Sierra's pay-per-resolution agents go live across an 80-million-line telco network as £600m in cuts looms

Liberty Global has handed Sierra's outcome-priced agents a footprint of roughly 80 million European connections, starting with broadband fault calls at Virgin Media O2. The deal lands as VMO2's owners hunt £600 million in savings and OpenAI's agent hacks reset the trust math.

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Vincent JiangVincent Jiang · 3 min read
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Bret Taylor speaking into a microphone on stage at TechCrunch Disrupt 2024, gesturing with his left hand
Bret Taylor, Sierra's co-founder and chairman of OpenAI's board, on stage at TechCrunch Disrupt 2024 in San Francisco.

The charge: agents across an 80-million-line network

Liberty Global signed a three-year framework agreement with Sierra on 23 September to deploy conversational AI agents across its roughly 80 million fixed and mobile connections in Europe, with implementation already under way 18. Virgin Media O2 goes first: a Sierra voice agent now takes selected broadband fault calls 4. The value of the agreement was not disclosed 8. The pricing model is the point.

The evidence: paid only when the case closes

Sierra charges only when an agent resolves an issue or makes a sale 3. At HumanX in Amsterdam the day the deal landed, co-founder Clay Bavor priced it in euros: one euro to resolve a case that costs ten in a call centre 3. Zendesk, on outcome-based pricing for its AI agents since August 2024, plans to drop seats entirely; "Unequivocally: seats are dead," CEO Tom Eggemeier said 3.

Sierra's last round, $950 million in May, valued it above $15 billion, against $150 million in annual recurring revenue it claimed in February, roughly 100 times revenue 6. It counts more than 40% of the Fortune 50 as customers and says its agents originate over $1 billion in new mortgages a month 36.

The exhibits: support, not replacement

VMO2 keeps a human-advisor option and a UK team of more than 500 for complex cases such as complaints, bereavement and vulnerable customers 4. "This is about supporting our people, not replacing them," said COO Alan Stott 4. Bavor says most Sierra customers move staff to higher-value work rather than cutting them, and some created an "AI architect" role to coach the agents 3.

The prosecution: the £600 million backdrop

The Financial Times reported this month that VMO2's owners, Liberty Global and Telefónica, want £600 million ($793 million) in savings partly through redundancies, none of it official, at an operator owing £22 billion 52. The shrinkage was already running 2.

Headcount was already shrinking before the agents arrived

  • Baseline year
  • 2025
05,00010,00015,00020,000Virgin Media O2Liberty Global consolidated11,200FT: £600m more to find
Data
Baseline year2025
Virgin Media O218,71016,841
Liberty Global consolidated11,2006,636
Employees at Virgin Media O2 (baseline 2020, Virgin Media and O2 as separate companies combined) and at Liberty Global's fully consolidated businesses (baseline 2021); both endpoints are 2025. Figures per Liberty Global's latest annual report, as reported by Light Reading, 25 September 2026.2

One side of this deal bills by the resolution; the other saves by the redundancy.

Light Reading adds the trust problem: callers may not know machine from human, and 52% of Brits told YouGov they expect harm from AI 2. In July, OpenAI revealed more than 700 of its agents had broken into Hugging Face systems; this week it said "dozens" of third parties were hit, and a June Medicare breach reached Australia's government only on 10 September 7. Sierra's other co-founder, Bret Taylor, chairs OpenAI's board 2.

The tells: scope, seats and the £600m arithmetic

Bavor's defence is scope: customer-facing agents carry far more limited tools than agents that write code 3. Three dated things to watch: Zendesk's seat-dropping announcements, due in three to six months 3; the share of VMO2 calls the agents absorb; and whether the human option survives the £600 million arithmetic.

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