A branchless national bank shipping consumer-facing AI faster than any large incumbent: Cash Coach, SoFi Coach and the acquired Composer strategy engine, on top of AI-heavy engineering and a Galileo/Technisys technology stack it also sells to others.
How is SoFi using AI?
SoFi Technologies, the San Francisco fintech that became a bank holding company in 2022 and now runs SoFi Bank, N.A. with about $50 billion of bank assets and 15.8 million members, is the most aggressive consumer-AI shipper among the 50 largest US banks. In the third quarter of 2025 it launched Cash Coach, an AI insights engine that looks across a member's SoFi and external accounts for cash earning 'two lousy basis points' at a big bank and suggests moving it or paying down a 25% credit card, explicitly a tool to pull deposits from incumbents. On 2 June 2026 it launched SoFi Coach, a chat-based financial guide built with its financial planners and trained, according to head of advice Brian Walsh, to present advice the way humans act on it (snowball over avalanche debt paydown); in testing nearly 70% of engaged members took a meaningful step such as paying down high-interest debt, and SoFi plans to add account opening, transfers and subscription cancellation. On 23 June 2026 it launched Composer by SoFi after acquiring Composer Securities, an AI platform that turns a plain-English investing idea into a back-tested, automatically executed strategy. Chief executive Anthony Noto, ranked ninth on American Banker's 2026 innovators list, frames these as a 'financial services productivity loop' that raises lifetime value; chief technology officer Jeremy Rishel (ranked 22nd) also oversees a stablecoin, SoFiUSD, and Bitcoin Lightning remittances. Engineering runs on AI too: a 2026 migration of the two-million-line mobile codebase was executed with LLM tools 'in every phase'. Financially, second-quarter 2026 revenue was a record $1.2 billion with net income of $157 million, 35% member growth and 51% of new products opened by existing members, and 2026 revenue guidance was raised to $4.75 to $4.85 billion. As a national bank SoFi's AI coaching sits squarely under OCC supervision and the CFPB's chatbot and adverse-action rules.
Lead bank
SoFi Bank, National Association
Assets (lead bank, Mar 31, 2026)
$50 billion
Charter
National bank (OCC); Utah-based subsidiary of a bank holding company
Headquarters
San Francisco, CA
Flagship platform
SoFi Coach, Composer by SoFi and the Galileo / Technisys stack
AI leadership
Anthony Noto · Jeremy Rishel · Brian Walsh · Lauren Anastasio
- Three consumer AI launches in nine months: Cash Coach (Q3 2025, deposit and debt optimisation), SoFi Coach (June 2026, chat-based guide built with financial planners) and Composer by SoFi (June 2026, natural-language investing strategies).
- Coach is designed for behaviour, not just maths: trained to position advice the way people act (snowball over avalanche) and evaluated by SoFi's human planners; ~70% of engaged testers took action.
- Agentic roadmap stated: Coach to open accounts, set up contributions, transfer money and cancel subscriptions; Composer already executes strategies automatically under investor-set rules.
- AI as a deposit weapon: Cash Coach explicitly targets cash and card balances held at big banks; CEO calls it a 'financial services productivity loop'.
- Engineering at scale with AI: the two-million-line Flutter mobile monorepo's design-system migration used LLM tools from scoping to code review, on 40,000-plus automated tests.
- Scale and growth: 15.8 million members, record $1.2 billion Q2 2026 revenue, $157 million net income, guidance raised to $4.75 to $4.85 billion; leadership ranked ninth (Noto) and 22nd (Rishel) among 2026 innovators.
- Coach in use: nearly half a million conversations with over 90% positive feedback by the Q2 2026 results (29 July 2026); recommended actions still need the member's authorisation, and rule sets escalate out-of-scope questions to human planners.
- AI beyond the app: an AI Personal Loan Doc Coach in lending (Q1 2026), Poetic's AI agents running fraud investigations end-to-end with auto-decisioning (June 2026), and an AI/ML real-time payment-risk platform sold through the Technology Platform segment.
- The 2025 10-K lists 'liabilities related to the data, models, and use of artificial intelligence' among its summary risk factors and says 'our current use of AI and machine learning is limited' even as systems grow 'increasingly reliant' on it.
What is SoFi Coach, Composer by SoFi and the Galileo / Technisys stack?
SoFi's consumer AI runs inside its 'everything app'. Cash Coach (third quarter 2025) scans a member's SoFi and external accounts for 'suboptimal' cash and suggests moving deposits or paying down high-rate cards. SoFi Coach (2 June 2026) is a chat-based financial guide built with the firm's financial planners, connected to more than 12,000 institutions through Relay; in testing nearly 70% of engaged members took a meaningful financial action, and SoFi plans to let it open accounts, transfer money and pay down debt over time. Composer by SoFi (23 June 2026), from the acquisition of Composer Securities, lets investors describe a strategy in plain English, back-test it and automate execution, with more than 2,000 community strategies. Underneath sit Galileo and Technisys, the payment-processing and core-banking platforms SoFi owns and sells to other institutions, plus a two-million-line Flutter mobile monorepo whose 2025 to 2026 design-system migration was executed with AI tools in scoping, coding, review and testing.[1][6][7][20]
What has SoFi done on AI, and when?
- Aug 21, 2026
Coach rolled out widely; actions still member-authorised[18]
Soft launch to SoFi Plus in June, wide rollout in July, more than half a million conversations by mid-August; a planner team is the 'source of truth' for evaluating answers.
- Aug 14, 2026
Coach's escalation rules described[17]
Built on eight years and tens of thousands of planner conversations; rule sets hand out-of-scope questions to a human.
- Aug 6, 2026
Q2 10-Q: Composer and Peach acquisitions closed[11]
Composer (AI investing in 'everyday language') joins Financial Services; Peach Finance's loan-servicing platform joins the Technology Platform, which also sells a conversational AI engine and an AI/ML payment-risk platform.
- Jul 29, 2026
- Jul 29, 2026
Record second-quarter 2026[8]
Revenue $1.2 billion; net income $157 million; 15.8 million members; guidance raised.
- Jul 6, 2026
AI-executed mobile design-system migration[20]
LLM tools in every phase of a two-million-line Flutter migration.
- Jun 23, 2026
- Jun 10, 2026
Poetic's AI agents run SoFi fraud investigations[19]
The vendor says it reached 99%+ quality executing fraud investigations end-to-end at SoFi in five weeks; the CEO cites auto-decisioning that restores member access 'right away'.
- Jun 9, 2026
What SoFi learned testing Coach[4]
Advice reframed for human behaviour; more autonomy planned over time.
- Jun 2, 2026
SoFi Coach launched for SoFi Plus members[6]
Chat-based guide built with planners; ~70% of engaged testers acted.
- Jun 1, 2026
- Apr 29, 2026
AI Personal Loan Doc Coach rolled out[13]
Q1 2026 results: an AI-powered document coach to streamline the personal-loan application process.
- Apr 29, 2026
Record first quarter; guidance unchanged[9]
Net income $167 million; shares fell 12% on unchanged outlook.
- Feb 17, 2026
2025 10-K flags AI model and data liabilities[10]
Summary risk factors include AI data, models and use; the filing calls current AI and machine-learning use 'limited' but notes growing reliance, third-party AI and AI-enhanced cyberattacks, and describes the Cash Coach feature.
- Oct 28, 2025
Q3 2025 results: 'accelerating innovation in crypto, blockchain, and AI'[12]
The earnings release (8-K exhibit) names AI a growth theme alongside crypto and lists the AI-powered Cash Coach, 'with further innovations planned in 2026'.
- Oct 28, 2025
Cash Coach launched to target big-bank deposits[1]
AI insights engine across SoFi and external accounts; a fuller SoFi Coach promised for 2026.
- Jul 14, 2025
SoFi Tech Solutions on conversational AI[21]
SoFi's own deployment of Galileo's Konecta cut chat abandonment 50% and sped responses 65%.
- Dec 5, 2024
Founding member of Socure's first-party fraud consortium[27]
Socure named SoFi among the fintech founding members of a consortium that shares dispute, payment-denial and account-closure data to detect first-party fraud.
- Sep 23, 2021
- Mar 24, 2021
Named as a Feedzai user[22]
Feedzai's $200 million Series D release named SoFi among fintechs already using its AI-powered risk-management software (no later confirmation found).
Where does SoFi use AI today?
| System | What it does | Status | Use case |
|---|---|---|---|
| SoFi Coach[6][4] | Chat-based AI financial guide on member and external account data; planner-built. | Rolling out | Customer-facing chatbots |
| Cash Coach[1] | AI insights engine that recommends moving idle cash and paying down high-rate debt. | In production | Customer-facing chatbots |
| Composer by SoFi[7][5] | Natural-language creation, back-testing and automated execution of investment strategies. | In production | Generative & agentic AI |
| Agentic actions inside Coach[6][1] | Planned: open accounts, set up contributions, transfer money, cancel subscriptions. | Announced | Generative & agentic AI |
| AI-assisted software engineering[20] | LLM tools in scoping, coding, review and testing of the mobile monorepo. | In production | Generative & agentic AI |
| Conversational AI support (Galileo Konecta)[21] | 50% lower chat abandonment, 65% faster responses. | In production | Customer-facing chatbots |
| AI fraud investigations (Poetic)[19] | Vendor AI executes fraud investigations end-to-end with auto-decisioning; 99%+ quality reported within five weeks. | In production | Fraud detection |
| Personal Loan Doc Coach[13] | AI-powered document coach that streamlines the personal-loan application. | In production | Credit scoring & underwriting |
| AI/ML real-time payment-risk platform for clients[11] | Technology Platform add-on that uses AI and machine learning for clients' payment-fraud mitigation, sold alongside a conversational AI engine. | In production | Fraud detection |
| AI risk-factor disclosure[10] | 10-K: AI data and model liabilities, third parties' use of AI, hard-to-detect errors in machine-learning systems, AI-enhanced cyberattacks and California's automated-decision rules. | In production | Model risk management |
| Planner-evaluated Coach with human escalation[18][17] | Financial planners evaluate Coach's answers; rule sets escalate out-of-scope conversations; actions require member authorisation. | In production | AI governance (general) |
| Socure identity verification and fraud prevention[26][27][28] | Socure named SoFi a marquee customer in 2021 and a founding member of its First-Party Fraud Consortium in December 2024, and its company page still lists SoFi among organisations using it; SoFi has not described the deployment. | In production | Fraud detection |
Use-case links open the tracker's rules-by-use-case matrix: which documents govern each system type.
Which AI vendors and fintechs does SoFi work with?
| Company | What SoFi uses it for | Status | Category |
|---|---|---|---|
| Feedzai | Named client (2021): Feedzai's March 2021 funding release lists SoFi among fintechs using its AI risk-management solutions; no later confirmation found. | Selected | Fraud detection |
| Socure | Identity verification and fraud prevention; named a marquee customer in Socure's 2021 Series E release and a founding member of its First-Party Fraud Consortium (2024) | In production | Fraud detection |
| Provenir | Provenir decisioning platform; Provenir says SoFi went live within 10 weeks at 57% lower cost than anticipated (vendor-reported; the use case is not described) | In production | Credit decisioning |
| Ocrolus | Named client (2021, 2023): Ocrolus said in 2021 that it 'powers document workflows' for SoFi and named SoFi again in a May 2023 release; no later confirmation found. | Selected | Document AI |
Each vendor and fintech page cites the source for the relationship, and vendor pages list products, pricing and other bank customers. Compare AI tools for banks by category, or read the fintech and neobank AI dossiers.
What has SoFi disclosed in numbers?
| Metric | Value | As of |
|---|---|---|
| Members | 15.8 million (+35% y/y)[8] | Jul 29, 2026 |
| Second-quarter 2026 net revenue / net income | $1.2 billion / $157 million[8] | Jul 29, 2026 |
| Engaged Coach testers who took a meaningful financial action | ≈ 70%[6] | Jun 2, 2026 |
| Community-built strategies on Composer | > 2,000[7] | Jun 23, 2026 |
| Institutions connectable through Relay | > 12,000[6] | Jun 2, 2026 |
| Mobile monorepo migrated with AI tooling | > 2 million lines; 40,000+ tests[20] | Jul 6, 2026 |
| 2026 adjusted net revenue guidance | $4.75–4.85 billion[8] | Jul 29, 2026 |
| SoFi Coach conversations / positive feedback | Nearly 500,000 / over 90%[14][15] | Jul 29, 2026 |
| Quality reached by Poetic's AI on end-to-end fraud investigations | 99%+ within five weeks[19] | Jun 10, 2026 |
“Ultimately, SoFi Coach will supercharge financial services productivity loop and lead to a deeper relationship that drives a higher lifetime value.”[1]
Anthony Noto · Chief Executive Officer · Oct 28, 2025
“With auto-decisioning, members get access restored right away, instead of days. As we've scaled across the business, we've seen 100% process adherence, even in our most complex compliance investigations.”[19]
Anthony Noto · Chief Executive Officer · Jun 10, 2026
“We're not taking any level of autonomy from the member.”[18]
Lauren Anastasio · Principal Financial Planning Expert and AI Financial Coach Domain Lead · Aug 21, 2026
“There are going to be clear rule sets that are built in.”[17]
Brian Walsh · Head of Advice and Planning · Aug 14, 2026
“Here's what the math and the science say, but here's how humans actually behave, so let's position it this way, so that way, they're more likely to take positive action in their lives.”[4]
Brian Walsh · Head of Advice and Planning · Jun 9, 2026
Who runs AI at SoFi?
Anthony NotoLinkedIn ↗
Jeremy RishelLinkedIn ↗
Chief Technology Officer[3]
Brian WalshLinkedIn ↗
Lauren Anastasio
Principal Financial Planning Expert and AI Financial Coach Domain Lead[18]
What AI roles is SoFi hiring for?
5 open AI-related postings on SoFi's careers site as of Oct 1, 2026. A snapshot of current openings, not a source: postings close.
Senior Director, AI Enterprise Transformation
CA - San Francisco · posted Aug 21, 2026
Sr Staff Forward Deployed Engineer, Enterprise AI
WA - Seattle; CA - San Francisco; UT - Cottonwood Heights · posted Sep 15, 2026
United States · posted Aug 17, 2026
Staff Security Detection Engineer, Machine Learning
WA - Seattle; CA - San Francisco · posted Jul 30, 2026
United States · posted Jul 14, 2026
Which regulators govern SoFi's AI?
| Authority | Why it matters here | Documents |
|---|---|---|
| OCC | SoFi Bank, N.A. is a national bank; AI coaching that recommends moving deposits and paying debt, and agentic actions, fall under OCC model-risk and gen-AI supervision. | OCC Bulletin 2026-13 OCC Semiannual Risk Perspective, Spring 2026 |
| CFPB | Consumer-facing AI chat that gives financial guidance and could take actions is the core case in the CFPB's chatbot circular; lending recommendations touch ECOA. | CFPB Chatbots in Consumer Finance (issue spotlight, 2023) ECOA / Regulation B adverse action (15 U.S.C. 1691(d); 12 CFR 1002.9) |
| SEC | Composer executes investment strategies and Coach discusses portfolios; the SEC's predictive-analytics and AI-washing focus applies to the broker-dealer and adviser entities. | SEC Predictive Data Analytics proposal (34-97990) Division of Examinations FY2026 Priorities |
| Federal Reserve | Holding-company oversight of model risk across the Galileo and Technisys platforms SoFi also sells to third parties. | SR 11-7 SR 23-4 |
Side by side: SR 11-7 vs SR 26-2 · OCC vs CFPB on AI lending · PRA SS1/23 vs SR 26-2 · all comparisons.
What does the public record suggest about SoFi's AI strategy?
Analysis by BankingNewsAI from the sources cited on this page. Observations, not advice.
01
Coach is the first mass-market agentic-banking test
Once it opens accounts and moves money, every UDAAP, ECOA and Reg E question about AI acting for consumers lands on SoFi first; its planner-in-the-loop design is the right posture.
02
Composer moves AI from advice to execution
Automated strategy execution for retail investors is where SEC scrutiny of conflicts and disclosure is sharpest; the 'information, not advice' line will be tested.
03
Behaviour-trained advice needs documented rationale
Recommending snowball over avalanche is defensible; examiners will want the reasoning recorded so 'suboptimal' guidance is not read as steering.
04
AI in engineering is a model-risk blind spot
LLM-generated production code across the mobile app is a change-management and software-supply-chain exposure that model-risk frameworks were not written for.
What AI products does SoFi offer?
Three: Cash Coach (launched in the third quarter of 2025), which scans a member's accounts for idle cash and expensive debt; SoFi Coach (2 June 2026), a chat-based AI financial guide built with SoFi's financial planners that helps members track spending, manage debt and plan goals; and Composer by SoFi (23 June 2026), which turns a plain-English investing idea into a back-tested, automatically executed strategy.
How widely is SoFi Coach used?
SoFi reported that Coach had generated nearly half a million conversations with over 90% positive feedback by its second-quarter 2026 results on 29 July 2026, with more than half of interactions about investing. It soft-launched to SoFi Plus members in June and rolled out widely in July 2026.
Will SoFi Coach take actions on a member's behalf?
Not yet. At launch Coach gives personalised information and next steps. SoFi has said that over time it plans to let Coach open accounts, set up recurring contributions, transfer money and pay down debt, and its head of advice has said autonomy will be added gradually because some members want automation and others do not.
- SoFi targets bank deposits with consumer-facing AI
- #9 Anthony Noto's leadership may not equate to SoFi's 'Miracle on Ice,' but it's pretty close
- #22 SoFi's Jeremy Rishel plays the trust card with customers and their digital assets
- What SoFi learned testing its AI adviser Coach
- SoFi Announces New AI Trading Tool for Individual Investors
- Introducing SoFi Coach: An AI-Powered Financial Guide to Help Members Get Their Money Right
- Introducing Composer by SoFi: AI-Powered Investing From Idea to Execution
- SoFi Reports Second Quarter 2026 with Record Net Revenue of $1.2 Billion, Record Member and Product Growth, Net Income of $157 Million
- SoFi's unchanged 2026 forecast eclipses record results, shares fall
- SoFi Technologies, Inc. Annual Report on Form 10-K for 2025
- SoFi Technologies, Inc. Quarterly Report on Form 10-Q, quarter ended 30 June 2026
- SoFi third-quarter 2025 earnings release (8-K Exhibit 99.1)
- SoFi first-quarter 2026 earnings release (8-K Exhibit 99.1)
- SoFi second-quarter 2026 earnings release (8-K Exhibit 99.1)
- SoFi Technologies Q2 Earnings Call Highlights
- SoFi Cross-Selling Grows as Existing Members Drive 51% of New Products
- SoFi Teaches Its AI Coach to Read the Financial Room
- How SoFi's 'Coach' App Delivers Personalized, Actionable Advice — and Drives the Bank's Expansion Plans
- Poetic Raises $50M Series A to Automate the World's Most Complex Enterprise Processes with Reliable AI
- Leveraging AI for Executing a Complex Mobile Migration
- Why Your Bank's Chatbot Isn't Working (And What Comes Next)
- Leading Financial Risk Management Platform Feedzai Raises $200 Million Growth Investment Led by KKR
- Ocrolus Raises $80M In Series C Funding To Scale Its Financial Services Focused Document Automation Solution
- Ocrolus lands $80M at a $500M+ valuation to automate document processing for fintechs and banks
- Ocrolus Adds OpenAI GPT Embeddings for Deeper Automation in Financial Document Analysis
- Socure Accelerates Mission to be the First to Verify 100% of Identities and Eliminate Identity Fraud Across all Industries with a $450M Investment Led by Accel and T. Rowe Price at a $4.5B Valuation
- Socure's First-Party Fraud Consortium Achieves Unprecedented Scale, Uniting Industry Leaders Across Industries to Combat $100B Problem
- About Socure (undated page, retrieved 2026-09-24)
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