Company
ESPN is a leading global sports media and entertainment company, operating a comprehensive, multiplatform portfolio that spans linear television networks, direct-to-consumer streaming, digital properties, audio, and international ventures.
| Detail | Info |
|---|---|
| Industry | Media & Entertainment |
| Headquarters | Bristol, CT |
| Employees | 11,000+ |
Challenge
After months of manual review, ESPN's team was still too far from AI-ready — and the risks of deploying on unverified data were too high to ignore.
ESPN's customer service team had a mandate to deploy agentic AI — but without up-to-date, accurate knowledge, every agent response was a liability. So the team was stuck:
- Manual review bottleneck: After 4 months of manual review across 16 help centers, the team was only 35% complete. At that pace, full completion would take well over a year — with no guarantee already-reviewed content wouldn't degrade in the meantime.
- Legacy content liability: Expired promotions, broken links, outdated activation flows, and contradictory regional policies created direct legal risk for any AI-generated response.
- Expensive alternatives: Traditional red team audits and consultants quoted $500k+ with no ongoing monitoring and no path to keeping the data clean over time.
Solution
Human Delta turned a 12-month backlog into a verified, AI-ready knowledge base in 8 weeks.
"We knew our knowledge base needed a total overhaul, but our team was already at capacity. Human Delta stepped in to automate the heavy lifting and quickly established a high-quality 'clean-room' knowledge base — the perfect engine for our new agentic tools and a huge win for our human support teams."
— Fortune 500 Operations Leader, ESPN
ESPN deployed Human Delta's platform to continuously audit and remediate its customer support knowledge ecosystem:
Week 1 — Full coverage, immediately
Human Delta integrated with Zendesk and external support sites, scanned 25,000+ pages, and flagged 10,000+ critical issues with severity scoring and root cause analysis.
Week 4 — Backlog cleared
Action Agents resolved 75% of critical issues automatically and routed the rest to stakeholders with resolution recommendations. The support team cleared remaining items through Human Delta's priority dashboard and configured alerts for expiring content.
Week 8 — Legal approved AI deployment
With 100% coverage verified, Remediation Agents handling routine fixes, and continuous monitoring in place, legal gave the green light.
ESPN continues to use Human Delta to monitor its knowledge ecosystem and inform content decisions as it scales its AI initiatives. The platform provides an ongoing source of truth that keeps the knowledge base AI-ready as content evolves.
Results
From legal review to AI deployment — in 8 weeks.
- 25,000+ knowledge documents scanned and classified in the first week alone
- 70% reduction in manual review time, freeing the team to focus on edge cases and content strategy
- 12-month backlog resolved in 8 weeks, with no additional headcount
- $170K+ in annual labor savings from automated auditing and remediation
- Legal sign-off achieved in 8 weeks, unblocking the team's entire agentic roadmap