# Goldman Sachs: AI strategy and technology vision

Source: https://www.bankingnewsai.com/banks/goldman-sachs/ai-strategy
Last updated: Oct 16, 2026

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

## What is Goldman Sachs' AI strategy?

Goldman Sachs' AI strategy is OneGS 3.0, launched in October 2025 as 'a new operating model propelled by artificial intelligence', with six initial workstreams: client onboarding and KYC, enterprise risk, vendor management, lending, regulatory reporting and sales enablement. The 2026 proxy statement says the board treated it as a multi-year commitment and that the risks of generative and agentic AI were 'top of mind' for the board; it credits president John Waldron with leading OneGS 3.0 and the AI workstreams. The tools came developer-first: GitHub Copilot for 12,000 developers in 2024, then the GS AI Assistant for all 46,000 employees in July 2025, handling more than a million prompts a month. In 2025-26 the firm moved to agents: Cognition's Devin among its engineers, and Anthropic engineers embedded for six months to build Claude agents for trade accounting and client onboarding. Waldron calls the firm a 'human assembly line' facing automation; Solomon says AI 'will not replace' its people but that headcount will not grow 'quite the same way'. On the Q3 2026 call on October 13, Solomon said 'no one knows how the demands for capital and compute will evolve' and called for 'rigorous testing, independent review, continuous monitoring and clear human accountability'. ([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/886982/000088698226000008/a4q25gsearningsresultspr.htm), [Goldman Sachs](https://www.goldmansachs.com/investor-relations/financials/proxy-statements/2026/proxy-statement.pdf), [American Banker](https://www.americanbanker.com/news/goldman-sachs-staff-now-write-a-million-gen-ai-prompts-a-month), [CNBC](https://www.cnbc.com/2025/07/11/goldman-sachs-autonomous-coder-pilot-marks-major-ai-milestone.html), [CNBC](https://www.cnbc.com/2026/02/06/anthropic-goldman-sachs-ai-model-accounting.html), [American Banker](https://www.americanbanker.com/articles/goldman-president-says-bank-is-human-assembly-line-facing-automation), [The Motley Fool (Yahoo Finance)](https://finance.yahoo.com/markets/stocks/articles/goldman-sachs-gs-q2-2026-194711997.html), [The Motley Fool (earnings call transcript)](https://www.fool.com/earnings/call-transcripts/2026/10/13/goldman-sachs-gs-q3-2026-earnings-call-transcript/), [Banking Dive](https://bankingdive.com/news/ai-citi-fraser-wells-fargo-scharf-goldman-sachs-solomon-morgan-stanley-pick-bofa-moynihan-dimon/833087))

## What have Goldman Sachs' leaders said about AI strategy, and when?

| Who | What they said | Where | Date | Sources |
| --- | --- | --- | --- | --- |
| David Solomon, CEO | AI can draft 95% of an IPO filing in minutes; 'The last 5% now matters because the rest is now a commodity' | Cisco AI Summit | January 15, 2025 | [Fortune](https://fortune.com/2025/01/17/goldman-sachs-ceo-david-solomon-ai-tasks-ipo-prospectus-s1-filing-sec) |
| Solomon, Waldron, Coleman | AI 'can unlock significant productivity gains for us', to be reinvested for clients; OneGS 3.0 launched with potential job cuts and a hiring slowdown | Staff memo | October 14, 2025 | [Reuters](https://www.reuters.com/business/world-at-work/goldman-sachs-eyes-job-cuts-hiring-slowdown-amid-ai-push-memo-shows-2025-10-14/) |
| Marco Argenti, CIO | 2025 brought 'the biggest changes' of his career; 2026 will bring personal agents and mega alliances | Goldman Sachs Insights | January 22, 2026 | [Goldman Sachs](https://www.goldmansachs.com/insights/articles/what-to-expect-from-ai-in-2026-personal-agents-mega-alliances) |
| Board of directors | OneGS 3.0 a multi-year commitment to 'a new operating model, propelled by artificial intelligence'; generative and agentic AI risks 'top of mind' | 2026 proxy statement | March 20, 2026 | [Goldman Sachs](https://www.goldmansachs.com/investor-relations/financials/proxy-statements/2026/proxy-statement.pdf) |
| Marco Argenti | How agentic platforms such as Claude Code have changed AI coding, data challenges and regulatory concerns | Bloomberg Odd Lots | March 30, 2026 | [Bloomberg](https://bloomberg.com/news/articles/2026-03-30/goldman-cio-marco-argenti-on-changes-in-corporate-ai-use) |
| John Waldron, president | 'I often describe Goldman Sachs as a human assembly line' | Conference remarks | May 12, 2026 | [American Banker](https://www.americanbanker.com/articles/goldman-president-says-bank-is-human-assembly-line-facing-automation) |
| David Solomon | 'We see AI as a transformational technology that expands the capabilities of our best-in-class talent' | Q2 2026 call | July 14, 2026 | [The Motley Fool (Yahoo Finance)](https://finance.yahoo.com/markets/stocks/articles/goldman-sachs-gs-q2-2026-194711997.html) |
| David Solomon | 'The choice is not between halting progress and moving forward without guardrails'; 'no one knows how the demands for capital and compute will evolve' | Q3 2026 call | October 13, 2026 | [The Motley Fool (earnings call transcript)](https://www.fool.com/earnings/call-transcripts/2026/10/13/goldman-sachs-gs-q3-2026-earnings-call-transcript/), [Banking Dive](https://bankingdive.com/news/ai-citi-fraser-wells-fargo-scharf-goldman-sachs-solomon-morgan-stanley-pick-bofa-moynihan-dimon/833087), [American Banker](https://americanbanker.com/news/goldmans-solomon-wants-clear-human-accountability-on-ai) |

## How has Goldman Sachs rolled out AI since 2024?

| Step | What happened | Date | Sources |
| --- | --- | --- | --- |
| Coding assistants | GitHub Copilot for 12,000 developers; the firm's first firm-wide generative-AI deployment | 2024 | [American Banker](https://www.americanbanker.com/news/goldman-sachs-staff-now-write-a-million-gen-ai-prompts-a-month) |
| GS AI Platform | Single entry point for generative AI with Microsoft-hosted GPT, Google Gemini and Meta Llama behind it | June 2024 | [The Wall Street Journal](https://wsj.com/articles/goldman-sachs-deploys-its-first-generative-ai-tool-across-the-firm-cd94369b) |
| GS AI Assistant | About 10,000 users before the firm-wide launch; all 46,000 employees by July 2025; more than a million prompts a month | June-July 2025 | [Reuters](https://reuters.com/business/goldman-sachs-launches-ai-assistant-firmwide-memo-shows-2025-06-23), [American Banker](https://www.americanbanker.com/news/goldman-sachs-staff-now-write-a-million-gen-ai-prompts-a-month) |
| Devin | Cognition's autonomous coder joins developer teams; Goldman the first major bank to use it, per Cognition | July 2025 | [CNBC](https://www.cnbc.com/2025/07/11/goldman-sachs-autonomous-coder-pilot-marks-major-ai-milestone.html) |
| OneGS 3.0 | AI-led operating model with six initial workstreams | October 2025 | [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/886982/000088698226000008/a4q25gsearningsresultspr.htm) |
| Claude agents | Embedded Anthropic engineers co-develop agents for trade accounting and client vetting and onboarding | February 2026 | [CNBC](https://www.cnbc.com/2026/02/06/anthropic-goldman-sachs-ai-model-accounting.html), [American Banker](https://www.americanbanker.com/news/goldman-equips-ai-agents-do-trade-accounting-onboarding) |
| Agents at scale in engineering | Hundreds of agents work beside 12,000 engineers; up to 20% efficiency gains from Devin pilots | June-August 2026 | [American Banker](https://americanbanker.com/news/goldman-sachs-marco-argenti-is-3-on-the-most-innovative-people-in-finance), [Forbes](https://forbes.com/sites/bernardmarr/2026/08/06/how-goldman-sachs-is-using-agentic-ai-for-software-engineering-at-scale) |

## Who is responsible for AI at Goldman Sachs?

CIO Marco Argenti, who came from Amazon Web Services, owns the GS AI Platform, the GS AI Assistant and the agent deployments. Daniel Marcu (from Amazon, March 2025) is Global Head of AI Engineering and Science and Archana Vemulapalli (from AMD, April 2026) heads AI product management and relations with frontier labs. ([Bloomberg](https://bloomberg.com/news/articles/2024-08-08/goldman-sachs-cio-on-how-the-bank-is-actually-using-ai), [American Banker](https://www.americanbanker.com/news/goldman-sachs-marco-argenti-is-3-on-the-most-innovative-people-in-finance), [Goldman Sachs](https://goldmansachs.com/pressroom/press-releases/2025/daniel-marcu-joins-gs-as-partner-and-global-head-of-ai-engineering-and-science), [Goldman Sachs](https://goldmansachs.com/pressroom/press-releases/2026/archana-vemulapalli-joins-goldman-sachs-as-partner-and-head-of-ai-product-management))

The 2026 proxy statement says Waldron 'led the development of One GS 3.0 and maintained focus on automation and artificial intelligence-related workstreams', and lists progressing automation and AI efforts across the firm among his 2025 priorities. Oversight of AI risk sits with a Firmwide AI Risk Committee co-chaired by the CIO and the chief risk officer, per the Q2 2026 10-Q. ([Goldman Sachs](https://www.goldmansachs.com/investor-relations/financials/proxy-statements/2026/proxy-statement.pdf), [Goldman Sachs (SEC filing)](https://www.sec.gov/Archives/edgar/data/886982/000088698226000297/gs-20260630.htm))

Goldman does not disclose an AI budget. CFO Denis Coleman said in April 2026 that early OneGS 3.0 learnings meant bringing forward cloud migration and data-quality spending, which is 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))

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

| Date | Move | Detail | Sources |
| --- | --- | --- | --- |
| Oct 13, 2026 | Q3 2026 call: Solomon sets out AI guardrails and compute-supply risk | He cites a $10 trillion US data-centre build-out through 2032, says compute demand exceeds supply, and calls for testing, independent review, monitoring and human accountability; efficiency ratio is 59.4% year to date. | [Investing.com](https://investing.com/news/transcripts/earnings-call-transcript-goldman-sachs-tops-q3-2026-estimates-as-revenue-rises-93CH-4947164), [American Banker](https://americanbanker.com/news/goldmans-solomon-wants-clear-human-accountability-on-ai) |
| 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) |
| Jul 14, 2026 | Q2 2026 call: AI 'will not replace' Goldman's people | Solomon calls AI a transformational technology that expands talent; Coleman says the firm can keep investing in AI productivity. | [The Motley Fool (Yahoo Finance)](https://finance.yahoo.com/markets/stocks/articles/goldman-sachs-gs-q2-2026-194711997.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 22, 2026 | Argenti: 2025 'the biggest changes' of a 40-year career | The CIO predicts 2026 will be bigger, with personal agents and mega alliances. | [Goldman Sachs](https://www.goldmansachs.com/insights/articles/what-to-expect-from-ai-in-2026-personal-agents-mega-alliances) |
| 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) |

## Common questions

### What is OneGS 3.0?

OneGS 3.0 is Goldman Sachs' operating-model program launched in October 2025 and described as 'a new operating model propelled by artificial intelligence'. Its six initial workstreams are client onboarding and KYC, enterprise risk, vendor management, lending, regulatory reporting and sales enablement. The 2026 proxy statement calls it a multi-year commitment led by president John Waldron.

### Who leads AI at Goldman Sachs?

CIO Marco Argenti runs the GS AI Platform and agent deployments, Daniel Marcu is Global Head of AI Engineering and Science, and Archana Vemulapalli leads AI product management and frontier-lab relations. President John Waldron is credited in the 2026 proxy with leading OneGS 3.0 and its AI workstreams, and a Firmwide AI Risk Committee oversees AI risk.

### What did David Solomon say about AI on the Q3 2026 call?

On October 13, 2026 Solomon said 'no one knows how the demands for capital and compute will evolve' as the AI ecosystem matures and that demand for compute exceeds supply. He said 'the choice is not between halting progress and moving forward without guardrails' and stressed rigorous testing, independent review, continuous monitoring and clear human accountability.

### Is Goldman Sachs replacing staff with AI?

The firm's position is that AI expands its people's capabilities rather than replacing them, but it will not grow headcount the way it once did. The October 2025 OneGS 3.0 memo warned of potential job cuts and a hiring slowdown, and Waldron describes the firm as a 'human assembly line' facing automation.
## Deeper on Goldman

- [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)


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