IP Library Granted Patent US 11,568,480
Granted Patent B2
US 11,568,480 · App. 16/149,259 · Granted Jan 31, 2023

Artificial intelligence derived anonymous marketplace

Inventors: Matthew C. Bjonerud (Baltimore, MD); Kevin Dieter (Herndon, VA)
Assignee: CEREBRO CAPITAL, INC.
G06Q40/025G06N20/00H04L65/403
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Quick Facts
Patent No.
US 11,568,480
App. No.
16/149,259
Granted
Jan 31, 2023
Kind
B2
Abstract

Systems and methods for an autonomous marketplace system include a server that extracts borrower data including financial, operational and business data, and lender data from prospective lenders including financial data and a target profile for each prospective lender. It then generates, using artificial intelligence, an autonomous ranked match of prospective lenders. The artificial intelligence identifies relationships between the borrower data and the prospective lender data to generate the autonomous ranked match based on a preference of the borrower and a correlation between the identified relationships. Upon the borrower entering an internet based chat room, the identities of the prospective lenders are revealed. The borrower selects one or more prospective lenders to receive a finance request, and after selection by the borrower, the selected prospective lenders are first notified and informed of an existence of the finance request of the borrower.

Claims (52)

1. An autonomous marketplace system to facilitate financing from a lender to a borrower, comprising:

a server computing device configured to:

extract borrower data comprising financial, industry operational and business data;

extract lender data from one or more prospective lenders comprising financial data and a target profile for each prospective lender, the target profile including one or more of revenue ranges, cash flow ranges, balance sheet metrics, and operational metrics;

generate, using artificial intelligence, an autonomous ranked match of prospective lenders able to provide favorable terms for the borrower's requested use of proceeds of the financing, based on a prediction of specific terms for aspects of the financing including one or more of price, fees, structure, and amount,

wherein the artificial intelligence is used to identify one or more relationships between the borrower data, the one or more prospective lender data, and historical and projected economic data to generate the autonomous ranked match based on a preference of the borrower and a correlation between the identified relationships,

wherein the historical and projected economic data includes market performance and federal regulation, and

wherein the artificial intelligence for identifying and ranking relationships is trained using training data collected from comparable borrowers, prospective lenders, and the historical and projected economic data, and evolves through machine learning; and

create and host an internet based data chat room,

wherein the borrower enters the internet based data chat room and upon entering, the identities of the one or more prospective lenders are revealed,

wherein the borrower, within the internet based data chat room, reviews a ranked list of prospective lenders and selects one or more prospective lenders to receive a finance request, and

wherein after selection by the borrower, the selected prospective lenders are first notified and informed of an existence of the finance request of the borrower.

2. The autonomous marketplace system of claim 1 , wherein the server computing device is further configured to generate a spectrum of predictive terms of credit facilities for the borrower, identification of one or more factors of a credit facility that negatively or positively impacts an ability to locate relevant lenders, and dynamic and real time indications of competitiveness of a specific term proposed by a prospective lender.

3. The autonomous marketplace system of claim 1 , further comprising a secure database configured to store data, wherein the data is collected from a web platform that allows the borrower and the prospective lenders to input information.

4. The autonomous marketplace system of claim 1 , wherein the artificial intelligence is configured to analyze data to group similar borrowers and similar credit facilities and identify historical patterns and trends and predict future trends and patterns.

5. The autonomous marketplace system of claim 1 , wherein the lender data include a risk parameter, a proposed credit facility, market data, Federal Reserve economic data, proposed lender bids on loan requests, failed lender bids, successful lender bids, or bid response times.

6. The autonomous marketplace system of claim 1 , wherein the internet based data chat room is further configured to allow the borrower to provide data, reports and financials.

7. The autonomous marketplace system of claim 1 , wherein the internet based data chat room is further configured to allow the borrower to control a prospective lender's access to the internet based data chat room and to track a prospective lender's actions within the internet based data chat room.

8. A non-transitory computer-readable medium having instructions stored thereon that, when executed by a processor, cause the processor to dynamically extract and autonomously match one or more prospective lenders and a borrower, the extracting and autonomously matching comprising:

extracting borrower data comprising financial, industry operational and business data;

extracting lender data from one or more prospective lenders comprising financial data and a borrower target profile for each prospective lender, the target profile including one or more of revenue ranges, cash flow ranges, balance sheet metrics, and operational metrics;

generating, using artificial intelligence, an autonomous ranked match of prospective lenders able to provide favorable terms for the borrower's requested use of proceeds of the financing, based on a prediction of specific terms for aspects of the financing including one or more of price, fees, structure, and amount,

wherein the artificial intelligence is used to identify one or more relationships between the borrower data, the one or more prospective lender data, and historical and projected economic data to generate the autonomous ranked match based on a preference of the borrower and a correlation between the identified relationships,

wherein the historical and projected economic data includes market performance and federal regulation, and

wherein the artificial intelligence for identifying and ranking relationships is trained using training data collected from comparable borrowers, prospective lenders, and the historical and projected economic data, and evolves through machine learning;

creating an internet based data chat room;

entering, by the borrower, the internet based data chat room and upon entering a ranked list of prospective lenders is revealed; and

selecting, by the borrower, within the internet based data chat room one or more prospective lenders to receive a finance request, wherein after selection by the borrower, the selected prospective lenders are first notified and informed of an existence of the finance request of the borrower.

9. The non-transitory computer-readable medium of claim 8 , further comprising:

generating a spectrum of predictive terms of credit facilities for the borrower;

identifying one or more factors of a credit facility that negatively or positively impacts an ability to locate relevant lenders; and

generate dynamically, in real time, indications of competitiveness of a specific term proposed by a prospective lender.

10. The non-transitory computer-readable medium of claim 8 , further comprising storing data in a secure database, wherein the data is collected from a web platform that allows the borrower and the prospective lenders to input information.

11. The non-transitory computer-readable medium of claim 8 , wherein the artificial intelligence analyzes data to group similar borrowers and similar credit facilities and identify historical patterns and trends and predict future trends and patterns.

12. The non-transitory computer-readable medium of claim 8 , wherein the lender data include a risk parameter, a proposed credit facility, market data, Federal Reserve economic data, proposed lender bids on loan requests, failed lender bids, successful lender bids, or bid response times.

13. The non-transitory computer-readable medium of claim 8 , wherein the internet based data chat room allows the borrower to provide data, reports and financials.

14. The non-transitory computer-readable medium of claim 8 , wherein the internet based data chat room allows the borrower to control a prospective lender's access to the internet based data chat room and to track a prospective lender's actions within the internet based data chat room.

15. A computer implemented method utilizing computer based artificial intelligence for the extracting and autonomous matching of one or more prospective lenders and a borrower, the method comprising:

extracting borrower data comprising financial, industry operational and business data;

extracting lender data from one or more prospective lenders comprising financial data and a target profile for each prospective lender, the target profile including one or more of revenue ranges, cash flow ranges, balance sheet metrics, and operational metrics;

generating, using artificial intelligence, an autonomous ranked match of prospective lenders able to provide favorable terms for the borrower's requested use of proceeds of the financing, based on a prediction of specific terms for aspects of the financing including one or more of price, fees, structure, and amount,

wherein the artificial intelligence is used to identify one or more relationships between the borrower data, the one or more prospective lender data, and historical and projected economic data to generate the autonomous ranked match based on a preference of the borrower and a correlation between the identified relationships,

wherein the historical and projected economic data includes market performance and federal regulation, and

wherein the artificial intelligence for identifying and ranking relationships is trained using training data collected from comparable borrowers, prospective lenders, and the historical and projected economic data, and evolves through machine learning;

creating an internet based data chat room;

entering, by the borrower, the internet based data chat room and upon entering a ranked list of prospective lenders is revealed; and

selecting, by the borrower, within the internet based data chat room one or more prospective lenders to receive a finance request, wherein after selection by the borrower the selected prospective lenders are first notified and informed of an existence of the finance request of the borrower.

16. The computer implemented method of claim 15 , further comprising storing data in a secure database, wherein the data is collected from a web platform that allows the borrower and the prospective lenders to input information.

17. The computer implemented method of claim 15 , wherein the artificial intelligence analyzes data to group similar borrowers and similar credit facilities and identify historical patterns and trends and predict future trends and patterns.

18. The computer implemented method of claim 15 , wherein the lender data include a risk parameter, a proposed credit facility, market data, federal reserve economic data, proposed lender bids on loan requests, failed lender bids, successful lender bids, or bid response times.

19. The computer implemented method of claim 15 , wherein the internet based data chat room allows the borrower to provide data, reports and financials.

20. The computer implemented method of claim 15 , wherein the internet based data chat room allows the borrower to control a prospective lender's access to the internet based data chat room and to track a prospective lender's actions within the internet based data chat room.

Assignments (3)
SECURITY INTEREST Recorded Aug 17, 2023
From: CEREBRO CAPITAL, INC.
To: CUSTOMERS BANK
Reel/Frame 064618/0201 →
SECURITY INTEREST Recorded Sep 16, 2020
From: CEREBRO CAPITAL, INC.
To: SIGNATURE BANK
Reel/Frame 053791/0424 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Oct 2, 2018
From: BJONERUD, MATTHEW C.; DIETER, KEVIN
To: CEREBRO CAPITAL, INC.
Reel/Frame 047030/0960 →
Continuity (2)
Provisional Application 62567293 · Oct 3, 2017
Related Publication 20190102835A1 · Apr 4, 2019
Cited By (6)
US 12,361,220 US 12,406,084 US 12,437,160 US 12,524,809 US 12,572,551 US 12,639,757