Topics / Customer support

How much customer support does AI resolve?

Shares and volumes of customer conversations AI handles, and what each organization means by resolved.

111 passages from 16 organizations; 111 checked against the source.

What the record shows

Klarna, NatWest, HubSpot and Airbnb report the share of support their AI handles

Klarna says its AI assistant handled 80% of customer service chats in 2025, by its service chat log data. NatWest says its assistant Cora handled 12.9 million retail banking conversations in 2025, 50% of which needed no human intervention. HubSpot, which sells the Customer agent, says that agent resolves 72% of support tickets without human escalation. Airbnb's CEO said nearly 45% of issues that start with its AI assistant are now resolved without a human agent.

From Klarna, NatWest Group, HubSpot and Brian Chesky (Airbnb).

Companies that sell support AI publish their own resolution figures

Companies that sell support AI report figures for their own products. Intercom (renamed Fin), which sells the Fin agent, says Fin averages a 76% resolution rate across 12,000+ customers. Salesforce, which sells Agentforce, says Agentforce on its Help site has passed five million customer conversations, resolving more than 63% of them instantly. Vercel, which sells AI tooling, says its support agent automates 91% of support tickets. Zendesk advertises automating up to 80% of interactions with its AI agents.

From Intercom (renamed Fin in May 2026), Salesforce, Vercel and Zendesk.

What counts as resolved differs from one organization to the next

Intercom, which sells Fin, counts a resolution when the customer confirms Fin's answer or leaves without asking for more help. Zendesk, which sells AI agents, flags an automated resolution when the live conversation ended with the AI agent rather than a person, and calls conversations that pass a further check verified resolutions; one Zendesk page shows 94% automated against 72% verified resolution during tax season. Klarna says its assistant handled 80% of chats, and NatWest says 50% of Cora's conversations needed no human intervention.

From Intercom (renamed Fin in May 2026), Zendesk, Zendesk, Zendesk, Klarna and NatWest Group.

Klarna and Airbnb describe keeping people in support alongside AI

Klarna's filing says it continues to offer all customers the option to interact with human representatives, and its CEO said customer service needs to be rethought as a human experience. Airbnb's annual filing says it relied on about 13,000 third-party workers to support the majority of its community support contacts as of December 31, 2025, and its CTO said Airbnb is deliberate about the tickets it does not yet choose to solve with agents.

From Klarna, Sebastian Siemiatkowski (Klarna), Airbnb and Ahmad Al-Dahle (Airbnb).

These summaries are this site's, not quotations. Each was checked by a second reader, who confirmed it says no more than the passages it cites. The organizations' own words follow.

Nearly 45% of issues that start with our AI assistant are now resolved without a human agent while delivering much faster resolution times.

Brian CheskyCo-founder and Chief Executive Officer · Executive, Airbnb

Earnings call: earnings call transcript via Platform Aeronaut (third-party transcript site), earnings call transcript via Platform Aeronaut (third-party transcript site), August 6, 2026.

  • 45% support ai resolution share, Q2 2026. No person in the loop

Checked against the source [ Grade A ] Said in the last year Airbnb: $12.2 billion revenue, FY2025 Passage page

Customer agent now resolves 72% of support tickets without human escalation.

HubSpotPublished by the organization itself (earnings call), no named author

Earnings call: earnings call transcript via Platform Aeronaut (third-party transcript site), earnings call transcript via Platform Aeronaut (third-party transcript site), August 2026.

  • 72% support ai resolution share, as of Q2 2026 call. Level not stated

Checked against the source [ Grade A ] Said in the last year HubSpot: $3.1 billion revenue, FY2025 Sells AI tools Passage page

7.1 million conversations handled by our digital assistant Cora in H1 2026, of which 3.8 million were fulfilled entirely digitally, up by 23% compared with H1 2025.

NatWest GroupPublished by the organization itself (regulatory filing), no named author

Regulatory filing: NatWest Group results announcement (the company's own regulatory results report), NatWest Group results announcement (the company's own regulatory results report), July 31, 2026.

  • 7.1 million support ai volume, H1 2026. Level not stated
  • 3.8 million support ai volume, H1 2026. No person in the loop

Checked against the source [ Grade A ] Said in the last year NatWest Group: £16.6 billion revenue, FY2025 Passage page

when guests contact us through our AI aid assistant, over 40% of issues are now resolved without a human agent.

Brian CheskyCo-founder and Chief Executive Officer · Executive, Airbnb

Earnings call: earnings call transcript via Platform Aeronaut (third-party transcript site), earnings call transcript via Platform Aeronaut (third-party transcript site), May 7, 2026.

  • 40% support ai resolution share, Q1 2026. No person in the loop

Checked against the source [ Grade A ] Said in the last year Airbnb: $12.2 billion revenue, FY2025 Passage page

Our AI assistant has handled 80% of customer service chats in the year ended December 31, 2025 (according to our service chat log data)

KlarnaPublished by the organization itself (regulatory filing), no named author

Regulatory filing: SEC filing (the company's own regulatory report), furnished on Form 6-K, SEC filing (the company's own regulatory report), furnished on Form 6-K, February 26, 2026.

  • 80% support ai resolution share, year ended 2025-12-31. Level not stated

Checked against the source [ Grade A ] Said in the last year Klarna: $3.5 billion revenue, FY2025 Passage page

Since launch, our AI assistant has had 31 million conversations, handling 80% of customer service chats in the year ended December 31, 2025

KlarnaPublished by the organization itself (regulatory filing), no named author

Regulatory filing: SEC filing (the company's own regulatory report), SEC filing (the company's own regulatory report), February 26, 2026.

  • 31 million support ai volume, cumulative since launch (February 2024), to 2025-12-31. Level not stated

Checked against the source [ Grade A ] Said in the last year Klarna: $3.5 billion revenue, FY2025 Passage page

nearly 30% of tickets in North America that are English-based are handled by an AI agent

Brian CheskyCo-founder and Chief Executive Officer · Executive, Airbnb

Earnings call: earnings call transcript via Platform Aeronaut (third-party transcript site), earnings call transcript via Platform Aeronaut (third-party transcript site), February 12, 2026.

  • 30% support ai resolution share, Q4 2025. Level not stated

Checked against the source [ Grade A ] Said in the last year Airbnb: $12.2 billion revenue, FY2025 Passage page

our AI assistant has had 25.3 million conversations, solving 69% of customer service chats in the last twelve months ended June 30, 2025

KlarnaPublished by the organization itself (regulatory filing), no named author

Regulatory filing: SEC filing (the company's own regulatory report), SEC filing (the company's own regulatory report), September 8, 2025.

  • 25.3 million support ai volume, cumulative since launch, to 2025-06-30. Level not stated

Checked against the source [ Grade A ] One to two years old Klarna: $3.5 billion revenue, FY2025 Passage page

Our AI assistant handled 69% of customer service chats in the last twelve months ended June 30, 2025, according to our service chat log data

KlarnaPublished by the organization itself (regulatory filing), no named author

Regulatory filing: SEC filing (the company's own regulatory report), SEC filing (the company's own regulatory report), September 8, 2025.

  • 69% support ai resolution share, last twelve months ended 2025-06-30. Level not stated

Checked against the source [ Grade A ] One to two years old Klarna: $3.5 billion revenue, FY2025 Passage page

A resolution is a type of outcome that is counted when, following Fin's last answer in a conversation, the customer either confirms the answer was satisfactory (confirmed resolution), or exits the conversation without requesting further assistance (assumed resolution).

Intercom (renamed Fin in May 2026)Published by the organization itself (post), no named author

Post: Intercom help center (the company's own documentation), Intercom help center (the company's own documentation), October 29, 2026.

Checked against the source [ Grade B ] Said in the last year Sells AI tools Passage page

In 2025, Cora handled 12.9m retail banking customer conversations, 50% of which needed no human intervention.

NatWest GroupPublished by the organization itself (post), no named author

Post: NatWest Group website (the company's own sustainability page), NatWest Group website (the company's own sustainability page), October 29, 2026.

  • 12.9 million support ai volume, FY2025. Level not stated
  • 50% support ai resolution share, FY2025. No person in the loop

Checked against the source [ Grade B ] Said in the last year NatWest Group: £16.6 billion revenue, FY2025 Passage page

Agentforce on Help has now surpassed five million customer conversations, resolving more than 63% of them instantly.

SalesforcePublished by the organization itself (post), no named author

Post: Salesforce (own site), Salesforce (own site), October 2026.

  • 63% support ai resolution share, cumulative since launch, as of 2026-10. No person in the loop
  • 5 million support ai volume, cumulative since launch, as of 2026-10. Level not stated

Checked against the source [ Grade B ] Said in the last year Salesforce: $41.5 billion revenue, FY2026 (ended 2026-01-31) Sells AI tools Passage page

In 2025, Cora handled 12.9 million conversations, with 50% of these interactions requiring no human intervention from our teams

NatWest GroupPublished by the organization itself (post), no named author

Post: NatWest Group annual report, strategic report (the company's own annual publication), NatWest Group annual report, strategic report (the company's own annual publication), February 2026.

  • 12.9 million support ai volume, FY2025. Level not stated
  • 50% support ai resolution share, FY2025. No person in the loop

Checked against the source [ Grade B ] Said in the last year NatWest Group: £16.6 billion revenue, FY2025 Passage page

Each quarter, we resolve over 60,000 support requests with AI agents that carry out full workflows, execute backend actions, and adapt in real time to what our customers need.

Austin LaceyDirector, Chatbots, AI & Automation · Leader, Zendesk

Post: Zendesk blog (the company's own, signed by a Zendesk director), Zendesk blog (the company's own, signed by a Zendesk director), July 23, 2025.

  • 60,000 support ai volume, per quarter. Level not stated

Checked against the source [ Grade B ] One to two years old Zendesk: $2 billion revenue, ARR, approximate, as of 2025-12 Sells AI tools Passage page

In 2024, 21 percent of requests were fully automated and resolved without any agent intervention

ZendeskPublished by the organization itself (post), no named author

Post: Zendesk customer story (the vendor writing about its own customer), Zendesk customer story (the vendor writing about its own customer), June 30, 2025.

  • 21% support ai resolution share, 2024. Level not stated

Checked against the source [ Grade B ] One to two years old Zendesk: $2 billion revenue, ARR, approximate, as of 2025-12 Sells AI tools Passage page

In 2024, Cora, our AI virtual assistant, handled 11.2 millionLA Retail Banking conversations, almost half of which required no human input.

NatWest GroupPublished by the organization itself (post), no named author

Post: NatWest Group annual report, strategic report (the company's own annual publication), NatWest Group annual report, strategic report (the company's own annual publication), February 2025.

  • 11.2 million support ai volume, FY2024. Level not stated

Checked against the source [ Grade B ] One to two years old NatWest Group: £16.6 billion revenue, FY2025 Passage page

In 2023, Cora, our AI virtual assistant, handled 10.8 million(*) Retail Banking conversations, almost half of which required no human input.

NatWest GroupPublished by the organization itself (post), no named author

Post: NatWest Group annual report, strategic report (the company's own annual publication), NatWest Group annual report, strategic report (the company's own annual publication), February 2024.

  • 10.8 million support ai volume, FY2023. Level not stated

Checked against the source [ Grade B ] Over two years old NatWest Group: £16.6 billion revenue, FY2025 Passage page

Cora, fully supported 49% of customer queries through 10.8 million(*) conversations handled without colleague intervention.

NatWest GroupPublished by the organization itself (post), no named author

Post: NatWest Group annual report, strategic report (the company's own annual publication), NatWest Group annual report, strategic report (the company's own annual publication), February 2024.

  • 49% support ai resolution share, FY2023. No person in the loop

Checked against the source [ Grade B ] Over two years old NatWest Group: £16.6 billion revenue, FY2025 Passage page

So while we solve 50% of the tickets, we're actually deliberate about the tickets we don't choose to solve yet [with agents].

Ahmad Al-DahleChief Technology Officer · Executive, Airbnb

Interview: Latent Space (independent AI engineering publication), Latent Space (independent AI engineering publication), October 2, 2026. Reported by Richard MacManus.

  • 50% support ai resolution share, as of 2026-10. No person in the loop

Checked against the source [ Grade C ] Said in the last year Airbnb: $12.2 billion revenue, FY2025 Passage page

New AI capabilities enabled quicker responses to customer complaints, saving around 90,000 hours per annum through automated summarisation and AI-generated complaint responses.

NatWest GroupPublished by the organization itself (regulatory filing), no named author

Regulatory filing: NatWest Group results announcement (the company's own regulatory results report), NatWest Group results announcement (the company's own regulatory results report), February 13, 2026.

Checked against the source [ Grade A ] Said in the last year NatWest Group: £16.6 billion revenue, FY2025 Passage page

We've been seeing around 560,000 resolutions a month with Fin, at about a 79% resolution rate,

Isabel LarrowHead of AI Support (title as shown on Intercom's homepage) · Leader, Intercom (renamed Fin in May 2026)

Post: Intercom website (the vendor's own homepage, quoting a customer), Intercom website (the vendor's own homepage, quoting a customer), October 29, 2026.

  • 79% support ai resolution share, monthly, page undated (fetched 2026-10-29). Level not stated
  • 560,000 support ai volume, per month, page undated (fetched 2026-10-29). Level not stated

Checked against the source [ Grade B ] Said in the last year Sells AI tools Passage page

Paying per automated resolution means you pay only for customer requests that were successfully resolved by an AI agent, without any escalation to a human agent.

ZendeskPublished by the organization itself (post), no named author

Post: Zendesk help center (the company's own documentation), Zendesk help center (the company's own documentation), October 20, 2026.

Checked against the source [ Grade B ] Said in the last year Zendesk: $2 billion revenue, ARR, approximate, as of 2025-12 Sells AI tools Passage page

The system flags the interaction as an automated resolution because the live conversation ended with the AI agent rather than a human representative.

ZendeskPublished by the organization itself (post), no named author

Post: Zendesk help center (the company's own documentation), Zendesk help center (the company's own documentation), October 20, 2026.

Checked against the source [ Grade B ] Said in the last year Zendesk: $2 billion revenue, ARR, approximate, as of 2025-12 Sells AI tools Passage page

94% Automated resolution (during tax season) 72% Verified resolution (during tax season)

ZendeskPublished by the organization itself (post), no named author

Post: Zendesk customer story (the vendor writing about its own customer), Zendesk customer story (the vendor writing about its own customer), October 8, 2026.

  • 94% support ai resolution share, tax season (2026 story). Level not stated
  • 72% support ai resolution share, tax season (2026 story). Level not stated

Checked against the source [ Grade B ] Said in the last year Zendesk: $2 billion revenue, ARR, approximate, as of 2025-12 Sells AI tools Passage page

we achieved a 4.6 CSAT rating and a 74% resolution rate by empowering AI agents and humans to work as one unified team

SalesforcePublished by the organization itself (post), no named author

Post: Salesforce (own site, webinar listing), Salesforce (own site, webinar listing), October 2026.

  • 74% support ai resolution share, first year of Agentforce on help.salesforce.com. Level not stated

Checked against the source [ Grade B ] Said in the last year Salesforce: $41.5 billion revenue, FY2026 (ended 2026-01-31) Sells AI tools Passage page

automated resolutions for its highest-performing product increased from 39 to 46 percent

ZendeskPublished by the organization itself (post), no named author

Post: Zendesk customer story (the vendor writing about its own customer), Zendesk customer story (the vendor writing about its own customer), September 17, 2026.

  • 46% support ai resolution share, highest-performing product only. Level not stated

Checked against the source [ Grade B ] Said in the last year Zendesk: $2 billion revenue, ARR, approximate, as of 2025-12 Sells AI tools Passage page

summarize why a client is calling, pull together relevant information, and recommend next steps based on the employee's role and the client's relationship with the bank

Bank of AmericaPublished by the organization itself (post), no named author

Post: Bank of America newsroom (the company's own press site), Bank of America newsroom (the company's own press site), July 21, 2026.

Checked against the source [ Grade B ] Said in the last year Bank of America: $113 billion revenue, FY2025 Passage page

We had an initial goal of about 30 to 35 percent automated resolutions when we first launched. We went up to 60 percent within the first two weeks—and then we had peaks of 85 percent.

Luca GiaccardiSenior Operations Excellence, E-Commerce · Practitioner, Qantas Loyalty

Post: Zendesk customer story (the vendor writing about its own customer), Zendesk customer story (the vendor writing about its own customer), June 25, 2026.

  • 60% support ai resolution share, within two weeks of launch. Level not stated

Checked against the source [ Grade B ] Said in the last year Passage page

67% Automated resolution rate 86% AI understood conversations 19% Escalations to a human agent

ZendeskPublished by the organization itself (post), no named author

Post: Zendesk customer story (the vendor writing about its own customer), Zendesk customer story (the vendor writing about its own customer), April 6, 2026.

  • 67% support ai resolution share, as stated, no period. Level not stated

Checked against the source [ Grade B ] Said in the last year Zendesk: $2 billion revenue, ARR, approximate, as of 2025-12 Sells AI tools Passage page

Last year, 20.6 million users interacted with Erica nearly 700 million times.

Bank of AmericaPublished by the organization itself (post), no named author

Post: Bank of America newsroom (the company's own press site), Bank of America newsroom (the company's own press site), March 10, 2026.

  • 700 million support ai volume, calendar 2025 (stated as "last year"). Level not stated
  • 20.6 million customers, calendar 2025 (stated as "last year")

Checked against the source [ Grade B ] Said in the last year Bank of America: $113 billion revenue, FY2025 Passage page

Since Erica's launch in 2018, total client interactions have surpassed 3.2 billion.

Bank of AmericaPublished by the organization itself (post), no named author

Post: Bank of America newsroom (the company's own press site), Bank of America newsroom (the company's own press site), March 10, 2026.

  • 3.2 billion support ai volume, cumulative since 2018 launch, as of 2026-03. Level not stated

Checked against the source [ Grade B ] Said in the last year Bank of America: $113 billion revenue, FY2025 Passage page

saving over 70,000 hours through automated call and chat summaries and another 17,500 hours through faster, high- quality complaint responses.

NatWest GroupPublished by the organization itself (post), no named author

Post: NatWest Group annual report, strategic report (the company's own annual publication), NatWest Group annual report, strategic report (the company's own annual publication), February 2026.

Checked against the source [ Grade B ] Said in the last year NatWest Group: £16.6 billion revenue, FY2025 Passage page

we have seen around a 20-percentage-point increase in queries resolved without any human intervention, compared to the equivalent non-Gen AI supported Cora journey.

NatWest GroupPublished by the organization itself (post), no named author

Post: NatWest Group annual report, strategic report (the company's own annual publication), NatWest Group annual report, strategic report (the company's own annual publication), February 2026.

Checked against the source [ Grade B ] Said in the last year NatWest Group: £16.6 billion revenue, FY2025 Passage page

We're seeing 71 percent automated resolution—far exceeding the other use cases that we have on average, which sit at around 50 percent.

Emily DowseHead of Support · Leader, Arbor Education

Post: Zendesk customer story (the vendor writing about its own customer), Zendesk customer story (the vendor writing about its own customer), December 9, 2025.

  • 71% support ai resolution share, one use case (reporting queries). Level not stated

Checked against the source [ Grade B ] Said in the last year Passage page

Around half of Cora conversations are now entirely contained and we achieved a Cora CSAT of 66%.

NatWest GroupPublished by the organization itself (post), no named author

Post: NatWest Group annual report, strategic report (the company's own annual publication), NatWest Group annual report, strategic report (the company's own annual publication), February 2025.

  • 50% support ai resolution share, FY2024. No person in the loop

Checked against the source [ Grade B ] One to two years old NatWest Group: £16.6 billion revenue, FY2025 Passage page

With 7% of incoming tickets handled by AI agents, Jaycar has saved around AUD85,000.

ZendeskPublished by the organization itself (post), no named author

Post: Zendesk customer story (the vendor writing about its own customer), Zendesk customer story (the vendor writing about its own customer), November 27, 2024.

  • 7% support ai resolution share, as stated, no period. Level not stated

Checked against the source [ Grade B ] One to two years old Zendesk: $2 billion revenue, ARR, approximate, as of 2025-12 Sells AI tools Passage page

To date, Erica has responded to 800 million inquiries from over 42 million clients

Bank of AmericaPublished by the organization itself (post), no named author

Post: Bank of America newsroom (the company's own press site), Bank of America newsroom (the company's own press site), April 8, 2024.

  • 800 million support ai volume, cumulative since 2018 launch, as of 2024-04-08. Level not stated

Checked against the source [ Grade B ] Over two years old Bank of America: $113 billion revenue, FY2025 Passage page

More than 2 billion since 2018. That's how many interactions Bank of America clients have had with Erica

Bank of AmericaPublished by the organization itself (post), no named author

Post: Bank of America newsroom (the company's own press site), Bank of America newsroom (the company's own press site), April 8, 2024.

  • 2 billion support ai volume, cumulative since 2018 launch, as of 2024-04-08. Level not stated

Checked against the source [ Grade B ] Over two years old Bank of America: $113 billion revenue, FY2025 Passage page

we have now done about a million and a half conversations with customers, and at the same time, that’s the agentic layer speaking to the customer

Marc BenioffChair, CEO & Co-Founder · Executive, Salesforce

Interview: Salesforce Ben (independent Salesforce news site), Salesforce Ben (independent Salesforce news site), September 3, 2025. Reported by Thomas Morgan.

  • 1.5 million support ai volume, through mid-2025 (period not stated). Level not stated

Checked against the source [ Grade C ] One to two years old Salesforce: $41.5 billion revenue, FY2026 (ended 2026-01-31) Sells AI tools Passage page

We were able to hold gross margins at a relatively consistent level quarter over quarter while Sidekiq usage scaled, which reflects some cost efficiencies in support

Jeff HoffmeisterChief Financial Officer · Executive, Shopify

Earnings call: earnings call transcript via Platform Aeronaut (third-party transcript site), earnings call transcript via Platform Aeronaut (third-party transcript site), August 5, 2026.

Checked against the source [ Grade A ] Said in the last year Shopify: $11.6 billion revenue, FY2025 Passage page

Customer support is a clear area where we should be able to up the quality of our customer support interactions as well as reduce the cost of our effort there.

Balaji KrishnamurthyChief Financial Officer · Executive, Uber

Earnings call: earnings call transcript via Platform Aeronaut (third-party transcript site), earnings call transcript via Platform Aeronaut (third-party transcript site), August 5, 2026.

Checked against the source [ Grade A ] Said in the last year Uber: $52 billion revenue, FY2025 Passage page

We also expanded AI-enabled capabilities across onboarding, operations and customer servicing, with five agents now live supporting our colleagues in core processes and our first customer-facing GenAI capability launched to help customers with Bankline queries.

NatWest GroupPublished by the organization itself (regulatory filing), no named author

Regulatory filing: NatWest Group results announcement (the company's own regulatory results report), NatWest Group results announcement (the company's own regulatory results report), July 31, 2026.

Checked against the source [ Grade A ] Said in the last year NatWest Group: £16.6 billion revenue, FY2025 Passage page

New AI capabilities have improved service, increased efficiency, and allowed teammates to focus on higher-value client interactions.

Alastair BorthwickExecutive Vice President and Chief Financial Officer · Executive, Bank of America

Earnings call: earnings call transcript via Webull (third-party transcript site), earnings call transcript via Webull (third-party transcript site), July 14, 2026.

Checked against the source [ Grade A ] Said in the last year Bank of America: $113 billion revenue, FY2025 Passage page

Agentforce can resolve customer issues swiftly and accurately with answers grounded in our trusted, unstructured content unified in Data 360

SalesforcePublished by the organization itself (regulatory filing), no named author

Regulatory filing: SEC filing (the company's own regulatory report), SEC filing (the company's own regulatory report), March 2, 2026.

Checked against the source [ Grade A ] Said in the last year Salesforce: $41.5 billion revenue, FY2026 (ended 2026-01-31) Sells AI tools Passage page

At the same time, appreciating that certain consumers may nevertheless prefer to interact with human representatives, we continue to offer all of our customers that option.

KlarnaPublished by the organization itself (regulatory filing), no named author

Regulatory filing: SEC filing (the company's own regulatory report), SEC filing (the company's own regulatory report), February 26, 2026.

Checked against the source [ Grade A ] Said in the last year Klarna: $3.5 billion revenue, FY2025 Passage page

Consistent with prior years, we relied on a global network of approximately 13,000 third-party workers as of December 31, 2025, to support the majority of our community support contacts.

AirbnbPublished by the organization itself (regulatory filing), no named author

Regulatory filing: SEC filing (the company's own regulatory report), SEC filing (the company's own regulatory report), February 12, 2026.

Checked against the source [ Grade A ] Said in the last year Airbnb: $12.2 billion revenue, FY2025 Passage page

Built to improve with every resolution. Proven across 4.8B+ resolutions.

ZendeskPublished by the organization itself (post), no named author

Post: Zendesk website (the company's own marketing page), Zendesk website (the company's own marketing page), October 24, 2026.

  • 4.8 billion support ai volume, not stated (cumulative or annual unclear). Level not stated

Checked against the source [ Grade B ] Said in the last year Zendesk: $2 billion revenue, ARR, approximate, as of 2025-12 Sells AI tools Passage page

Take new feature requests. They used to be copied by hand into Salesforce, about 300 a month. In May, an account manager saved a prompt to Glass that pulls them straight from customer calls. Now we capture 20,000 a month.

Eric GlymanCo-founder and co-CEO · Executive, Ramp

Post: Ramp company blog (signed by CEO Eric Glyman), Ramp company blog (signed by CEO Eric Glyman), October 13, 2026.

  • 20,000 function agent volume, feature requests captured per month, as of 2026-10. Level not stated

Checked against the source [ Grade B ] Said in the last year Ramp: $1.5 billion revenue, annualized revenue (ARR), by early June 2026 Passage page

A third emails customers when something they asked for ships. More than 5,000 of those emails have gone out so far.

Eric GlymanCo-founder and co-CEO · Executive, Ramp

Post: Ramp company blog (signed by CEO Eric Glyman), Ramp company blog (signed by CEO Eric Glyman), October 13, 2026.

  • 5,000 function agent volume, customer emails sent so far, as of 2026-10-13. Level not stated

Checked against the source [ Grade B ] Said in the last year Ramp: $1.5 billion revenue, annualized revenue (ARR), by early June 2026 Passage page

To better support our colleagues, we use AI summaries to help triage customer needs. In 2025, the technology benefitted approximately 9,000 customer support agents

NatWest GroupPublished by the organization itself (post), no named author

Post: NatWest Group annual report, strategic report (the company's own annual publication), NatWest Group annual report, strategic report (the company's own annual publication), February 2026.

Checked against the source [ Grade B ] Said in the last year NatWest Group: £16.6 billion revenue, FY2025 Passage page

assisting nearly 50 million users since launch, surpassing 3 billion client interactions, and now averaging more than 58 million interactions per month.

Bank of AmericaPublished by the organization itself (post), no named author

Post: Bank of America newsroom (the company's own press site), Bank of America newsroom (the company's own press site), August 20, 2025.

  • 3 billion support ai volume, cumulative since 2018 launch, as of 2025-08-20. Level not stated

Checked against the source [ Grade B ] One to two years old Bank of America: $113 billion revenue, FY2025 Passage page

When further assistance is needed, Bank of America's Mobile Servicing Chat capability connects clients with a live representative who can answer more complex servicing questions.

Bank of AmericaPublished by the organization itself (post), no named author

Post: Bank of America newsroom (the company's own press site), Bank of America newsroom (the company's own press site), April 8, 2024.

Checked against the source [ Grade B ] Over two years old Bank of America: $113 billion revenue, FY2025 Passage page

We need to rethink this and make customer service a human experience. Everyone who wants a human connection should get it.

Sebastian SiemiatkowskiChief Executive Officer and co-founder · Executive, Klarna

Interview: CX Foundation (specialist customer-experience media and analyst site), CX Foundation (specialist customer-experience media and analyst site), February 17, 2026. Reported by Charlie Mitchell.

Checked against the source [ Grade C ] Said in the last year Klarna: $3.5 billion revenue, FY2025 Passage page

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