# Huntington Bancshares: Research and IP

Source: https://www.bankingnewsai.com/banks/huntington/ai-research-patents-partnerships
Last updated: Oct 16, 2026

*Part of the [Huntington Bancshares AI strategy profile](https://www.bankingnewsai.com/banks/huntington).*

## What AI patents and partnerships does Huntington have?

Huntington has no published AI research program, but it does patent machine learning. The 2025 annual report says the bank 'recently expanded our Patent Program, which has led to a significant increase in our granted patents and submitted patent applications'. Assignment records on Google Patents name The Huntington National Bank on U.S. grants that use machine-learning models, among them US12412412B1 on identifying text in unstructured images (September 9, 2025), US12346783B1 on automated image labeling (July 1, 2025), US12518335B1 on image embeddings from a generative model (January 6, 2026) and US12602693B2 on fraud detection using byte pair encoding (April 14, 2026). Partners are mostly vendors: about 80% of its AI comes from partners such as Salesforce and Microsoft, with Google Cloud, AWS and Azure as its clouds, and AWS machine learning redacted more than 400 million documents. Huntington invested in Casca's $29 million Series A and is a design partner for its generative-AI SBA lending, runs Heads Up on Personetics and launched a venture studio with Alloy Partners in October 2025. No university research center or AI-lab agreement was found. ([Huntington Bancshares (SEC filing)](https://www.sec.gov/Archives/edgar/data/49196/000119312526103202/hban_ars_2026.pdf), [Google Patents (USPTO)](https://patents.google.com/patent/US12412412B1/en), [Google Patents (USPTO)](https://patents.google.com/patent/US12346783B1/en), [Google Patents (USPTO)](https://patents.google.com/patent/US12518335B1/en), [Google Patents (USPTO)](https://patents.google.com/patent/US12602693B2/en), [American Banker](https://www.americanbanker.com/news/huntington-banks-plan-to-obtain-a-return-on-generative-ai), [AWS Machine Learning Blog](https://aws.amazon.com/blogs/machine-learning/huntington-bank-redacting-sensitive-data-from-400m-documents-with-aws/), [Casca (PR Newswire)](https://prnewswire.com/news-releases/ai-native-loan-origination-platform-casca-raises-29-million-to-replace-legacy-lending-302533000.html), [American Banker](https://www.americanbanker.com/news/how-ai-is-quickly-overhauling-one-segment-of-sba-lending), [Personetics](https://personetics.com/huntington-bank-a-masterclass-in-data-enrichment-and-customer-engagement), [Alloy Partners (PR Newswire)](https://prnewswire.com/news-releases/alloy-partners-and-huntington-bank-launch-new-venture-studio-to-accelerate-innovation-and-growth-across-banking-302591981.html))

## Which machine-learning patents has Huntington been granted?

Granted U.S. patents whose USPTO assignment record, as shown on Google Patents, names The Huntington National Bank. Google's normalised assignee field mislabels several of them as a different Huntington entity; the assignment records are the reliable line. Selected October 2026 for AI and data relevance; not a complete count.

| Number | Title | What the AI does | Granted | Sources |
| --- | --- | --- | --- | --- |
| US12602693B2 | Fraud detection using byte pair encoding | Builds a compression vocabulary from legitimate account data and scores new account data against it; the background cites AI bots used by fraudsters to create accounts | April 14, 2026 (application published January 1, 2026) | [Google Patents (USPTO)](https://patents.google.com/patent/US12602693B2/en) |
| US12518335B1 | Correlated vector metrics for image embedding processing | Provides an image to a generative model that produces image embeddings and correlates the resulting vector metrics | January 6, 2026 (filed March 20, 2025) | [Google Patents (USPTO)](https://patents.google.com/patent/US12518335B1/en) |
| US12412412B1 | Unstructured data identification and workflow execution using machine-learning techniques | A machine-learning model trained to find text and its data type in images with no set format, then compares values with stored data to run a workflow | September 9, 2025 (filed January 13, 2025) | [Google Patents (USPTO)](https://patents.google.com/patent/US12412412B1/en) |
| US12355794B1 | Multi-dimensional anomaly source detection | Validates anomalies detected in time-series data and identifies their source and impact | July 8, 2025 (priority July 3, 2024) | [Google Patents (USPTO)](https://patents.google.com/patent/US12355794B1/en) |
| US12346783B1 | Techniques for automated image labeling | Generates a feature vector from an image of the instrument behind an account value change; classified under machine learning | July 1, 2025 (priority January 3, 2025) | [Google Patents (USPTO)](https://patents.google.com/patent/US12346783B1/en) |
| US12277447B1 | Adaptive resource capacity prediction and control using cloud infrastructures | A capacity prediction engine that may use machine learning or deep learning on cloud resource data | April 15, 2025 (filed July 26, 2024) | [Google Patents (USPTO)](https://patents.google.com/patent/US12277447B1/en) |
| US12210850B1 | Ingestion and segmentation of real-time event data | Claims feeding a feature vector built from event streams into a trained machine-learning model that returns a capacity threshold | January 28, 2025 (filed July 10, 2024) | [Google Patents (USPTO)](https://patents.google.com/patent/US12210850B1/en) |
| Program | Expanded Patent Program | 'a significant increase in our granted patents and submitted patent applications' (no count given) | 2025 annual report, March 2026 | [Huntington Bancshares (SEC filing)](https://www.sec.gov/Archives/edgar/data/49196/000119312526103202/hban_ars_2026.pdf) |

## Who are Huntington's AI partners, and where has it invested?

Vendors, clouds and fintech relationships as announced. Huntington does not publish contract values.

| Partner | Type | What it is | Date | Sources |
| --- | --- | --- | --- | --- |
| Salesforce and Microsoft | Enterprise software | Named 'major' partners; embedded generative-AI copilots used for employee productivity | September 2025 | [American Banker](https://www.americanbanker.com/news/huntington-banks-plan-to-obtain-a-return-on-generative-ai) |
| Google Cloud, AWS, Microsoft Azure | Cloud | The three cloud providers the bank partners with; Huntington worked with Google Cloud on the build-out of its Columbus region | 2022; 2025 | [American Banker](https://www.americanbanker.com/news/huntington-banks-plan-to-obtain-a-return-on-generative-ai), [Google Cloud](https://cloud.google.com/blog/products/infrastructure/new-google-cloud-region-in-columbus-ohio-is-open) |
| Amazon Web Services | Machine learning | Textract, SageMaker and Step Functions pipeline redacted more than 400 million documents at about 10 million a day | June 2026 | [AWS Machine Learning Blog](https://aws.amazon.com/blogs/machine-learning/huntington-bank-redacting-sensitive-data-from-400m-documents-with-aws/) |
| Casca | Investment and design partner | Invested in the $29 million Series A; 12 to 18 months of design partnership on generative-AI SBA 7(a) origination | August 2025; April 2026 | [Casca (PR Newswire)](https://prnewswire.com/news-releases/ai-native-loan-origination-platform-casca-raises-29-million-to-replace-legacy-lending-302533000.html), [American Banker](https://www.americanbanker.com/news/huntington-live-oak-to-invest-in-deploy-gen-ai-based-lending), [American Banker](https://www.americanbanker.com/news/how-ai-is-quickly-overhauling-one-segment-of-sba-lending) |
| Personetics | Personalisation | Engine behind Huntington Heads Up: 14 million insights a month across 96 use cases | March 2025 | [Personetics](https://personetics.com/huntington-bank-a-masterclass-in-data-enrichment-and-customer-engagement) |
| Alloy Partners | Venture studio | Corporate venture studio launched October 2025, building on a partnership begun in 2024 | October 2025 | [Alloy Partners (PR Newswire)](https://prnewswire.com/news-releases/alloy-partners-and-huntington-bank-launch-new-venture-studio-to-accelerate-innovation-and-growth-across-banking-302591981.html), [American Banker](https://www.americanbanker.com/news/huntington-bank-launches-fintech-venture-studio) |
| Payabli | Embedded payments | Technology behind business embedded payments; American Banker Innovation of the Year 2026 honoree | 2026 | [American Banker](https://americanbanker.com/payments/news/huntington-expands-embedded-payments-finance), [American Banker](https://www.americanbanker.com/list/innovation-of-the-year-2026) |
| Coverbase | Third-party risk | Names Huntington Bank an enterprise customer of its AI third-party risk management platform | September 2026 | [Coverbase (GlobeNewswire)](https://www.globenewswire.com/news-release/2026/09/29/3370991/0/en/coverbase-adds-third-party-risk-veterans-as-enterprise-adoption-accelerates.html) |

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

| Date | Move | Detail | Sources |
| --- | --- | --- | --- |
| Sep 29, 2026 | Named a Coverbase enterprise customer | Coverbase, an AI third-party risk management vendor, names Huntington Bank among new enterprise customers alongside CVS Health, Alaska Airlines and Edward Jones as it adds go-to-market and alliances leaders. | [Coverbase (GlobeNewswire)](https://www.globenewswire.com/news-release/2026/09/29/3370991/0/en/coverbase-adds-third-party-risk-veterans-as-enterprise-adoption-accelerates.html) |
| Jun 24, 2026 | 400 million documents redacted with AWS machine learning | Amazon Textract, SageMaker and Step Functions pipeline cut a multi-year compliance project to months. | [AWS Machine Learning Blog](https://aws.amazon.com/blogs/machine-learning/huntington-bank-redacting-sensitive-data-from-400m-documents-with-aws/) |
| Jun 1, 2026 | Innovation of the Year 2026, with Payabli | American Banker honoree. | [American Banker](https://www.americanbanker.com/list/innovation-of-the-year-2026) |
| Apr 28, 2026 | Casca: a design partnership with Live Oak and Huntington | Casca's CEO says it spent 12 to 18 months in a design partnership with the number-one and number-two SBA 7(a) lenders before going to market with a third bank, Celtic. | [American Banker](https://www.americanbanker.com/news/how-ai-is-quickly-overhauling-one-segment-of-sba-lending) |
| Mar 23, 2026 | Embedded payments for business clients | Deepak Kapoor, head of payment product, describes API-based embedded payments (ACH, Apple Pay, Google Pay) for business clients, using technology from Payabli. | [American Banker](https://americanbanker.com/payments/news/huntington-expands-embedded-payments-finance) |
| Oct 27, 2025 | Fintech venture studio with Alloy Partners | 'It's not just about keeping pace, it's about setting the pace' — acting 'more like a tech company'. | [American Banker](https://www.americanbanker.com/news/huntington-bank-launches-fintech-venture-studio) |
| Aug 19, 2025 | Invests in Casca's gen-AI lending platform | Alongside Live Oak and Bankwell in Casca's $29 million Series A; Huntington planned to deploy the software in SBA 7(a) lending in 2026, with credit decisions still made by its existing underwriting models and loan officers. | [American Banker](https://www.americanbanker.com/news/huntington-live-oak-to-invest-in-deploy-gen-ai-based-lending), [Casca (PR Newswire)](https://prnewswire.com/news-releases/ai-native-loan-origination-platform-casca-raises-29-million-to-replace-legacy-lending-302533000.html) |
| Mar 27, 2025 | Heads Up: 14 million insights a month | Joe Proudfoot, SVP of digital product and capabilities, describes Huntington Heads Up delivering 14 million curated insights a month across 96 use cases at a 4.7 out of 5 satisfaction rating, with a migration to Personetics' SaaS platform under way. | [Personetics](https://personetics.com/huntington-bank-a-masterclass-in-data-enrichment-and-customer-engagement) |
| Jan 19, 2022 | Named a Personetics flagship client | Personetics' Thoma Bravo funding release named Huntington Bank among flagship clients of its AI personalisation and engagement software; the deployment is not described. | [Personetics (Business Wire)](https://www.businesswire.com/news/home/20220119005014/en/Personetics-Secures-Over-%24160-Million-in-2021-and-Accelerates-the-Global-Expansion-of-its-AI-Driven-Personalization-and-Engagement-Solutions-for-Financial-Institutions-With-%2485-Million-Investment-From-Thoma-Bravo) |

## Common questions

### Does Huntington have AI patents?

Yes. USPTO assignment records shown on Google Patents name The Huntington National Bank on grants that use machine learning, including US12412412B1 (September 2025), US12346783B1 (July 2025), US12518335B1 (January 2026) and US12602693B2 (April 2026). The 2025 annual report says an expanded Patent Program produced a significant increase in grants and applications, without giving a number.

### Does Huntington run an AI research lab?

No research lab, published papers or funded university center was found in public sources. The CFO says about 80% of the bank's AI comes from technology partners and about 20% is bespoke models built by its own programmers, and research-style work shows up as patents rather than publications.

### Which AI vendors does Huntington use?

Named partners are Salesforce and Microsoft for embedded generative-AI copilots, Google Cloud, AWS and Azure for cloud, AWS Textract and SageMaker for document redaction, Personetics for Heads Up insights, Casca for SBA loan origination and Coverbase for third-party risk management.

### Which fintechs has Huntington invested in?

Huntington invested in Casca's $29 million Series A in August 2025, alongside Live Oak and Bankwell, and runs a venture studio with Alloy Partners that launched in October 2025. It has not disclosed the size of either commitment.

### Does Huntington have a deal with OpenAI, Anthropic or Google for models?

No agreement with an AI model lab was found. The disclosed relationships are enterprise software vendors and the three major clouds, with generative AI reaching staff mainly through copilots embedded in Salesforce and Microsoft products.
## Deeper on Huntington

- [What is Huntington's AI strategy and who runs it?](https://www.bankingnewsai.com/banks/huntington/ai-strategy)
- [How does Huntington govern and control its use of AI?](https://www.bankingnewsai.com/banks/huntington/responsible-ai)
- [What technology stack does Huntington run?](https://www.bankingnewsai.com/banks/huntington/technology-stack)


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