
lang: "en"
excerpt: "On this episode of Masters of Data, Adam White and David Girvin dig into Sumo Logic’s freshly launched compliance apps for Claude, ChatGPT, and LiteLLM, and why your IT team will want to pay attention before the token bill arrives...."
taxonomy_resource_type:
  - "Podcast"
taxonomy_resource_solution:
  - "SecOps and Security"
---

[ All Podcasts ](https://www.sumologic.com/resources?_resource_type=podcast)# Lights, camera, compliance: Finally seeing what your AI is actually doing

### Adam White

Sr. Director, Technical Marketing

### David Girvin

Lead Technical Advocate

### Zoe Hawkins

Director, Content Marketing

Speakers

On this episode of Masters of Data, Adam White and David Girvin dig into Sumo Logic’s freshly launched compliance apps for Claude, ChatGPT, and LiteLLM, and why your IT team will want to pay attention before the token bill arrives. We unpack how enterprises can move beyond the “AI black hole” era of shadow IT and actually get eyes on who is using what, how much it is costing, and whether any of it is moving the needle. From Uber burning through its annual AI budget in a few months to Microsoft watching AI costs outpace headcount, we use some instructive real-world cautionary tales to make the case for sanctioned, observable AI deployment. This episode is a must-listen for IT leaders, security teams, AI program owners, and anyone whose job now includes the phrase “show me the ROI.”

**0:00** — Introductions

**0:33** — Topic overview: Claude, ChatGPT, LiteLLM & compliance apps

**1:03** — LiteLLM, OpenAI & Claude compliance apps explained

**2:19** — What the compliance apps actually cover (spend, identity, access, geo-blocking)

**3:56** — AI as shadow IT vs. sanctioned enterprise tools

**5:38** — LLM observability, PII filtering & the agent visibility problem

**7:09** — IT on the back foot: productivity vs. security trade-offs

**8:07** — The VP of AI role and cross-company bridge-building

**9:17** — Token burn, ROI quantification & compliance apps as a first step

**11:36** — Meta’s token-burn employee evaluation: a cautionary tale

**12:41** — Enablement, Claude Code, and structured agentic development

**13:31** — Managing 20,000 virtual developers: same rules apply

**13:45** — Developer reactions to AI: skeptics vs. power users

**14:37** — QA as the persistent bottleneck in agentic coding

**15:24** — Real-world AI spend blowouts: Uber’s 2026 budget story

**16:16** — Is the token burn actually worth it? Innovation vs. ROI

**17:59** — Chasing share price vs. genuine productivity gains

**19:11** — Microsoft AI costs exceeding employee costs; compliance apps as guardrails

**21:41** — Hiring junior devs back after over-automating; market overcorrections

**22:43** — Future hiring tiers: agentically-enhanced senior devs & token budgets

**24:14** — Building a good internal AI strategy: low-hanging fruit & handoff automation

**26:26** — Proving ROI to boards; Mobot & custom dashboards in Sumo Logic

**27:38** — AGI expectations vs. reality; creative thinkers as AI’s biggest winners

**28:45** — Plugins, skills & defining what “success” looks like with AI

**30:10** — Sanctioned AI use enabling real productivity (the spreadsheet example)

**32:59** — Claude Code remote control, voice dictation & async agentic work

**33:56** — claude.md context loading tip & persistent project context

**35:07** — Wrap-up: navigating the ever-evolving digital landscape

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[AI Instructions](https://www.sumologic.com/ai-instructions.md)