Floors, Not Ceilings: Lessons from 6 Months of AI Enablement at a $10B Company
AI enablement fails when tools arrive without trust, patterns, or coaching. Once the idea reaches a real workflow, the hard questions shift to context, trust, cost, and reliability. In "Floors, Not Ceilings: Lessons from 6 Months of AI Enablement at a $10B Company", Adam Broadbent makes the next step concrete: what a six-month enterprise rollout changed and measured.
Session details
Most AI enablement programs in large engineering organizations fail the same way: leadership announces the tools, developers quietly resent the mandate, a few champions get loud on Slack, and six months later, nothing has changed except the line item on the IT budget. This session is an honest, field-tested account of what it took to do it differently — inside a $10 billion company's engineering organization, over a six-month engagement with measurable outcomes. We'll walk through the five-phase rollout we ran end-to-end: a baseline AI readiness assessment, a structured Developer Fear Map workshop, a Leadership Expectations Alignment session, pattern-driven code assistance, CLAUDE.md authoring across active repositories, a special-focus pilot team, a scaled rollout informed by what the pilot taught us, and a sustainment cadence built around a monthly retrospective. You'll see the actual artifacts, the Fear Map facilitator guide, the CLAUDE.md template, the four prompting patterns we taught, and the productivity measurement framework that tracks adoption without surveilling developers. Most importantly, you'll hear what didn't work, where leadership expectations had to be recalibrated mid-engagement. Where a metric we believed in turned out to erode trust, we changed it in Phase 4 because the pilot team taught us something we hadn't anticipated. Where "AI raises the floor, not the ceiling" stopped being a slogan and started being the actual ROI argument. This workshop is built for engineering leaders making the investment case and the practitioners who have to make it work on Monday morning. Attendees leave with concrete artifacts, a clear-eyed view of the human and technical work involved, and a rollout sequence they can adapt to their own organization.
Primary action
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Agenda facts
- Format
- Talk / Presentation
- Kind
- Conference Session
- Topic
- Software Engineering and Architecture
- Level
- Intermediate
- Time
- Oct 30, 2026, 10:00 AM
- Room
- Room C
- Duration
- 60 min
Speakers
Link partners to speaker kits when available, or to the public speaker profile on mitechcon.net.
Adam Broadbent
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LinkedIn, short social, and newsletter or email copy variants for this session.
Session LinkedIn Post
AI enablement fails when tools arrive without trust, patterns, or coaching. Once the idea reaches a real workflow, the hard questions shift to context, trust, cost, and reliability. In "Floors, Not Ceilings: Lessons from 6 Months of AI Enablement at a $10B Company", Adam Broadbent makes the next step concrete: what a six-month enterprise rollout changed and measured. 📅 October 28–30, 2026 📍 Oakland University, Rochester, MI 🔗 https://www.mitechcon.net/sessions/floors-not-ceilings-lessons-from-6-months-of-ai-enablement-at-a-10b-company/?utm_source=partner-kit&utm_medium=partner&utm_campaign=mitechcon-2026&utm_content=session-floors-not-ceilings-lessons-from-6-months-of-ai-enablement-at-a-10b-company #MITechCon #EnterpriseAI #AIEnablement #TechLeadership
Short Session Post
AI enablement fails when tools arrive without trust, patterns, or coaching. Learn what a six-month enterprise rollout changed and measured. https://www.mitechcon.net/sessions/floors-not-ceilings-lessons-from-6-months-of-ai-enablement-at-a-10b-company/?utm_source=partner-kit&utm_medium=partner&utm_campaign=mitechcon-2026&utm_content=session-floors-not-ceilings-lessons-from-6-months-of-ai-enablement-at-a-10b-company #MITechCon #EnterpriseAI
Newsletter Or Email Blurb
Feature this MITechCon 2026 session in your newsletter or email: "Floors, Not Ceilings: Lessons from 6 Months of AI Enablement at a $10B Company". AI enablement fails when tools arrive without trust, patterns, or coaching. Once the idea reaches a real workflow, the hard questions shift to context, trust, cost, and reliability. In "Floors, Not Ceilings: Lessons from 6 Months of AI Enablement at a $10B Company", Adam Broadbent makes the next step concrete: what a six-month enterprise rollout changed and measured. Format: Conference Session. Topic: Software Engineering and Architecture. Level: Intermediate. Scheduled for Oct 30, 2026, 10:00 AM in Room C. Learn more and share the session: https://www.mitechcon.net/sessions/floors-not-ceilings-lessons-from-6-months-of-ai-enablement-at-a-10b-company/?utm_source=partner-kit&utm_medium=partner&utm_campaign=mitechcon-2026&utm_content=session-floors-not-ceilings-lessons-from-6-months-of-ai-enablement-at-a-10b-company

