Credit Decisioning & Underwriting
P

Parlay

Parlay sells an agentic intake and pre vetting layer for small business lending to community banks, credit unions and community development financial institutions. Borrowers and brokers submit through one guided portal, and Parlay's agents collect documents, check the data as it arrives and screen each deal against the lender's credit box, then pass qualified deals into the lender's loan origination system. It handles SBA 7(a), SBA Express and conventional small business loans, sits in front of the origination system rather than replacing it, and takes about three months to go live.

A lender reviews and approves every deal before it moves downstream, and each agent action is logged for examiners. Pathway Lending, using Parlay with Mastercard Open Finance cash flow data, cut processing time from more than 14 days to two and tripled the applications it handles, and First Internet Bank halved its manual SBA intake work. nCino has partnered with Parlay for SBA lending.

Last VerifiedOctober 13, 2026
Compare Parlay with other vendors
Founded
2022
Headquarters
Washington, District of Columbia, United States
Categories
credit-decisioning, lending-and-banking-operations, customer-banking-agents
Assessment

Capability Axes

Capability grades

15 of 15 axes rated · 6 graded A or B

AI Capability
AI Centrality
AA on AI CentralityThe artificial intelligence is the product. Remove the models and there is nothing left to sell.
Vendor Published

Take out the agents and Parlay is a portal and a checklist. The agents run intake, qualification, document collection and pre vetting on their own, screening documents and data as they arrive and checking each deal against the lender's credit box, so a deal that would take hours to screen comes back in minutes. The lender configures the data calls, workflows, checklists and credit box rules the agents apply.

Autonomy and Oversight Model
AA on Autonomy and Oversight ModelWhat the system runs alone, what constrains it, and how a person checks it are all published: modes, thresholds, sampling or audit controls, and the route a case takes to human review.
Vendor Published

A lender reviews and approves every deal before it moves downstream into the origination system, so the agents prepare and screen deals but do not send them on without a person. Every agent action is recorded in an immutable log that examiners can trace, and the credit box rules the agents apply are set and adjusted by the lender. Intake, qualification, document collection and pre vetting run on their own up to that approval point.

Model Risk Management and Transparency
CC on Model Risk Management and TransparencyTransparency is claimed in general terms with no mechanism a model validator could interrogate.
Vendor Published

Accuracy, validation or error figures for the agents that read documents and screen deals are not published, nor is an account of how they are tested or monitored. What Parlay does provide is traceability, since a lender's examiners can follow each agent action in the log to see how a deal was screened. Lenders adjust the rules the agents check against whenever they choose.

Operational and Outcome Evidence
AA on Operational and Outcome EvidenceNamed customers with hard performance figures and enough method to test them.
Vendor Published

Pathway Lending is named with a measured result: using Parlay with Mastercard Open Finance cash flow data, it cut processing time by 86 percent, from more than 14 days to two, and approved three times as many small businesses for larger loans. First Internet Bank cut its manual SBA intake work in half, and its president and chief operating officer, Nicole Lorch, is quoted on the platform. Citizens Bank of Edmond uses Parlay for small business lending at ROGER, its digital bank for the military community.

AI Safety and Data Stewardship
CC on AI Safety and Data StewardshipGeneral assurances that do not answer the question this axis asks, which is whether one customer’s data trains models serving its competitors. Unbounded cross client learning stated with no boundary grades here too.
Vendor Published

Whether data from one lender's deals informs the screening of another lender's deals is not stated, and no model training or retention terms are published, though Parlay works for community lenders that compete for the same small business borrowers. Each lender sets its own credit box rules, data calls and checklists for the agents to apply.

Regulatory and Compliance
GLBA and Data Privacy Posture
CC on GLBA and Data Privacy PostureA standard privacy policy that covers the website rather than the service, or silence on a product that touches limited consumer data.
Vendor Published

Parlay's privacy policy covers web visitors and email contacts only and says it does not address personal information collected on behalf of the financial institutions it serves, which is where applicant tax records, financial statements and credit data sit. A data processing agreement, retention schedule or subprocessor list for that material is not published. Inside the platform, every user, team and integration works under least privilege permissions, with role based access keeping sensitive data visible only to those who need it.

Security Certifications and Trust Center
BB on Security Certifications and Trust CenterA recognized certification named in the vendor’s own material without the artifact, or with a scope or renewal question the buyer has to raise.
Vendor Published

An independent audit against SOC 2 Type II standards covers security, availability and confidentiality at Parlay, and a trust center sits alongside it, though the audit report is not posted. Every user, team and integration operates under least privilege permissions with role based access, and access logs and vendor reviews are kept ready to hand to a lender's compliance team.

Regulatory Status and Licensure
CC on Regulatory Status and LicensureThe regulatory position is unstated. Most vendors in this index are technology suppliers and being unlicensed is the correct posture, so this grade records silence about the posture, not a missing license.
Vendor Published

Parlay is built around the SBA 7(a) and SBA Express programs and conventional small business lending, and presents itself as safe for regulated institutions on the strength of its SOC 2 Type II audit, lender approval of every deal and agent logs examiners can follow. It names no regulator, statute or rule for its own screening. Its SBA work has drawn a partnership with nCino to support SBA lending nationwide.

AI Governance and Bias Disclosure
DD on AI Governance and Bias DisclosureNothing published on a product where the bias risk is concrete, such as credit decisioning or underwriting with no fair lending, disparate impact or adverse action disclosure.
Vendor Published

Parlay screens small business deals against a lender's credit box before they reach underwriting, and describes its purpose as broadening access to capital for underserved small businesses. It publishes no fair lending, disparate impact or adverse action work for that screening. The lender sets the credit box rules, approves every deal before it moves on and can trace what each agent did.

AI Liability and Recourse
CC on AI Liability and RecourseMechanisms that enable challenge, such as audit trails and source traceability, with nothing standing behind the output and no route for the person affected.
Vendor Published

The screening carries no guarantee, indemnity or accuracy commitment from Parlay, and an applicant screened out has no described route through Parlay to see why. What it offers is a record: the immutable agent log lets a lender or its examiners reconstruct how a deal was handled and answer a challenge, and every deal still passes a lender's review before it moves on.

Integration and Deployment
Model Supply Chain Disclosure
CC on Model Supply Chain DisclosureThe architecture is described and no provider is named.
Vendor Published

Mastercard Open Finance is named as the cash flow data source in Parlay's Pathway Lending deployment, and nCino and Stratyfy are named partners. The models behind the agents, their provider and the hosting arrangement are not named. Lenders decide which data calls the agents make on each deal.

Core Systems and Integration Depth
BB on Core Systems and Integration DepthNamed systems or a documented public API, with the depth or the production evidence left open.
Vendor Published

Qualified deals pass from Parlay into the lender's loan origination system, and everything the lender already runs stays in place. nCino has partnered with Parlay for SBA lending, Mastercard Open Finance supplies real time cash flow data in the Pathway Lending deployment, and Stratyfy has joined with Parlay to serve small business lenders. Borrowers and brokers answer everything once in a single guided portal.

Deployment Model and Data Residency
CC on Deployment Model and Data ResidencyCloud only with nothing stated, which is the category norm.
Vendor Published

Where Parlay hosts lender and applicant data, which provider runs it and whether a lender can choose a region or a private deployment are not stated. The privacy policy names categories of service provider, such as website hosting, data analysis and auditing, without naming them. Lenders reach Parlay as a hosted service through its portal and their own origination system.

Commercial
Commercial Transparency
CC on Commercial TransparencyNo price is published and engagement runs through a demo form, which is the norm in this index.
Vendor Published

Parlay publishes no price, tier or basis of charge. Its case rests on cost, with most customers cutting manual intake work by half or more without adding headcount, so the fee per deal decides how much of that saving a lender keeps. Implementation runs about three months, paced to the lender's team.

Institution and Segment Coverage
BB on Institution and Segment CoverageNamed segments with dedicated material behind part of the coverage.
Vendor Published

Parlay serves community banks, credit unions and community development financial institutions that make SBA 7(a), SBA Express and conventional small business loans, a single country and a single segment. Within it the customers vary, from Pathway Lending, which lends to small businesses across Tennessee, to First Internet Bank and Citizens Bank of Edmond's ROGER digital bank for the military community.

Head to Head

Compared With

Most editorial comparisons pair two vendors the index assesses as direct competitors for the same buyer. Some pair vendors that are adjacent rather than rival, where the useful question is where one ends and the other begins. Each carries a verdict, the buyer conditions that favor each vendor, and a graded side by side.

Alternatives to Parlay

Vendors in the same categories as Parlay whose profiles look most alike, each with a line on what the product does. Similar is not the same: check that each one does the job you need. No vendor pays for placement.

Accend sells AI underwriting software to commercial banks, commercial real estate lenders and fintech lenders, pairing machine extraction with expert review of every financial spread.

Uplinq sells credit decisioning support to small business lenders, sitting alongside a lender's existing underwriting process rather than replacing it and scoring applicants against…

Monnai supplies identity and behavioral data and derived insights to financial institutions, fintechs, ecommerce companies and marketplaces, drawing on proprietary data pipes and a…

Kaaj deploys multiple AI agents that work together to take a raw small business borrower package through the whole credit analysis chain, covering document intelligence, business…

Lendflow is embedded credit infrastructure sold to alternative lenders, banks, credit unions, brokers and the software platforms that reach small businesses, positioned as neutral…

GiniMachine is a no-code credit scoring platform that builds, validates and deploys machine learning risk models from a lender's own historical loan performance data in seconds to minutes…

The index publishes no overall score or ranking. See what we assess and the methodology.

Commercial

Pricing

Vendor-published figures are labeled as such. Figures labeled “Estimated” are derived from third-party sources and have not been confirmed by the vendor.

No pricing data has been verified for this vendor. Pricing information will be published here once confirmed through vendor disclosure or third-party estimation.

Contact us

Found a vendor we missed? Have feedback on the index? We’d love to hear from you.

AI FinTech Index

The AI FinTech Index is an independent index that tracks changes to AI vendors in financial services. It holds 610 vendors across banking, lending, insurance, wealth, capital markets and financial crime compliance, each graded on the same 15 capability axes from public sources. No vendor pays for inclusion, placement, or rating.

Index Status
Last index update
October 20, 2026
The AI FinTech Index is an editorial reference, not a regulatory body. Vendor data is verified against published sources and public regulatory filings. Figures labeled “Estimated” have not been confirmed by the vendor. See the Methodology page for evaluation standards and limitations.
© 2026 AI FinTech Index
3801 N Capital of Texas Hwy, Ste E240 · Austin, TX 78746