# Goldman Sachs: AI workforce and talent

Source: https://www.bankingnewsai.com/banks/goldman-sachs/ai-workforce
Last updated: Oct 31, 2026

*Part of the [Goldman Sachs AI strategy profile](https://www.bankingnewsai.com/banks/goldman-sachs).*

## How is AI changing Goldman Sachs' workforce?

Goldman Sachs is using AI to grow without adding staff at its old rate, while still hiring thousands out of school. The OneGS 3.0 memo of October 14, 2025 from David Solomon, John Waldron and Denis Coleman said the firm would 'constrain headcount growth through the end of the year' with a 'limited reduction in roles', tying its efficiency goals to AI in client onboarding, lending, regulatory reporting and vendor management; headcount was then 48,300. It ended the first quarter of 2026 at 47,000, down from 47,400. Waldron said in May 2026 that 'digital agents will be our robots' and that he is not sure how overall headcount will change: 'We don't know yet whether it's a diamond or a pyramid.' On June 4, 2026 Solomon said out-of-school hiring could 'contract a little' over three years, yet the 2026 intern class was about 2,500, accepted from under 1% of applicants, with a similar number of permanent new hires in July. All 46,000 employees had the GS AI Assistant by mid-2025, and hundreds of agents work beside about 12,000 engineers. The issue executives keep returning to is training: Marquee head Chris Churchman warned in August 2026 of 'cognitive atrophy' if bankers outsource reasoning to models, and Asia Pacific head Kevin Sneader said in October that new joiners already manage agents. Goldman has not published AI training hours or how many roles AI has removed. ([Fortune (Bloomberg)](https://fortune.com/2025/10/14/goldman-sachs-layoffs-headcount-earnings-ai-efficiencies/), [Reuters](https://www.reuters.com/business/world-at-work/goldman-sachs-eyes-job-cuts-hiring-slowdown-amid-ai-push-memo-shows-2025-10-14/), [eFinancialCareers](https://www.efinancialcareers.com/news/goldman-sachs-immense-quarter-was-accompanied-by-400-job-cuts), [American Banker](https://www.americanbanker.com/articles/goldman-president-says-bank-is-human-assembly-line-facing-automation), [Business Insider (Yahoo Finance)](https://finance.yahoo.com/news/goldman-ceo-says-banks-entry-091701092.html), [Fortune](https://fortune.com/2026/06/08/exclusive-goldman-sachs-intern-acceptance-rate-falls-below-1-for-third-straight-year/), [American Banker](https://www.americanbanker.com/news/goldman-sachs-staff-now-write-a-million-gen-ai-prompts-a-month), [Forbes](https://forbes.com/sites/bernardmarr/2026/08/06/how-goldman-sachs-is-using-agentic-ai-for-software-engineering-at-scale), [CNBC](https://www.cnbc.com/2026/08/24/goldman-sachs-ai-partner-danger-skills.html), [Bloomberg](https://bloomberg.com/news/articles/2026-10-08/young-bankers-to-manage-ai-agents-from-start-goldman-exec-says))

## What has Goldman Sachs said about AI and jobs, and when?

Statements and figures as the source reports them, in date order.

| Date | Who | What was said or reported | Sources |
| --- | --- | --- | --- |
| July 25, 2025 | Marco Argenti, CIO | GS AI Assistant available to all 46,000 employees, writing more than a million prompts a month | [American Banker](https://www.americanbanker.com/news/goldman-sachs-staff-now-write-a-million-gen-ai-prompts-a-month) |
| October 14, 2025 | David Solomon, John Waldron, Denis Coleman (OneGS 3.0 memo) | 'Constrain headcount growth through the end of the year' and a 'limited reduction in roles'; a 'multiyear effort' to apply AI to client onboarding, lending, regulatory reporting and vendor management; headcount 48,300 at end-September, about 1,800 more than a year earlier, with a net increase still expected for 2025 | [Fortune (Bloomberg)](https://fortune.com/2025/10/14/goldman-sachs-layoffs-headcount-earnings-ai-efficiencies/), [Reuters](https://www.reuters.com/business/world-at-work/goldman-sachs-eyes-job-cuts-hiring-slowdown-amid-ai-push-memo-shows-2025-10-14/) |
| December 9, 2025 | Denis Coleman, CFO | Six OneGS 3.0 workstreams with dedicated teams that present investment cases; 'We're asking all of our people to rethink the human processes they go through'; more than a million people asking to move in laterally, of whom the firm can accommodate 'far less than 1%' | [Fortune](https://fortune.com/2025/12/10/goldman-sachs-cfo-on-the-companys-ai-reboot-talent-and-growth/) |
| April 13, 2026 | Q1 2026 results, via eFinancialCareers | Headcount 47,000 at end-March, down from 47,400, after the firm said it had begun looking at workstreams susceptible to automation by AI | [eFinancialCareers](https://www.efinancialcareers.com/news/goldman-sachs-immense-quarter-was-accompanied-by-400-job-cuts) |
| May 12, 2026 | John Waldron, president and COO | 'Our human assembly lines will become more digitized, digital agents will be our robots'; AI lets the bank scale without much more hiring; 'We don't know yet whether it's a diamond or a pyramid'; broader structural effects expected in 2027 and 2028 | [American Banker](https://www.americanbanker.com/articles/goldman-president-says-bank-is-human-assembly-line-facing-automation) |
| June 4, 2026 | David Solomon, Bloomberg Odd Lots | Out-of-school hiring could 'contract a little' over the next three years, 'probably not what you and I would call dramatically'; 2,400 to 2,500 interns this year; hiring mix shifting further toward engineering | [Business Insider (Yahoo Finance)](https://finance.yahoo.com/news/goldman-ceo-says-banks-entry-091701092.html) |
| June 8, 2026 | Goldman Sachs, via Fortune | 2,500 interns from more than 500 universities, an acceptance rate under 1% for a third year; about 2,500 permanent entry-level hires in July, below the 3,000-plus of 2021; roughly 40% of partners began as campus hires | [Fortune](https://fortune.com/2026/06/08/exclusive-goldman-sachs-intern-acceptance-rate-falls-below-1-for-third-straight-year/) |
| August 6, 2026 | Forbes | Hundreds of AI agents put to work alongside the firm's 12,000 human engineers and developers, starting with legacy modernization | [Forbes](https://forbes.com/sites/bernardmarr/2026/08/06/how-goldman-sachs-is-using-agentic-ai-for-software-engineering-at-scale) |
| August 24, 2026 | Chris Churchman, head of Marquee | 'There's a huge danger here that in the era of AI, we outsource our reasoning to these models, and we have cognitive atrophy'; the firm has not yet 'figured out' how to manage the transition | [CNBC](https://www.cnbc.com/2026/08/24/goldman-sachs-ai-partner-danger-skills.html) |
| October 8, 2026 | Kevin Sneader, Asia Pacific (ex-Japan) | New joiners manage a 'virtual army' of agents from day one, which raises questions about middle managers | [Bloomberg](https://bloomberg.com/news/articles/2026-10-08/young-bankers-to-manage-ai-agents-from-start-goldman-exec-says) |

## How is Goldman Sachs preparing its people to work with AI?

Solomon told the 2026 summer interns to 'really try to understand what these things do and don't do' and to use models as a sparring partner: 'you have to challenge what the models give you.' He also said the technology 'has no ability to do what we do as human beings, to think about whether something makes sense.' ([Fortune](https://fortune.com/2026/08/06/goldman-sachs-ceo-david-solomon-intern-town-hall/))

Hiring criteria are shifting toward judgment. Jacqueline Arthur, head of human capital management, said technical fluency is increasingly common among candidates and 'the real differentiator is how you apply those tools'; Solomon wants young analysts in front of clients sooner rather than producing slides overnight. ([Fortune](https://fortune.com/2026/06/08/exclusive-goldman-sachs-intern-acceptance-rate-falls-below-1-for-third-straight-year/))

Churchman argues for keeping the apprenticeship model: 'You learn by doing, and a lot of knowledge is tacit.' Junior traders learn by pricing client requests under supervision, and he asks whether automating that leaves senior traders who 'fully understand'. Systems, he says, must leave people making the high-stakes calls. ([CNBC](https://www.cnbc.com/2026/08/24/goldman-sachs-ai-partner-danger-skills.html))

For engineering teams, Goldman uses forward-deployed engineers from Anthropic. Argenti said in October 2026 that 'having people directly from the lab working with your people is the best option to train', and that the engagement's 'job is to become unnecessary in the shortest time possible'. ([CIO Dive](https://www.ciodive.com/news/jpmorgan-chase-goldman-sachs-AI-security/833764/))

## What has Goldman Sachs not disclosed about AI and its workforce?

Goldman has not said how many roles were cut because of AI as distinct from its annual performance-based reductions, and Waldron says he does not yet know how overall headcount will change. The first-quarter 2026 reduction came alongside reported rolling cuts of underperformers. ([American Banker](https://www.americanbanker.com/articles/goldman-president-says-bank-is-human-assembly-line-facing-automation), [eFinancialCareers](https://www.efinancialcareers.com/news/goldman-sachs-immense-quarter-was-accompanied-by-400-job-cuts))

Also not published: the productivity targets and investment cases for the six OneGS 3.0 workstreams, AI training hours or programs for employees, and the number of staff working on AI. ([Fortune](https://fortune.com/2025/12/10/goldman-sachs-cfo-on-the-companys-ai-reboot-talent-and-growth/), [Fortune (Bloomberg)](https://fortune.com/2025/10/14/goldman-sachs-layoffs-headcount-earnings-ai-efficiencies/))

## What does the Goldman profile record on this topic?

| Date | Move | Detail | Sources |
| --- | --- | --- | --- |
| Oct 8, 2026 | Sneader: new joiners 'are managing agents' | Goldman's Asia Pacific (ex-Japan) head tells the Milken Institute Asia Summit that young staff manage a 'virtual army' of agents from day one, raising the question of middle managers. | [Bloomberg](https://bloomberg.com/news/articles/2026-10-08/young-bankers-to-manage-ai-agents-from-start-goldman-exec-says) |
| Oct 1, 2026 | 2026 proxy statement credits Waldron with the AI programme | Goldman's proxy statement credits president John Waldron with overseeing the firm's AI initiatives, including deploying internal AI assistants and coding tools to handle repetitive tasks; Waldron tells CNBC 'digital agents will be our robots' as 'our human assembly lines become more digitized'. | [Fortune](https://fortune.com/2026/10/01/john-waldron-goldman-sachs-next-ceo-wall-street-succession) |
| Aug 24, 2026 | Partner warns of 'cognitive atrophy' | Chris Churchman, leading a flagship AI project, on the danger of outsourcing reasoning to models. | [CNBC](https://www.cnbc.com/2026/08/24/goldman-sachs-ai-partner-danger-skills.html) |
| Jun 4, 2026 | Solomon: no white-collar wipeout | On Bloomberg's Odd Lots the CEO discusses headcount, AI and the bank's role in the SpaceX IPO. | [Bloomberg](https://www.bloomberg.com/news/articles/2026-06-04/goldman-sachs-ceo-david-solomon-on-running-a-bank-in-the-age-of-ai) |
| May 12, 2026 | Waldron: a 'human assembly line' facing automation | AI lets the bank scale without much more hiring. | [American Banker](https://www.americanbanker.com/articles/goldman-president-says-bank-is-human-assembly-line-facing-automation), [CNBC](https://www.cnbc.com/video/2026/05/12/goldman-sachs-john-waldron-our-workforce-processes-will-change-because-of-ai.html) |
| Apr 13, 2026 | Q1 2026 call: cloud and data spend brought forward for AI | CFO Denis Coleman says early OneGS 3.0 learnings mean accelerating cloud migration and data quality, critical to deploying AI across the firm. | [The Motley Fool (Yahoo Finance)](https://finance.yahoo.com/markets/stocks/articles/goldman-sachs-gs-q1-2026-200348594.html) |
| Feb 25, 2026 | 2025 10-K carries a standalone AI risk factor | Generative-AI errors, bias, opacity, reliance on third-party models and heightened risk from OneGS 3.0. | [Goldman Sachs (SEC filing)](https://www.sec.gov/Archives/edgar/data/886982/000088698226000091/gs-20251231.htm) |
| Jan 15, 2026 | Q4 2025 deck: 'a new operating model propelled by artificial intelligence' | OneGS 3.0 goals include accelerating AI adoption across the employee base; six initial workstreams listed. | [Goldman Sachs (SEC filing)](https://www.sec.gov/Archives/edgar/data/886982/000088698226000008/a4q25gsearningsresultspr.htm), [Investing.com](https://investing.com/news/transcripts/earnings-call-transcript-goldman-sachs-q4-2025-beats-eps-forecasts-93CH-4450229) |
| Oct 14, 2025 | OneGS 3.0 launched: AI push with job cuts and a hiring slowdown | Staff memo names sales and client onboarding, lending, regulatory reporting and vendor management as AI priorities; Solomon links efficiency to new AI technologies in the Q3 release. | [Reuters](https://www.reuters.com/business/world-at-work/goldman-sachs-eyes-job-cuts-hiring-slowdown-amid-ai-push-memo-shows-2025-10-14/), [Goldman Sachs (SEC filing)](https://www.sec.gov/Archives/edgar/data/886982/000119312525238058/d899312dex992.htm) |
| Jul 25, 2025 | GS AI Assistant reaches the whole workforce | 46,000 employees; a million prompts a month; Devin agents joining developer teams. | [American Banker](https://www.americanbanker.com/news/goldman-sachs-staff-now-write-a-million-gen-ai-prompts-a-month) |

## Common questions

### Is Goldman Sachs cutting jobs because of AI?

In part. The October 2025 OneGS 3.0 memo announced a 'limited reduction in roles' and constrained headcount growth as AI raises efficiency, and headcount fell from 47,400 to 47,000 in the first quarter of 2026. Goldman has not said how many cuts were caused by AI rather than performance reviews.

### Is Goldman Sachs still hiring interns and graduates?

Yes. The 2026 intern class was about 2,500, chosen from under 1% of applicants, with about 2,500 permanent entry-level hires starting in July. David Solomon said in June 2026 that out-of-school hiring could 'contract a little' over three years, though not dramatically.

### What is OneGS 3.0?

OneGS 3.0 is Goldman's multiyear program, announced on October 14, 2025, to rebuild its operating model around AI, starting with client onboarding, lending, regulatory reporting and vendor management. CFO Denis Coleman said six workstreams with dedicated teams will present investment cases and be held to productivity outcomes.

### How will AI change junior banking jobs at Goldman?

Executives expect juniors to spend less time on grunt work and more with clients, and Kevin Sneader says new joiners already manage AI agents. Chris Churchman warns of 'cognitive atrophy' if bankers outsource reasoning, and John Waldron says the firm does not yet know whether its shape becomes 'a diamond or a pyramid'.

### Is Goldman Sachs hiring for AI roles?

Yes. A BankingNewsAI snapshot of Goldman's careers site on October 27, 2026 listed AI roles including AI model validation in risk, applied AI deep learning, an AI/ML engineer and an AI product manager in core engineering, and a cyber and AI attorney. See the AI hiring tracker.
## Deeper on Goldman

- [What is Goldman Sachs' AI strategy?](https://www.bankingnewsai.com/banks/goldman-sachs/ai-strategy)
- [What AI research, patents and partnerships does Goldman Sachs have?](https://www.bankingnewsai.com/banks/goldman-sachs/ai-research-patents-partnerships)
- [What technology stack does Goldman Sachs use for AI?](https://www.bankingnewsai.com/banks/goldman-sachs/technology-stack)
- [How does Goldman Sachs govern AI and manage its risks?](https://www.bankingnewsai.com/banks/goldman-sachs/responsible-ai)
- [What proprietary AI has Goldman Sachs built in-house?](https://www.bankingnewsai.com/banks/goldman-sachs/proprietary-ai)


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