AGI-powered real-time investor metrics and impact verification systems and methods

Abstract

A system for real-time monitoring and verification of investment performance, impact, and revenue distribution across multiple sustainable industries. The invention integrates Artificial General Intelligence (AGI) financial analytics, blockchain-based data verification, and AI-driven compliance tracking to provide immediate insights into critical mineral extraction, healthcare technology adoption, and renewable composite manufacturing. Using predictive modeling, tokenized investments, and automated revenue-sharing contracts, the platform provides investors with visibility and governance capabilities for sustainable asset portfolios.

Description

Attorney Docket No. 21681-168692-PCT Customer No. 42798AGI-POWERED REAL-TIME INVESTOR METRICS AND IMPACT VERIFICATION SYSTEMS AND METHODSFIELD

[0001] The present invention relates generally to financial technology, artificial intelligence, and blockchain-based investment tracking. More specifically, it concerns an Artificial General Intelligence (AGI)-powered platform that enables real-time, transparent monitoring and verification of multiple sustainability-focused investments, including critical mineral extraction, Al-driven healthcare, and renewable materials manufacturing. The disclosure relates generally to AGI-Powered Real-Time Investor Metrics and Impact Verification Systems and methods (hereinafter “the system”), and specifically to systems and methods for a comprehensive platform designed to: Provide Real-Time Analytics; Verify Data via Blockchain; Integrate MultiSector Data; Facilitate Automated ESG and Regulatory Compliance; Enable Instant Revenue Distribution; Enhance Governance and Oversight; and to provide a comprehensive dashboard for fund boards, enabling real-time governance reporting and risk assessment.BACKGROUND

[0002] Current Investment Challenges: Investment in sustainable industries and ESG (Environmental, Social, and Governance) funds continues to grow exponentially. However, existing frameworks rely heavily on static, periodic disclosures (e.g., quarterly or annual reports), limiting investors’ ability to monitor real-time performance and environmental impact. A lack of immediate data often leads to poor decision-making, delayed resource allocation, and a lack of confidence in sustainability metrics.Attorney Docket No. 21681-168692-PCT Customer No. 42798

[0003] Limitations of Existing Systems: Conventional ESG reports are prone to information lags, inconsistent metrics, and potential data manipulation. Blockchain solutions exist for transaction verification but typically lack advanced Al analytics for comprehensive performance forecasting. Similarly, Al-based investment platforms provide predictive insights but rarely integrate immutability and transparency via blockchain.

[0004] Need for AGI and Blockchain Convergence: There is an unmet need for a holistic, Al-driven platform that leverages AGI for predictive analytics and blockchain technology for tamper-proof verification. Such a platform should seamlessly integrate multi-sector data sources, enabling real-time analytics and automated compliance tracking. The present invention addresses these needs by combining predictive modeling, distributed ledger validation, smart contracts, and cross-industry data feeds.SUMMARY

[0005] The AGI-Powered Real-Time Investor Metrics and Impact Verification Systems and Methods (hereinafter “the system”) is a comprehensive platform designed to:

[0006] Provide Real-Time Analytics: Employ advanced AGI and machine learning to continuously forecast revenue, risk, and sustainability milestones for multiple industries.

[0007] Verify Data via Blockchain: Use an immutable ledger and smart contracts to authenticate investment flows, ESG compliance, and sustainability metrics.

[0008] Integrate Multi-Sector Data: Aggregate real-time information from critical mineral extraction, Al healthcare solutions, and renewable composite manufacturing.

[0009] Facilitate Automated ESG and Regulatory Compliance: Generate immediate audits, impact certificates, and investor reports aligned with SEC and global ESG guidelines.

[0010] Enable Instant Revenue Distribution: Leverage tokenization and smart contracts for fractional ownership and immediate payouts to investors.Attorney Docket No. 21681-168692-PCT Customer No. 42798

[0011] Enhance Governance and Oversight: Provide a comprehensive dashboard for fund boards, enabling real-time governance reporting and risk assessment.

[0012] According to one approach, a real-time investor metrics platform, may havea. an AGI-based financial analytics engine configured to perform predictive modeling of revenue, risk, and sustainability milestones;b. a blockchain-based verification system that immutably records investment flows and ESG metrics;c. a multi-sector data ingestion module adapted to receive performance data from critical mineral extraction, Al healthcare devices, and sustainable manufacturing; d. an investor dashboard that displays real-time ROI, impact scores, and compliance reports; ande. a smart contract subsystem that automates revenue distribution and enforces stakeholder agreements.

[0013] The platform may also have a tokenized fractional ownership model that allows investors to hold digital tokens representing stakes in specific sustainability projects.

[0014] The platform may also have the AGI-based financial analytics engine continuously update risk assessment and revenue forecasts using machine learning and natural language processing to analyze market data, news feeds, and regulatory changes.

[0015] The platform’s the blockchain-based verification system may employ smart contracts to trigger automatic payouts to investors upon achieving predefined environmental or financial milestones.

[0016] According to one approach, the platform multi-sector data ingestion module may include:Attorney Docket No. 21681-168692-PCT Customer No. 42798 a. a SHURE® manifold tracking module for monitoring critical mineral extraction efficiency;b. an Invisa. ai™ healthcare monitoring system for patient outcomes and medical reimbursement tracking; andc. an RCP™ manufacturing data feed for renewable polymer production metrics and carbon footprint reporting.

[0017] According to one approach, the platform investor dashboard may generate automated ESG compliance reports aligned with SEC and global environmental standards.

[0018] According to one approach, the platform may further have an Al-driven healthcare reimbursement model that automates claim submission to Medicare and private insurers, tracks claim statuses, and initiates direct investor payouts.

[0019] According to one approach, the platform smart factory integration enables realtime oversight of Al-driven orthotic and polymer manufacturing lines, providing continuous performance, energy usage, and yield data to the investor dashboard.

[0020] According to one approach, the platform further has adaptive compliance logic that updates monitoring parameters in response to newly enacted ESG or financial regulations.

[0021] According to one approach, the platform AGI-based analytics engine can be configured to rebalance investor portfolios automatically based on ESG thresholds and predictive risk assessments.

[0022] According to one approach, the platform blockchain-based verification system maintains immutable transaction logs for each financial transaction or data update to provide a tamper-proof historical record.Attorney Docket No. 21681-168692-PCT Customer No. 42798

[0023] According to one approach, the platform blockchain-based verification system validates identities of participants using multi-factor authentication to restrict modification or access to sensitive data.

[0024] According to one approach, the platform SHURE® manifold tracking module receives performance data from sensors at extraction sites, the performance data including extraction rate, purity, and environmental impact metrics.

[0025] According to one approach, the platform smart factory integration uses Industry 4.0 standards, loT sensors, and digital twins to generate the continuous performance, energy usage, and yield data.

[0026] According to one approach, the platform is adapted to track performance data from one or more additional sustainable sectors comprising hydrogen fuel technologies or modular nuclear reactors.

[0027] According to one approach, the platform is configured to support real-time carbon credit trading or philanthropic tracking based on the immutably recorded ESG metrics.

[0028] According to one approach, the platform users specify custom machine learning models, data sets, or risk parameters used by the AGI-based financial analytics engine.

[0029] According to one approach, a computer-implemented method is provided for providing real-time monitoring and verification of investment performance and sustainability impact, having steps for:a. collecting, by a multi-sector data ingestion module, raw data from a plurality of sustainable industries;b. preprocessing and cleaning the raw data to filter noise and duplicates and to standardize one or more metrics;Attorney Docket No. 21681-168692-PCT Customer No. 42798 c. generating, by an AGI analytics engine, predictions including revenue forecasts, ESG scores, and risk assessments based on the preprocessed and cleaned data;d. recording, by a blockchain verification layer, at least a portion of the predictions and associated data updates as immutable transaction records;e. executing, by one or more smart contracts, revenue distribution or compliance actions based on at least one predefined condition; andf. presenting, via an investor dashboard, real-time metrics, alerts, and compliance reports.

[0030] The method may also have a step for generating an automated ESG compliance report aligned with SEC and global environmental standards.

[0031] The method may also include the step of issuing tokenized interests in one or more sustainability projects and distributing revenue to token holders via smart contracts.

[0032] The method may also include the step of automatically submitting healthcare reimbursement claims to Medicare or a private insurer, tracking claim statuses, and initiating payout events based on reimbursements.

[0033] The method may also include the step of automatically rebalancing a portfolio based on an ESG threshold and a predictive risk assessment generated by the AGI analytics engine.

[0034] The method may also include the step of parsing regulatory changes using natural language processing and updating monitoring parameters of an adaptive compliance logic module.

[0035] A non-transitory computer-readable medium storing instructions that, when executed by one or more processors, cause performance of the method.Attorney Docket No. 21681-168692-PCT Customer No. 42798

[0036] The non-transitory computer-readable medium may include, wherein the instructions, when executed, cause the processors to perform the parsing and updating.

[0037] Other technical advantages will be readily apparent to one skilled in the art from the figures, descriptions and claims included herein. Moreover, while specific advantages have been enumerated above, various embodiments may include all, some, or none of the enumerated advantages.BRIEF DESCRIPTION OF THE DRAWINGS

[0038] The accompanying figures, where like reference numerals refer to identical or functionally similar elements throughout the separate views, which are not true to scale, and which, together with the detailed description below, are incorporated in and form part of the specification, serve to illustrate further various embodiments and to explain various principles and advantages in accordance with the present invention:

[0039] FIG. 1 is a schematic overview of the system architecture, illustrating data flows from multi-sector integration points to the AGI analytics module and blockchain ledger.

[0040] FIG. 2 is a flow diagram of the Al-driven financial analytics and predictive modeling process.

[0041] FIG. 3 is a block diagram of the smart contract-based revenue distribution framework.

[0042] FIG. 4 is a sample user interface for the investor dashboard, showing real-time metrics, ESG scores, and compliance reports.

[0043] Corresponding reference characters may indicate corresponding components throughout the several views of the drawings. Skilled artisans will appreciate that elements in the figures are illustrated for simplicity and clarity and have not necessarily been drawn to scale. For example, the dimensions of some of the elements in the figures may be exaggerated relative to other elements to help to improve understanding of various embodiments of theAttorney Docket No. 21681-168692-PCT Customer No. 42798 present invention. Also, common but well-understood elements that are useful or necessary in a commercially feasible embodiment are often not depicted in order to facilitate a less obstructed view of these various embodiments of the present embodiments.

[0044] While the features described herein may be susceptible to various modifications and alternative forms, specific embodiments thereof are shown by way of example in the drawings and are herein described in detail. It should be understood, however, that the drawings and detailed description thereto are not intended to be limiting to the particular form disclosed, but on the contrary, the intention is to cover all modifications, equivalents and alternatives falling within the spirit and scope of the subject matter as defined by the appended claims.DETAILED DESCRIPTION

[0045] The disclosed embodiments relate generally to AGI-Powered Real-Time Investor Metrics and Impact Verification Systems and Methods (“Systems”).

[0046] 1. System Architecture

[0047] The system comprises a cloud-based platform with multiple integrated modules:

[0048] AGI Analytics Engine (100): Runs predictive models on incoming data streams from diverse industries. It adapts to new data in real time, refining investment forecasts and detecting anomalies.

[0049] Blockchain Verification Layer (200): A decentralized ledger where each transaction, sustainability report, or ESG metric is immutably recorded. Smart contracts (210) automatically trigger revenue sharing or compliance alerts.

[0050] Multi-Sector Data Ingestion Module (300): Collects raw data from various industries, including:Attorney Docket No. 21681-168692-PCT Customer No. 42798

[0051] Manifold Technology (310) such as one sold under the name SHURE® for monitoring rare earth and lithium extraction efficiency.

[0052] Healthcare Monitoring (320) such as one sold under the name Invisa. ai™ for Al-based medical device performance, patient outcomes, and healthcare reimbursement tracking.

[0053] RCP™ Composite Manufacturing (330) for renewable polymer production metrics, carbon footprint data, and manufacturing ROI (Return on Investment).

[0054] Smart Factory Integration (340) for oversight of advanced orthopedic and polymer manufacturing lines.

[0055] Investor Dashboard and Notification System (400): Displays real-time financial insights, ESG scores, compliance updates, and recommended actions. The system can be accessed via web, mobile, or dedicated apps.

[0056] 2. Al-Driven Financial Analytics (100)

[0057] The core AGI engine utilizes:

[0058] Deep Learning Models: For risk assessment, yield forecasting, and ROI predictions.

[0059] Natural Language Processing: For automated parsing of industry news, regulatory changes, and market sentiments, updating risk or compliance parameters.

[0060] Reinforcement Learning Algorithms: For dynamic portfolio rebalancing based on realtime performance and user-defined ESG thresholds.

[0061] Through continuous training and adaptation, the AGI engine refines predictive accuracy for both short-term and long-term investment horizons.

[0062] 3. Blockchain-Based Data Verification (200)

[0063] Smart Contracts (210): Define and execute investment agreements, revenue distributions, and compliance checks without manual intervention. Automatically release fundsAttorney Docket No. 21681-168692-PCT Customer No. 42798 to stakeholders upon meeting defined conditions (e.g., environmental milestones or profitability targets).

[0064] Immutable Transaction Logs: Each financial transaction or data update is recorded on the blockchain, creating a tamper-proof historical record.

[0065] Multi-Factor Authentication: Validates the identity of each participant, ensuring that only authorized entities can modify or view sensitive data.

[0066] 4. Multi-Sector Integration (300)

[0067] The invention actively collects and processes data from multiple sustainable industries:

[0068] SHURE® Tracking Module (310): Real-time metrics on mineral extraction rates, purity, and environmental impact. Smart sensors at extraction sites feed performance data back to the system.

[0069] Invisa. ai™ Healthcare Monitoring (320): Tracks usage rates, patient outcomes, insurance reimbursement statuses, and overall adoption of Al-driven medical devices. This fosters investor confidence in healthcare ROI and social impact.

[0070] RCP™ Manufacturing Data (330): Reports on sustainable polymer output, energy consumption, material recycling rates, and revenue. This data is crucial for ESG scoring and long-term environmental compliance.

[0071] Smart Factory Integration (340): Uses Industry 4.0 standards, loT sensors, and digital twins to manage advanced manufacturing lines for orthotics and composite polymers, delivering continuous performance metrics.

[0072] 5. Investor Dashboard & Automated Reporting (400)

[0073] The system’s user interface includes:Attorney Docket No. 21681-168692-PCT Customer No. 42798

[0074] Real-Time Dashboards: Displaying key indicators such as real-time ROI, carbon offsets, healthcare device adoption, and mineral extraction efficiency.

[0075] Automated ESG Compliance: Generating near-instant ESG reports that align with SEC regulations and other global standards.

[0076] Predictive Modeling & Alerts: Warning investors of possible underperformance or risk exposures, while recommending adjustments.

[0077] Auditable Reports & Certificates: Easily exported in various formats, enabling transparent verification for regulatory bodies and fund boards.

[0078] 6. Smart Contracts & Automated Revenue Distribution

[0079] Tokenized Fractional Ownership: Investors can hold tokenized shares in specific sustainability projects, providing liquidity and diversification.

[0080] Immediate Payouts: Revenue from mineral extraction, healthcare reimbursements, or sustainable manufacturing sales is automatically and transparently distributed according to predefined contract terms.

[0081] Fraud Prevention: Because each transaction is validated and recorded on-chain, fraudulent manipulation is significantly reduced.

[0082] Al-Driven Healthcare Reimbursement Model: The system automates claim submission and tracks reimbursements (e.g., Medicare or private insurance), ensuring accurate, prompt disbursement of funds.

[0083] 7. ESG & Fund Board Validation

[0084] Continuous Oversight: Fund boards can monitor performance metrics and environmental impact in real time, ensuring strategic governance.

[0085] Automated Governance Reports: The AGI engine can generate customized governance summaries, highlighting risk areas, compliance status, and investment successes.Attorney Docket No. 21681-168692-PCT Customer No. 42798

[0086] Adaptive Compliance: If new regulations or ESG standards emerge, the system updates its monitoring logic automatically.

[0087] 8. Alternative Embodiments

[0088] Integration with Other Sustainable Sectors: The platform can be adapted to track emerging clean energy technologies, such as hydrogen fuel or modular nuclear reactors.

[0089] Scalability: Modular design allows for expansions to new investment categories, realtime carbon credit trading, or philanthropic tracking.

[0090] Al Customization: Users may specify custom machine learning models, data sets, or risk parameters.

[0091] Disclosed herein for an exemplary understanding of the present embodiments, four illustrative diagrams (FIG. 1 to FIG. 4) are presented.

[0092] FIG. 1 illustrates an exemplary System Architecture Overview. This diagram shows the end-to-end data flow from the Multi-Sector Data Ingestion Module (300) into the AGI Analytics Engine (100), then to the Blockchain Verification Layer (200), and finally presenting insights on the Investor Dashboard (400).

[0093] The arrows indicate data flowing downstream from industrial / healthcare / manufacturing sources to the AGI Analytics Engine and then onward to the Blockchain Verification Layer and finally the Investor Dashboard.

[0094] Reference Numerals:

[0095] (300) for Multi-Sector Data Ingestion

[0096] (100) for AGI Analytics Engine

[0097] (200) for Blockchain Verification Layer

[0098] (400) for Investor Dashboard

[0099] (310, 320, 330, 340) for the specific modules under (300).Attorney Docket No. 21681-168692-PCT Customer No. 42798

[0100] FIG. 2 illustrates an exemplary Al-Driven Financial Analytics Flow. This flow diagram details how the AGI Analytics Engine (100) processes data inputs to produce revenue forecasts, ESG compliance alerts, and risk assessments. It references internal modules, such as Deep Learning, Natural Language Processing (NLP), and Reinforcement Learning.

[0101] Data enters from the Multi-Sector Data Ingestion Module (300). The AGI Engine (100) runs through multiple specialized Al components before outputting final investor insights.

[0102] FIG. 3 illustrates and exemplary Smart Contract-Based Revenue Distribution. This block diagram showcases how smart contracts (210) within the Blockchain Verification Layer (200) handle revenue sharing, payouts, and compliance logic among investors and stakeholders.

[0103] Smart contracts (210) automatically release funds or generate compliance alerts based on data from the AGI engine (100). Each transaction is logged on the immutable blockchain ledger.

[0104] FIG. 4 illustrates an exemplary Sample Investor Dashboard Interface. This conceptual user interface mockup displays how real-time insights, ESG compliance data, and recommended actions appear to end-users via the Investor Dashboard (400).

[0105] The Investor Dashboard displays relevant metrics such as ROI, ESG scores, and important alerts (e.g., mineral extraction surpassing targets, healthcare reimbursements increasing). Action buttons let investors generate compliance reports or update their portfolio in real time.

[0106] In summary the disclosed embodiment enables real-time, secure, and transparent tracking of financial returns, ESG metrics, and compliance status for a wide range of sustainable investments. Through AGI-powered forecasting, blockchain immutability, and automated revenue distribution, the system addresses significant gaps in current ESG reporting and investment management frameworks. By bringing multiple industries under a single dataAttorney Docket No. 21681-168692-PCT Customer No. 42798 ecosystem, the invention streamlines governance, reduces operational overhead, and empowers investors with granular, actionable insights.

[0107] Further, the terms and phrases used herein are not intended to be limiting; but rather, to provide an understandable description of the invention. While the embodiments have been described in conjunction with specific embodiments, it is evident that many alternatives, modifications and variations will be apparent to those skilled in the art in light of the foregoing description. Accordingly, the present embodiments attempt to embrace all such alternatives, modifications and variations that fall within the spirit and scope of the appended claims.Throughout this specification and the drawings and figures associated with this specification, numerical labels of previously shown or discussed features may be reused in another drawing figure to indicate similar features. While the specification concludes with claims defining the features of the invention that are regarded as novel, it is believed that the invention will be better understood from a consideration of the description in conjunction with the drawing figures, in which like reference numerals are carried forward.

Claims

Attorney Docket No. 21681-168692-PCT Customer No. 42798CLAIMSI CLAIM:

1. A real-time investor metrics platform, comprising:a. an AGI-based financial analytics engine configured to perform predictive modeling of revenue, risk, and sustainability milestones;b. a blockchain-based verification system that immutably records investment flows and ESG metrics;c. a multi-sector data ingestion module adapted to receive performance data from critical mineral extraction, Al healthcare devices, and sustainable manufacturing;d. an investor dashboard that displays real-time ROI, impact scores, and compliance reports; ande. a smart contract subsystem that automates revenue distribution and enforces stakeholder agreements.

2. The platform of claim 1 , further comprising a tokenized fractional ownership model that allows investors to hold digital tokens representing stakes in specific sustainability projects.

3. The platform of claim 1 , wherein the AGI-based financial analytics engine continuously updates risk assessment and revenue forecasts using machine learning and natural language processing to analyze market data, news feeds, and regulatory changes.

4. The platform of claim 1 , wherein the blockchain-based verification system employs smart contracts to trigger automatic payouts to investors upon achieving predefined environmental or financial milestones.Attorney Docket No. 21681-168692-PCT Customer No. 427985. The platform of claim 1 , wherein the multi-sector data ingestion module includes:a. a manifold tracking module for monitoring critical mineral extraction efficiency; b. a healthcare monitoring system for patient outcomes and medical reimbursement tracking; andc. a manufacturing data feed for renewable polymer production metrics and carbon footprint reporting.

6. The platform of claim 1 , wherein the investor dashboard generates automated ESG compliance reports aligned with SEC and global environmental standards.

7. The platform of claim 1 , further comprising an Al-driven healthcare reimbursement model that automates claim submission to Medicare and private insurers, tracks claim statuses, and initiates direct investor payouts.

8. The platform of claim 1 , wherein smart factory integration enables real-time oversight of Al-driven orthotic and polymer manufacturing lines, providing continuous performance, energy usage, and yield data to the investor dashboard.

9. The platform of claim 1 , further comprising adaptive compliance logic that updates monitoring parameters in response to newly enacted ESG or financial regulations.

10. The platform of claim 1 , wherein the AGI-based analytics engine is configured to rebalance investor portfolios automatically based on ESG thresholds and predictive risk assessments.Attorney Docket No. 21681-168692-PCT Customer No. 4279811. The platform of claim 1, wherein the blockchain-based verification system maintains immutable transaction logs for each financial transaction or data update to provide a tamper-proof historical record.

12. The platform of claim 1, wherein the blockchain-based verification system validates identities of participants using multi-factor authentication to restrict modification or access to sensitive data.

13. The platform of claim 5, wherein the SHURE® manifold tracking module receives performance data from sensors at extraction sites, the performance data including extraction rate, purity, and environmental impact metrics.

14. The platform of claim 8, wherein the smart factory integration uses Industry 4.0 standards, loT sensors, and digital twins to generate the continuous performance, energy usage, and yield data.

15. The platform of claim 1, wherein the platform is adapted to track performance data from one or more additional sustainable sectors comprising hydrogen fuel technologies or modular nuclear reactors.

16. The platform of claim 1, wherein the platform is configured to support realtime carbon credit trading or philanthropic tracking based on the immutably recorded ESG metrics.

17. The platform of claim 1, wherein users specify custom machine learning models, data sets, or risk parameters used by the AGI-based financial analytics engine.Attorney Docket No. 21681-168692-PCT Customer No. 42798 18. A computer-implemented method for providing real-time monitoring and verification of investment performance and sustainability impact, the method comprising:a. collecting, by a multi-sector data ingestion module, raw data from a plurality of sustainable industries;b. preprocessing and cleaning the raw data to filter noise and duplicates and to standardize one or more metrics;c. generating, by an AGI analytics engine, predictions including revenue forecasts, ESG scores, and risk assessments based on the preprocessed and cleaned data;d. recording, by a blockchain verification layer, at least a portion of the predictions and associated data updates as immutable transaction records;e. executing, by one or more smart contracts, revenue distribution or compliance actions based on at least one predefined condition; andf. presenting, via an investor dashboard, real-time metrics, alerts, and compliance reports.

19. The method of claim 18, further comprising generating an automated ESG compliance report aligned with SEC and global environmental standards.

20. The method of claim 18, further comprising issuing tokenized interests in one or more sustainability projects and distributing revenue to token holders via smart contracts.

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