{"slug": "cisco-reorganizes-customer-experience-for-ai-driven-routing", "title": "Cisco reorganizes customer experience for AI-driven routing", "summary": "Cisco chief customer experience officer Liz Centoni described the company's adoption of AI across its 20,000-employee division as \"surgery without the drugs\" and \"painful,\" according to Business Insider. After redesigning workflows for \"intelligent routing,\" nearly 88% of the division's 1.5 million annual support cases are now routed to the correct engineer on the first attempt, AOL reported, citing a Cisco spokesperson who said success is now measured by calls requiring zero or one handoffs. The reorganization highlights the risk that bolting AI onto broken workflows can amplify failures rather than fix them, according to both outlets.", "body_md": "# Cisco reorganizes customer experience for AI-driven routing\n\nBusiness Insider reports that Liz Centoni, Cisco's chief customer experience officer, described adopting AI across a large global services organisation as \"surgery without the drugs,\" calling the process \"painful.\" Business Insider reports Centoni leads a roughly **20,000**-employee customer experience division. Reporting in AOL states the division handles about **1.5 million** support cases per year and that, after redesigning workflows toward what the coverage calls \"intelligent routing,\" nearly **88%** of cases are now routed to the right engineer on the first attempt, per the articles. AOL also reports a Cisco spokesperson told the outlet the company now measures success by calls that require only one or zero handoffs. Both outlets frame Cisco's experience as an example of why simply bolting AI onto broken workflows can amplify failures rather than fix them.\n\n### What happened\n\nBusiness Insider reports Liz Centoni, Cisco's chief customer experience officer, described the companywide effort to adopt AI as \"surgery without the drugs,\" adding \"It's painful,\" in an interview with the outlet. Business Insider reports Centoni oversees a roughly **20,000**-employee customer experience division. AOL reports the division receives about **1.5 million** support cases a year and that, after redesigning workflows and introducing what the coverage calls \"intelligent routing,\" nearly **88%** of cases are routed to the right engineer on the first attempt, according to the articles. AOL reports a Cisco spokesperson said the company now measures success by calls that require only one or zero handoffs.\n\n### Technical details\n\nEditorial analysis - technical context: Public reporting describes the operational change as moving from AI applied as a wraparound summarization layer to embedding AI into routing and triage. Industry coverage highlights an example where AI-generated case summaries accelerated existing handoffs without improving outcomes, prompting a redesign focused on matching cases to the correct engineer up front. The articles do not specify the underlying models, vendor stack, or whether the routing uses retrieval-augmented approaches, vector search, rules-based signals, or hybrid scoring.\n\n### Context and significance\n\nIndustry context: Companies experimenting with generative AI in support and service workflows commonly find that automating a flawed process amplifies its flaws. The reporting places Cisco alongside other large enterprises that are shifting from point-tool pilots to workflow-first designs. For practitioners, the headline takeaway in the coverage is operational: route and resolution metrics matter more than intermediate automation tasks like automated summaries unless those tasks directly improve first-contact resolution.\n\n### What to watch\n\nIndustry context: Observers will likely track metrics such as first-contact resolution, handoff rates, and customer satisfaction when enterprises scale AI in support. Reporting leaves open several questions for technical teams and buyers: which signals feed the routing model, how explainability and guardrails are implemented for routing decisions, and what monitoring is in place to detect degradation. Business Insider and AOL do not publish vendor names, model versions, or privacy/PII handling specifics for Cisco's deployment.\n\n### Implications for practitioners\n\nEditorial analysis: For ML engineers and platform teams, the reported lesson is procedural rather than purely algorithmic: invest engineering effort in end-to-end workflow changes and observability that measure customer outcomes, not only in model accuracy for isolated subtasks. The coverage underscores the importance of integrating routing signals, instrumentation, and feedback loops before scaling generative components across a large support operation.\n\n## Scoring Rationale\n\nA large enterprise (Cisco) reworking customer support for AI is notable for practitioners because it illustrates real-world pitfalls and operational metrics to prioritise. The story is company-level and practical rather than a frontier-model release, so it rates as notable.\n\nPractice with real Ad Tech data\n\n90 SQL & Python problems · 15 industry datasets\n\n[Active Search Campaigns by BudgetEasy](/problems/sql/active-search-campaigns-by-budget)\n\n[High CPC Clicks & Poor Landing PagesMedium](/problems/sql/high-cpc-clicks-poor-landing-page)\n\n[Campaign ROAS by Attribution ModelHard](/problems/sql/campaign-roas-by-attribution-model)\n\n250 free problems · No credit card\n\n[See all Ad Tech problems](/problems/datasets/adtech)", "url": "https://wpnews.pro/news/cisco-reorganizes-customer-experience-for-ai-driven-routing", "canonical_source": "https://letsdatascience.com/news/cisco-reorganizes-customer-experience-for-ai-driven-routing-d68ffaf2", "published_at": "2026-05-29 10:51:19.823297+00:00", "updated_at": "2026-05-29 10:51:22.640142+00:00", "lang": "en", "topics": ["artificial-intelligence", "ai-products", "ai-tools"], "entities": ["Cisco", "Liz Centoni", "Business Insider", "AOL"], "alternates": {"html": "https://wpnews.pro/news/cisco-reorganizes-customer-experience-for-ai-driven-routing", "markdown": "https://wpnews.pro/news/cisco-reorganizes-customer-experience-for-ai-driven-routing.md", "text": "https://wpnews.pro/news/cisco-reorganizes-customer-experience-for-ai-driven-routing.txt", "jsonld": "https://wpnews.pro/news/cisco-reorganizes-customer-experience-for-ai-driven-routing.jsonld"}}