# SLM Corporation (Sallie Mae): Fraud and credit AI

Source: https://www.bankingnewsai.com/banks/sallie-mae/fraud-and-credit-ai
Last updated: Oct 16, 2026

*Part of the [SLM Corporation (Sallie Mae) AI strategy profile](https://www.bankingnewsai.com/banks/sallie-mae).*

## How does Sallie Mae use models and AI in credit and fraud?

Sallie Mae's credit edge is proprietary modelling that it does not call AI. Its Smart Option loan uses 'consumer credit underwriting, with minimum FICO and custom credit score model' (Q4 2025 investor presentation), and its Q2 2026 presentation credits 'proprietary underwriting models refined over decades of experience in student lending that go far beyond traditional FICO-based approaches'. After 2022 charge-offs reached $386 million, the CEO said the company had 'ripped apart and reconstructed our analytics around loss forecasting' (February 2023); on the Q3 2025 call Witter said underwriting refinement had taken roughly $600 million to $700 million a year out of originations. For 2026 the company is 'building new credit models' for graduate lending, CFO Peter Graham said on February 10, 2026, and on July 1, 2026 it selected Nova Credit's Income Navigator to verify income in underwriting. On fraud, Unit21 names Sallie Mae as a customer of its AI-agent fraud and AML platform (April 2026), and Sallie Mae warns customers that 'AI is making it easier to spoof a compelling message'. AI also enters credit as a risk input: management tracks its effect on graduate jobs and leans on cosigner rates of 93% to 95%. ([SLM Corporation (SEC)](https://www.sec.gov/Archives/edgar/data/1032033/000103203326000013/slm022026991.htm), [SLM Corporation (SEC)](https://www.sec.gov/Archives/edgar/data/1032033/000103203326000046/slm080526991.htm), [American Banker](https://americanbanker.com/news/sallie-mae-overhauls-its-credit-analytics-after-charge-offs-jump), [Investing.com](https://www.investing.com/news/transcripts/earnings-call-transcript-slm-corps-q3-2025-results-miss-eps-expectations-93CH-4306398), [Investing.com](https://www.investing.com/news/transcripts/sallie-mae-at-bank-of-america-conference-strategic-growth-plans-unveiled-93CH-4497812), [Nova Credit (Business Wire)](https://finance.yahoo.com/small-business/articles/sallie-mae-selects-nova-credit-133000291.html), [Unit21 (Business Wire)](https://www.businesswire.com/news/home/20260403313048/en/Unit21-Appoints-Tyler-Allen-as-Chief-Executive-Officer-as-Company-Accelerates-AI-Risk-Infrastructure-Vision), [Sallie Mae](https://www.salliemae.com/legal/avoid-fraud/), [Investing.com](https://www.investing.com/news/transcripts/sallie-mae-at-rbc-conference-strategic-growth-and-ai-challenges-93CH-4555898), [The Motley Fool (Yahoo Finance)](https://finance.yahoo.com/markets/stocks/articles/slm-slm-q1-2026-earnings-230732788.html))

## What has Sallie Mae disclosed about its credit models?

In date order. Sallie Mae names no model type (machine learning or otherwise) and no underwriting-model vendor.

| Item | What it says | Source | Date | Sources |
| --- | --- | --- | --- | --- |
| Loss-forecasting rebuild | After 2022 net charge-offs of $386 million the CEO said the company had 'ripped apart and reconstructed our analytics around loss forecasting' with new models tracking borrower patterns | American Banker | February 3, 2023 | [American Banker](https://americanbanker.com/news/sallie-mae-overhauls-its-credit-analytics-after-charge-offs-jump) |
| Allowance models | The Moody's economic forecasts used in the company's CECL models had deteriorated, driving much of the allowance increase; allowance 5.93% of private education loan exposure | CFO Peter Graham, Q3 2025 call | October 23, 2025 | [Investing.com](https://www.investing.com/news/transcripts/earnings-call-transcript-slm-corps-q3-2025-results-miss-eps-expectations-93CH-4306398) |
| Underwriting refinement | Continuing to 'hone and refine our underwriting models'; roughly $600 million to $700 million a year taken out of annual originations over three or four years | CEO Jon Witter, Q3 2025 call | October 23, 2025 | [Investing.com](https://www.investing.com/news/transcripts/earnings-call-transcript-slm-corps-q3-2025-results-miss-eps-expectations-93CH-4306398) |
| Smart Option underwriting | 'Consumer credit underwriting, with minimum FICO and custom credit score model'; strategy to 'enhance risk-adjusted pricing and underwriting' | Q4 2025 investor presentation (8-K) | February 20, 2026 (filed) | [SLM Corporation (SEC)](https://www.sec.gov/Archives/edgar/data/1032033/000103203326000013/slm022026991.htm) |
| New credit models for graduate lending | Part of the 2026 investment: 'building new credit models' and embedding them in the customer experience through technology | CFO Peter Graham, Bank of America conference | February 10, 2026 | [Investing.com](https://www.investing.com/news/transcripts/sallie-mae-at-bank-of-america-conference-strategic-growth-plans-unveiled-93CH-4497812) |
| Credit-model reuse | Four years of underwriting refinement cut originations 10% to 15%; credit models to be enhanced and expanded for the graduate opportunity | CEO Jon Witter, RBC conference and Q1 2026 call | March 11 and April 23, 2026 | [Investing.com](https://www.investing.com/news/transcripts/sallie-mae-at-rbc-conference-strategic-growth-and-ai-challenges-93CH-4555898), [The Motley Fool (Yahoo Finance)](https://finance.yahoo.com/markets/stocks/articles/slm-slm-q1-2026-earnings-230732788.html) |
| Income verification | Nova Credit's Income Navigator selected to verify consumer income in private student loan underwriting; no go-live date or terms | Nova Credit release | July 1, 2026 | [Nova Credit (Business Wire)](https://finance.yahoo.com/small-business/articles/sallie-mae-selects-nova-credit-133000291.html) |
| Proprietary underwriting | 'Proprietary underwriting models refined over decades of experience in student lending that go far beyond traditional FICO-based approaches' | Q2 2026 investor presentation (8-K) | August 5, 2026 (filed) | [SLM Corporation (SEC)](https://www.sec.gov/Archives/edgar/data/1032033/000103203326000046/slm080526991.htm) |

## What fraud tools and AI-related credit risks has Sallie Mae disclosed?

| Item | What it says | Status | Date | Sources |
| --- | --- | --- | --- | --- |
| Unit21 | Fraud and AML platform with AI agents that gather evidence and draft investigation narratives; Sallie Mae named among customers, deployment not described | In production (per vendor) | April 3, 2026 | [Unit21 (Business Wire)](https://www.businesswire.com/news/home/20260403313048/en/Unit21-Appoints-Tyler-Allen-as-Chief-Executive-Officer-as-Company-Accelerates-AI-Risk-Infrastructure-Vision) |
| Customer fraud guidance | 'AI is making it easier to spoof a compelling message'; Sallie Mae says it is 'constantly evaluating and improving its systems and processes to protect you' | Published | Retrieved October 2026 | [Sallie Mae](https://www.salliemae.com/legal/avoid-fraud/) |
| Debt-resolution firms | A segment equal to 0.08% of the portfolio produced 6.40% of gross charge-offs at April 30, 2026; recoveries brought in-house | Disclosed | June 10, 2026 | [SLM Corporation (SEC filings)](https://www.sec.gov/Archives/edgar/data/1032033/000103203326000034/slm061026991.htm) |
| AI and graduate employment | AI headlines on white-collar jobs are 'not the same doom and gloom'; months to find a job extended 'by a month or two'; cosigner rate above 90% on new originations | Stated (CFO) | February 10, 2026 | [Investing.com](https://www.investing.com/news/transcripts/sallie-mae-at-bank-of-america-conference-strategic-growth-plans-unveiled-93CH-4497812) |
| 10-K credit risk | Lower demand for higher education from 'technology-driven disruption and AI', and fewer employers requiring degrees, listed among risks to the loan business | Disclosed | February 19, 2026 | [SLM Corporation (SEC filings)](https://www.sec.gov/Archives/edgar/data/1032033/000103203326000011/slm-20251231.htm) |
| Model risk governance | The risk framework covers 'model risk and data governance risk'; the board's Operational and Compliance Risk Committee oversees model risk | Disclosed | February 19, 2026 | [SLM Corporation (SEC filings)](https://www.sec.gov/Archives/edgar/data/1032033/000103203326000011/slm-20251231.htm) |

## What does the Sallie Mae profile record on this topic?

| Date | Move | Detail | Sources |
| --- | --- | --- | --- |
| Jul 23, 2026 | Q2 2026 call and 10-Q: collections, not AI | Net charge-offs were $113 million against $94 million; management pauses all recovery sales and keeps AI to the 10-Q risk list. Noninterest expense was $195 million, up $28 million on one-time product and infrastructure investment for the reforms. | [GuruFocus (Yahoo Finance)](https://finance.yahoo.com/markets/stocks/articles/slm-corp-slm-q2-2026-050144280.html), [SLM Corporation (SEC filings)](https://www.sec.gov/Archives/edgar/data/1032033/000103203326000042/slm-20260630.htm) |
| Jul 1, 2026 | Nova Credit Income Navigator selected for underwriting | Income verification inside private student loan underwriting; no go-live date or contract terms are given. | [Nova Credit (Business Wire)](https://finance.yahoo.com/small-business/articles/sallie-mae-selects-nova-credit-133000291.html) |
| Jun 10, 2026 | Morgan Stanley conference: debt-resolution firms and in-house recoveries | The deck says a segment equal to 0.08% of the portfolio produced 6.40% of gross charge-offs at 30 April 2026, and that 2026 net charge-offs could rise by about $25 million if third-party recovery sales do not resume this year; shares fall 7.6% the next day. | [SLM Corporation (SEC filings)](https://www.sec.gov/Archives/edgar/data/1032033/000103203326000034/slm061026991.htm), [Zacks (Yahoo Finance)](https://finance.yahoo.com/markets/stocks/articles/sallie-mae-stock-tumbles-7-192400614.html) |
| Apr 27, 2026 | Proxy statement: technology to improve underwriting and marketing | Co-presidents named the same day. | [Sallie Mae](https://salliemae.com/content/dam/slm/writtencontent/Reports/investors/SLM_Corporation_Proxy_Statement_April_27_2026.pdf), [Sallie Mae](https://news.salliemae.com/news-releases/news-releases-details/2026/Sallie-Mae-Announces-Senior-Leadership-Appointments/default.aspx) |
| Apr 23, 2026 | Q1 2026 10-Q carries AI risk language; CEO cites credit models | The 10-Q lists 'risks related to artificial intelligence' among operating risks. On the call the CEO says servicing and fulfilment capabilities have improved, and calls the credit models, school relationships and organic marketing channels the foundation to be enhanced for graduate lending. | [SLM Corporation (SEC filings)](https://www.sec.gov/Archives/edgar/data/1032033/000103203326000025/slm-20260331.htm), [The Motley Fool](https://www.fool.com/earnings/call-transcripts/2026/04/23/slm-slm-q1-2026-earnings-call-transcript/) |
| Apr 23, 2026 | Q1 2026 call: schools add AI coursework; cosigner rate 95% | The CEO says schools are integrating AI-related coursework and the recent-graduate unemployment gap to historical norms closed in March; new-origination cosigner rate rises to 95%. | [The Motley Fool (Yahoo Finance)](https://finance.yahoo.com/markets/stocks/articles/slm-slm-q1-2026-earnings-230732788.html) |
| Apr 3, 2026 | Unit21 release names Sallie Mae as a customer | The release describes a fraud and AML platform with AI agents that draft investigation narratives; it does not describe Sallie Mae's deployment. | [Unit21 (Business Wire)](https://www.businesswire.com/news/home/20260403313048/en/Unit21-Appoints-Tyler-Allen-as-Chief-Executive-Officer-as-Company-Accelerates-AI-Risk-Infrastructure-Vision) |
| Mar 11, 2026 | RBC conference: 'looked long and hard at the AI threat' | The CEO calls AI a powerful technology that will change how work gets done, says schools are adapting their programmes, and points to a 93% cosigner rate and 20% to 25% returns on equity on its loans as buffers. | [Investing.com](https://www.investing.com/news/transcripts/sallie-mae-at-rbc-conference-strategic-growth-and-ai-challenges-93CH-4555898) |
| Feb 3, 2023 | Loss-forecasting analytics rebuilt after charge-offs jump | After 2022 net charge-offs reached $386 million, the CEO says the company has 'ripped apart and reconstructed our analytics around loss forecasting' with new models that track borrower patterns. | [American Banker](https://americanbanker.com/news/sallie-mae-overhauls-its-credit-analytics-after-charge-offs-jump) |

## Common questions

### Does Sallie Mae use AI to approve student loans?

It has not said so. Sallie Mae describes its underwriting as a custom credit score model with minimum FICO and as proprietary underwriting models refined over decades that go beyond FICO-based approaches. It does not say whether any are machine-learning models and names no underwriting-model vendor. In July 2026 it selected Nova Credit's Income Navigator for income verification, which Nova describes as cash-flow data and analytics.

### What credit models is Sallie Mae building for graduate loans?

CFO Peter Graham said on February 10, 2026 that part of the 2026 expense increase funds 'building new credit models' for graduate programmes and embedding them in the customer experience through technology. CEO Jon Witter said on the April 2026 call that the existing credit models would be enhanced and expanded for the graduate opportunity. No model type, vendor or launch date has been published.

### What fraud technology does Sallie Mae use?

Unit21's April 2026 release lists Sallie Mae among customers of its fraud and AML platform, which uses AI agents to gather evidence and draft investigation narratives; the release does not describe how Sallie Mae uses it. Sallie Mae's own fraud page warns that AI makes spoofed messages more convincing and says it keeps improving its systems, without naming them.

### How does Sallie Mae view AI's effect on borrowers' ability to repay?

As a credit question it monitors. The 10-K lists technology-driven disruption and AI among risks to demand for higher education. CFO Peter Graham said in February 2026 that time to find a job after graduation had stretched by a month or two but was not 'doom and gloom', and that more than 90% of new originations carry a cosigner; the rate was 95% in the first quarter of 2026.
## Deeper on Sallie Mae

- [What is Sallie Mae's AI strategy?](https://www.bankingnewsai.com/banks/sallie-mae/ai-strategy)
- [What technology does Sallie Mae run on?](https://www.bankingnewsai.com/banks/sallie-mae/technology-stack)


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