NatWest Group plc vs peers
AI and technology compared

Last updated Oct 20, 2026 · 8 peers · 124 sources cited

How does NatWest Group plc compare with its peers on AI and technology?

NatWest Group scores 75.1 on this site's global AI disclosure index, #35 of 140 banks and seventh in its nine-bank peer group, behind HSBC (88.5), Commonwealth Bank of Australia (88.2), Lloyds (83.6) and BBVA (77.2), close to Barclays (76) and TD (75.3), and ahead of Santander (71.3) and ING (65.2). Evident's October 2026 AI Index placed NatWest 17th of 50, behind Lloyds (15th) and ahead of Barclays (19th). The score measures what is on the record, not capability. Three things separate NatWest from named peers. First, AI in engineering: more than 12,000 coders with AI assistants and over 40% of code written with AI by May 2026, against about 50% less legacy conversion time at Lloyds and Claude Code targeted for half of Barclays' developers by the end of 2026. Second, a customer assistant at volume: Cora handled 12.9 million conversations in 2025, half with no human intervention, and 7.1 million in the first half of 2026. Third, OpenAI as an anchor partner: NatWest was the first UK-headquartered bank to collaborate with OpenAI (March 2025) and the first UK bank with an app in ChatGPT (April 2026). Where NatWest trails: it ranks last in the group on named AI leaders, with no chief AI officer and a chief data and analytics officer arriving only in January 2027, while HSBC and Commonwealth Bank of Australia have appointed chief AI officers; and it publishes hours saved and investment (£1.2 billion on technology, data and AI in 2025) rather than an AI value figure like Lloyds' £50 million.[1][2][3][4][5][6][7][8][9][10][11][12][13][14]

Data as of Oct 20, 2026 · NatWest profile updated Oct 13, 2026 · computed tables recalculate from the 140 bank profiles on this site · Markdown

Where does NatWest lead its peers on AI?

01

The most AI-written code on the record among UK banks

NatWest says more than 12,000 engineers and coders use AI assistants and that over 40% of its code was written with AI by May 2026, up from about 35% at full-year 2025; on the Q1 call its CEO said 3 engineers and 7 agents delivered in about 6 hours what normally takes 12 engineers 6 weeks. Lloyds reports more than 11,000 engineers on GitHub Copilot; Barclays 19,000 developers on GitLab with code implemented 15% faster.[2][3][4][15]

02

Cora's conversation volumes

Cora handled 12.9 million conversations in 2025, half with no human intervention, and 7.1 million in the first half of 2026, 3.8 million fulfilled entirely digitally. Lloyds' AI financial assistant was with more than 500,000 Bank of Scotland customers in June 2026; ING says 75% of its chats were handled without human support at the end of 2025.[6][7][16][17]

03

First UK bank inside ChatGPT

NatWest launched home-buying and re-mortgage guidance inside ChatGPT on April 30, 2026, the first UK bank to do so, after becoming the first UK-headquartered bank to collaborate with OpenAI in March 2025. BBVA's OpenAI alliance extends ChatGPT Enterprise to its 120,000 staff; Commonwealth Bank of Australia holds an Anthropic stake and an OpenAI partnership.[9][8][18][19]

04

AI tools for every colleague

NatWest says all 60,000 colleagues have AI tools and that 271,000 AI learning modules have been completed (July 2026). Lloyds reports 40,000 Microsoft 365 Copilot licences; Barclays says around 90% of colleagues use Copilot.[20][21][15]

Where does NatWest trail its peers on AI?

01

Fewest named AI leaders in the group

NatWest ranks last of nine on named AI leaders in this site's index. Its chief data and analytics officer left in September 2025 and Triona O'Keeffe joins only in January 2027; HSBC named a group chief AI officer from April 2026, and Commonwealth Bank of Australia a Chief AI Officer and a Chief AI Scientist.[22][10][11][12][23]

02

No AI value figure

NatWest reports hours saved (more than 70,000 a year from call summarisation, about 90,000 from complaint handling) and £1.2 billion of technology, data and AI investment in 2025. Lloyds puts generative AI value at about £50 million in 2025; Santander reports EUR 84 million of AI business value in the first half of 2026.[2][24][13][14][25]

03

Behind Lloyds on Evident and on this index

Evident's October 2026 index ranked NatWest 17th of 50 banks, behind Lloyds (15th); on this site's disclosure index NatWest scores 75.1 against Lloyds' 83.6, and ranks sixth of nine on independent sources and own primary disclosures.[1]

Where does NatWest rank against its peers on AI disclosure?

Scores from reference score: the AI-index formula applied to all 140 profiles (0–100; 45% of the weight on independent coverage). The index measures what each bank has put on the public record and what outside outlets have reported about its AI, not capability or spending; every count is of entries on that bank's profile, each of which cites its sources.

BankScoreRankIndependent sourcesOwn disclosuresUse cases in productionMoves, last 12 monthsNamed AI platform
HSBC88.5#6 of 14027279 of 2128HSBC Productivity Suite and the central AI platform[26][11][27][28][29]
Commonwealth Bank of Australia88.2#7 of 140202816 of 2025AI Factory, Customer Engagement Engine and CommBank Companion[19][30][31][32][33]
Lloyds Banking Group83.6#13 of 140202211 of 1923Envoy agent platform, Microsoft 365 E7 and the Group LLM platform[34][35][21][36]
BBVA77.2#27 of 140114512 of 1930ChatGPT Enterprise, BBVA Assistants and The Eight[37][18][38][39][40][41][42][43]
Barclays PLC76#31 of 140241013 of 2018Group AI stack: Microsoft 365 Copilot, Claude and BARXBot[15][44][5][45][46]
The Toronto-Dominion Bank (TD Bank Group)75.3#34 of 14023178 of 1518Layer 6, TD AI Prism and the agentic RESL model[47][48][49][50][51]
NatWest Group plc (this page)75.1#35 of 140181911 of 1920Cora and the internal GenAI stack[6][2][52][8][53][7]
Banco Santander71.3#46 of 140122211 of 1921Group Data & AI function inside ONE Transformation, with a multi-provider model stack[54][55][56]
ING Groep N.V.65.2#53 of 140151710 of 1614Central AI platform on Google Cloud (VISTA data layer) and the AI Risk Committee[17][57][58]

On which parts of the AI record is NatWest ahead of or behind its peers?

Each row is one input of the index, counted on the profiles of NatWest and the 8 peers that are scored on the same basis. "Place" is NatWest's position in the group of 9 (1st = most).

Component (weight)NatWestPeer medianMost in the groupPlace
Independent sources (45%)1820HSBC (27)6th of 9
Use cases in production (10%)1111Commonwealth Bank (16)4th of 9
Own primary disclosures (10%)1922BBVA (45)6th of 9
Dated moves, last 12 months (10%)2022BBVA (30)6th of 9
Disclosed numbers (5%)2221.5BBVA (25)4th of 9
Named AI leaders (5%)914TD Bank Group (19)9th of 9
Use cases described (5%)1919HSBC (21)4th of 9

What has each bank in NatWest's peer group disclosed about its AI?

Facts from each bank's profile, cited to the profile's own sources. "Not disclosed" means the bank's public record, as cited on its profile, does not state it.

BankPlatform or assistant, as the profile names itAI leaders namedHeadline AI number disclosedPatents on the recordOpen AI roles
NatWest Group plcCora and the internal GenAI stack[6][2][52][8][53][7]9, incl. Paul Thwaite (Group Chief Executive Officer)[6][7][59]Cora journeys enhanced with GenAI: 21 (17 added during 2025); all journeys targeted by end-2026 (Dec 31, 2025)[6][2]Not disclosedNot surveyed
Lloyds Banking GroupEnvoy agent platform, Microsoft 365 E7 and the Group LLM platform[34][35][21][36]16, incl. Charlie Nunn (Group Chief Executive)[60][61][62]Value delivered by generative AI in 2025: About £50 million (more than 50 solutions deployed) (Dec 31, 2025)[14][63]1 patent listed on the profile, e.g. US 12,095,784 B2 (Methods and systems for indicating the possibility of a cyber-attack on a computer network)[64][65]5 open AI roles (Oct 5, 2026); most in ML & data science
Barclays PLCGroup AI stack: Microsoft 365 Copilot, Claude and BARXBot[15][44][5][45][46]11, incl. C.S. Venkatakrishnan (Group Chief Executive)[15][66]AI tools and models in use across the group: More than 250 (Feb 10, 2026)[15]5 patents listed on the profile, e.g. US 2025/0053473 A1 (Event handling for digitalised processes: status-indicator confidence model and flag, classified under machine learning)[67]10 open AI roles (Oct 5, 2026); most in AI engineering
HSBCHSBC Productivity Suite and the central AI platform[26][11][27][28][29]12, incl. Georges Elhedery (Group Chief Executive, HSBC Holdings)[68][11][69]Colleagues with a gen-AI productivity tool: c.85%; 31,000 engineers with an AI coding assistant (Feb 25, 2026)[70][68]7 patents listed on the profile, e.g. US 2024/0412221 A1 (Machine learning using adversarial learning and data transformation)[71]Not surveyed
Banco SantanderGroup Data & AI function inside ONE Transformation, with a multi-provider model stack[54][55][56]12, incl. Ana Botín (Group Executive Chair)[72][73]Split of the 2028 AI target as reported by Bloomberg: about EUR 300m of revenue and about EUR 700m of cost cuts (Feb 25, 2026)[73]Not disclosedNot surveyed
Commonwealth Bank of AustraliaAI Factory, Customer Engagement Engine and CommBank Companion[19][30][31][32][33]16, incl. Matt Comyn (Chief Executive Officer)[74][33][31]Measured gross benefits from AI use cases (including reinvested capacity): about A$200 million in FY26, of which about A$100 million incremental in-year; expected to double in FY27 and exceed investment (Jun 30, 2026)[75]1 patent listed on the profile, e.g. US 2025/0307709 A1 (Vector embedder for non-natural language data)[76]9 open AI roles (Oct 5, 2026); most in ML & data science
BBVAChatGPT Enterprise, BBVA Assistants and The Eight[37][18][38][39][40][41][42][43]17, incl. Carlos Torres Vila (Chair)[18][43]Employees using ChatGPT Enterprise: About 100,000 (70%-plus weekly active; about 3 hours saved per employee per week) (Jun 11, 2026)[39]1 patent listed on the profile, e.g. EP 3970062 A1 (Method and system for obtaining financial information about an object from a photograph, using machine learning)[77]Not surveyed
ING Groep N.V.Central AI platform on Google Cloud (VISTA data layer) and the AI Risk Committee[17][57][58]12, incl. Steven van Rijswijk (Chief Executive Officer, ING Groep)[57][78][79](Gen)AI pilots moved into production: More than 90% (Mar 18, 2026)[80]Not disclosedNot surveyed
The Toronto-Dominion Bank (TD Bank Group)Layer 6, TD AI Prism and the agentic RESL model[47][48][49][50][51]19, incl. Raymond Chun (Group President and CEO, TD Bank Group)[50][81][82]Medium-term AI value target: C$1 billion a year (C$500 million revenue uplift, C$500 million cost savings) (Aug 27, 2026)[82][83]10 patents listed on the profile, e.g. US 2025/0119396 A1 (Charge card knowledge chatbot using a large language model)[84]Not surveyed

What are the latest dated moves on the AI record of NatWest and its peers?

The two newest dated entries of each bank since Oct 16, 2025, from the timelines of the profiles (which also log filings, results and deals that bear on the AI record), newest first.

DateBankMove
Oct 14, 2026Commonwealth BankAGM: Comyn calls for AI regulation to keep pace[85][86]
Oct 13, 2026TD Bank GroupAgentic AI extended to mortgage funding and discharge[87][88]
Oct 13, 2026BBVAFirst European bank to join the Poppy agent protocol[89]
Oct 9, 2026BBVAAlgorithmic trading: models plus generative agents on the desk[90]
Oct 9, 2026HSBCAI-agent micropayment test with Ant Digital[91]
Oct 7, 2026HSBCUK wealth restructuring tied to AI reported[92][93]
Oct 6, 2026TD Bank GroupEvident AI Banking Index 2026: TD returns to 10th[94]
Oct 6, 2026Commonwealth Bank2026 Evident AI Index keeps CBA fourth globally[95]
Oct 6, 2026LloydsEvident AI index 2026: 15th again[96]
Oct 6, 2026NatWestEvident AI Index places NatWest 17th[1]
Oct 1, 2026BarclaysAnthropic collaboration expanded[5][97][98][99]
Oct 1, 2026BarclaysCo-COO on model choice and agentic AI[100]
Sep 25, 2026NatWestVoice-to-voice Spending Insights trial and Fraud Triage Agent[52][101]
Sep 23, 2026INGCEO at the BofA conference: 600 AI staff, Google as main partner[57][79]
Sep 23, 2026SantanderSantander AI Lab releases the A2K protocol suite[102]
Sep 22, 2026INGSix banks publish principles for agentic commerce[103][104]
Aug 20, 2026Lloyds£100 million future-skills investment[105]
Jul 30, 2026SantanderOne evaluation framework for AI products across their life[106]

How do NatWest, Lloyds, Barclays and HSBC compare on AI?

Each bank's own figures. Reach is defined differently (licences, adoption, enablement), so compare definitions as well as numbers.

BankStaff toolsHeadline figureEvident AI Index
NatWestAI tools for all 60,000 colleagues; internal GenAI platform and Copilot ChatOver 40% of code written with AI; Cora 12.9 million conversations in 202517th (October 2026)[20][53][3][6][1]
Lloyds40,000 Microsoft 365 Copilot licences (97% active)About £50 million of GenAI value in 202515th (October 2026)[21][14][1]
BarclaysCopilot for around 90% of colleagues (about 100,000 licences)More than 1 million hours saved in 202519th (October 2026)[15][46][1]
HSBCAbout 85% of colleagues enabled; 200,000 Copilot seats committedMore than 600 AI use cases in operationTop ten (2025 edition)[70][107][29][108]

How does Cora compare with its peers' customer assistants?

BankAssistantVolume or reachAs of
NatWestCora (IBM watsonx with GenAI journeys); voice-to-voice spending insights trial12.9 million conversations in 2025, 50% with no human; GenAI in 21 journeysDecember 31, 2025[6][109][52]
LloydsAI financial assistantMore than 500,000 Bank of Scotland customersJune 22, 2026[16]
Commonwealth Bank of AustraliaCommBank Companion and virtual messagingOne third of customers given Companion; 86% of messaging conversations resolved end to endJune-August 2026[32][33]
INGCustomer chatbot75% of chats handled without human supportDecember 31, 2025[17]
MonzoAI self-service62% of inbound chats handled, 55% resolved without a human2026[110]
StarlingStarling Assistant (agentic)Personal customers from March 2026; business customers from August 2026August 24, 2026[111][112]

How does NatWest's AI-written code compare with peers' engineering AI?

BankScaleReported effectAs of
NatWestMore than 12,000 coders with AI assistantsAbout 35% of code written by AI at full-year 2025; over 40% by May 2026May 1, 2026[2][3]
Santander17,000 people using agentic AI in software development40% of code developed by AI (June 2026)June 2026[54]
Commonwealth Bank of AustraliaOver 80% of 7,800 engineers on AI coding agentsThree times more code changesSeptember 18, 2026[113]
LloydsMore than 11,000 engineers on GitHub CopilotAbout 50% less legacy code conversion timeJuly 30, 2026[4]
Barclays19,000 developers on GitLabCode implemented 15% faster; Claude Code for half of developers targeted by end-2026February-October 2026[15][5]
HSBC31,000 engineers with an AI coding assistant60% faster unit testingFebruary 2026[70][68]

How are UK regulators shaping AI at NatWest and its rivals?

NatWest took part in the FCA's AI Live Testing programme with an agentic complaints-handling use case, and in April 2026 the FCA named Lloyds (through Scottish Widows) among eight firms in its second cohort. Monzo has published what it learned from testing an AI savings feature with the regulator.[114][115][116][117]

After Anthropic restricted access to its Mythos Preview model, OpenAI offered UK banks its GPT-5.5 Cyber model in June 2026; the BBC and Finextra reported NatWest among the banks with access, and HSBC was also among the nine major UK banks offered it. Bank of England Governor Andrew Bailey had said on May 29 that UK banks lacked access to the newest models.[118][119][120]

Which banks are NatWest's peers, and why these?

NatWest Group plc is compared here with Lloyds Banking Group, Barclays PLC, HSBC, Banco Santander, Commonwealth Bank of Australia, BBVA, ING Groep N.V. and The Toronto-Dominion Bank (TD Bank Group): chosen by the editors for this page (see the note below the table). NatWest Group plc is classed as a regional or retail-commercial bank headquartered in United Kingdom.

The computed group compared NatWest with Asian and Canadian lenders but left out three of its UK high-street rivals, so this page puts the UK banks first (Lloyds, Barclays, HSBC, Santander, whose UK bank competes with NatWest) and keeps the large retail-led groups that report comparable AI programmes (Commonwealth Bank of Australia, BBVA, ING, TD).

Is NatWest better than Lloyds at AI?

The record cannot settle capability. On disclosure, Lloyds scores 83.6 on this site's index against NatWest's 75.1, and Evident's October 2026 index ranked Lloyds 15th and NatWest 17th. NatWest reports more AI-written code (over 40%) and larger assistant volumes (Cora, 12.9 million conversations in 2025); Lloyds reports a value figure (about £50 million from GenAI in 2025).[1][3][6][14]

Which UK bank works most closely with OpenAI?

NatWest was the first UK-headquartered bank to sign a collaboration with OpenAI (March 20, 2025) and the first UK bank with an app in ChatGPT (April 2026). Barclays has added Anthropic's Claude for colleagues and Global Markets; Lloyds builds agents on Google Cloud and uses Microsoft 365 Copilot.[8][9][5][34][21]

How does Cora compare with Lloyds' AI assistant?

Cora is the larger operation on the record: 12.9 million conversations in 2025 with half resolved without a human, and 7.1 million in the first half of 2026. Lloyds' AI financial assistant was with more than 500,000 Bank of Scotland customers in June 2026, ahead of a full rollout.[6][7][16]

Is NatWest cutting jobs because of AI?

CEO Paul Thwaite said in June 2026 that some existing roles will be delivered by AI but declined to commit on headcount. Group headcount rose by about 1,800 in the first half of 2026, including about 2,200 from Evelyn Partners. HSBC was reported in March 2026 to be weighing cuts of about 20,000 roles.[59][7][121]

How much does NatWest spend on technology compared with peers?

NatWest invested £1.2 billion in technology, data and AI transformation in 2025. It does not publish a separate AI budget; neither do Lloyds nor Barclays, which instead target about £2 billion of gross cost savings by 2030 and about £2 billion of gross efficiency savings over three years respectively.[13][60][15]

Does NatWest use AI to fight fraud like Lloyds?

Both run agents on fraud. NatWest's Fraud Triage Agent had handled nearly 19,000 customer conversations by September 2026; Lloyds launched multiple agents on its Envoy platform in June 2026 that perform identity checks, transaction analysis and scam-risk assessment during customer calls, with colleagues able to override.[52][35]

Who leads AI at NatWest?

Group CIO Scott Marcar's remit became exclusively technology, AI and data from October 2025; Dr Maja Pantic has been Chief AI Research Officer since June 2025, and Triona O'Keeffe joins as Chief Data and Analytics Officer in January 2027. Lloyds' chief data and AI officer, Sameer Gupta, joined from DBS in June 2026.[122][123][10][124]

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  82. TD Bank Unlocks $141 Million in AI Value Months Ahead of Schedule
    PYMNTS · Aug 27, 2026
  83. How AI is Permeating Work Throughout TD Bank, and Lessons Learned
    The Financial Brand · Feb 20, 2026
  84. US 2025/0119396 A1: Charge card knowledge chatbot
    Google Patents (USPTO) · Apr 10, 2025
  85. 2026 Commonwealth Bank AGM: CEO's address
    Commonwealth Bank of Australia · Oct 14, 2026
  86. 2026 Commonwealth Bank AGM: Chair's address
    Commonwealth Bank of Australia · Oct 14, 2026
  87. TD expands agentic AI across mortgage operations to make banking faster, simpler and more human
    TD Bank Group (Canada Newswire via Yahoo Finance) · Oct 13, 2026
  88. TD Bank at Scotiabank summit: profit gains, AI push lift outlook (transcript)
    Investing.com · Sep 9, 2026
  89. BBVA will help design a common protocol led by Sierra AI and Meta to connect AI agents with businesses
    BBVA · Oct 13, 2026
  90. The Algorithmic Trader: How AI Is Redefining the Trading Desk
    BBVA · Oct 9, 2026
  91. Ant Digital Technologies and HSBC announce successful AI agent micropayment technical verification test
    Ant Digital Technologies (PR Newswire via Yahoo Finance) · Oct 9, 2026
  92. HSBC plans deep job cuts in UK wealth management amid AI push, FT reports
    Investing.com · Oct 7, 2026
  93. HSBC 'consults' over UK unit job cuts amid AI adoption
    AFP (via Yahoo Finance) · Oct 7, 2026
  94. TD's AI returns help put it back into the top 10 in this global bank index
    Financial Post · Oct 6, 2026
  95. Commonwealth Bank recognised as Asia-Pacific's leading AI bank
    Commonwealth Bank of Australia · Oct 6, 2026
  96. UBS only European bank in top 10 of AI adoption as JPMorgan Chase leads
    Euronews via Yahoo Finance · Oct 7, 2026
  97. Barclays Expands Use of Anthropic's Claude in Efficiency Push
    Bloomberg · Oct 1, 2026
  98. Barclays Expands Use of Anthropic's Claude in Efficiency Push
    Bloomberg via Yahoo Finance · Oct 1, 2026
  99. Barclays ramps up use of Anthropic's Claude
    Finextra · Oct 1, 2026
  100. The Most Powerful Women in Banking Women to Watch, #24, Anne Marie Darling, Barclays
    American Banker · Oct 1, 2026
  101. NatWest unveils AI-powered audio-visual spending insights tool
    Finextra · Sep 25, 2026
  102. A2K: a new protocol suite for connecting AI agents to governed, auditable enterprise knowledge
    Banco Santander · Sep 23, 2026
  103. Building Trust in Agentic Commerce: Customer-centric principles for a trusted and thriving ecosystem
    ING Group, ASB Bank, Bank of America, Capital One, Commonwealth Bank of Australia and NatWest Group · Sep 22, 2026
  104. Banks Call for Audit Trail From AI Shopping Instructions to Payment Outcome
    PYMNTS · Sep 22, 2026
  105. Lloyds Banking Group to invest £100 million in future skills as it expands support for young people
    Lloyds Banking Group · Aug 20, 2026
  106. When speed meets quality: How we make AI products measurable at Santander
    Banco Santander · Jul 30, 2026
  107. Microsoft Fiscal Year 2026 Fourth Quarter Earnings Conference Call transcript
    Microsoft · Jul 29, 2026
  108. JPMorganChase, Capital One top AI ranking, once again
    American Banker · Oct 8, 2025
  109. AI-led answers, empathy-led service
    IBM · Oct 14, 2024
  110. Monzo Annual Report and Accounts 2026
    Monzo · May 19, 2026
  111. Starling launches UK's first Agentic AI financial assistant
    Starling · Mar 20, 2026
  112. Starling launches agentic AI assistant for business
    Starling · Aug 24, 2026
  113. Interview: CBA AI chief on scaling A$400m in AI value with humans in loop
    Retail Banker International (via Yahoo Finance) · Sep 18, 2026
  114. Collaborating with the Financial Conduct Authority on testing agentic AI
    NatWest Group · May 5, 2026
  115. FCA helps firms to test AI safely
    Financial Conduct Authority · Dec 4, 2025
  116. FCA announces second cohort for AI Live Testing
    Financial Conduct Authority · Apr 21, 2026
  117. Helping people save with AI: what we learned through the FCA's AI Live Testing programme
    Monzo · Sep 21, 2026
  118. UK banks blocked from cyber AI tool Mythos get offer from rival OpenAI
    BBC News · Jun 1, 2026
  119. OpenAI gives UK banks access to cybersecurity model
    Finextra · Jun 2, 2026
  120. Bank of England's Bailey Says UK Banks Still Lack Mythos Access
    Bloomberg · May 29, 2026
  121. HSBC weighs deep job cuts as AI overhaul unfolds, Bloomberg News reports
    Reuters · Mar 19, 2026
  122. NatWest Group appoints new Chief Customer & Operating Officer as it drives bank-wide customer agenda
    NatWest Group · Oct 1, 2025
  123. NatWest Appoints Dr Maja Pantic as the Bank's First Chief AI Research Officer
    NatWest Group · Jun 11, 2025
  124. Lloyds Banking Group appoints Sameer Gupta as Chief Data and AI Officer
    Lloyds Banking Group · Apr 16, 2026

When NatWest or its peers move on AI, you'll read it here first.

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