Insurance Verification Workflow
Run ID: 69cb400d61b1021a29a8754b2026-03-31Compliance
PantheraHive BOS
BOS Dashboard

Automatically verify insurance coverage for new contracts using Next Insurance, Hippo, Indio, or Vertafore APIs.

Insurance Verification Workflow: AI-Generated Workflow Definition

Step 1 of 6: AI → generate

This document outlines the detailed, AI-powered workflow for automatically verifying insurance coverage for new contracts. This comprehensive process leverages advanced AI capabilities and integrates with leading insurance platforms to ensure accuracy, efficiency, and compliance.


1. Workflow Overview and Purpose

The Insurance Verification Workflow is designed to automate the critical task of verifying insurance coverage details for new contracts. Upon the initiation of a new contract, the system will intelligently extract relevant insurance information, identify the appropriate insurance carrier or platform, and then utilize dedicated APIs (Next Insurance, Hippo, Indio, Vertafore) to confirm policy validity, coverage limits, and compliance with contractual requirements. This eliminates manual effort, reduces human error, and significantly accelerates the contract onboarding process.

Primary Goal: To provide a robust, automated, and auditable mechanism for verifying insurance coverage, ensuring that all new contracts are backed by valid and adequate insurance policies.


2. Key Objectives

  • Automate Data Extraction: Automatically identify and extract pertinent insurance details from contract documents.
  • Carrier Identification: Accurately determine the insurance carrier and route verification requests to the correct platform API.
  • Real-time Verification: Utilize APIs for immediate verification of policy status, coverage dates, and limits.
  • Compliance Validation: Compare verified insurance details against contractual requirements to flag discrepancies.
  • Error Reduction: Minimize manual data entry errors and omissions.
  • Efficiency Gains: Drastically reduce the time and resources spent on insurance verification.
  • Audit Trail: Maintain a comprehensive log of all verification attempts, responses, and outcomes.

3. AI-Powered Verification Process (Step-by-Step)

The workflow is structured into a series of interconnected, AI-driven steps:

3.1. Input Data Ingestion

  • Trigger: The workflow is initiated upon the creation or upload of a new contract within the organization's Contract Management System (CMS), CRM, or designated document repository.
  • Data Source: New contract documents (e.g., PDF, Word, scanned images) containing insurance clauses and certificates of insurance.
  • Initial Data: Contract ID, Counterparty Name, Contractual Insurance Requirements.

3.2. AI-Powered Data Extraction & Standardization

  • Technology: Optical Character Recognition (OCR) and Natural Language Processing (NLP) models.
  • Action: The AI system will automatically scan and parse the uploaded contract documents to:

* Identify and extract key insurance policy details (e.g., Insured Name, Policy Number, Carrier Name, Policy Effective Date, Expiration Date, Coverage Type, Coverage Limits, Deductibles, Additional Insured endorsements).

* Standardize extracted data into a structured format (e.g., JSON, database record) for subsequent processing.

* Flag any missing or ambiguous information for review.

3.3. AI-Driven Carrier Identification & API Routing

  • Technology: Machine Learning (ML) classification models.
  • Action: Based on the extracted "Carrier Name" and other identifying information:

* The AI will classify the insurance carrier and determine the most appropriate API endpoint for verification (e.g., Next Insurance, Hippo, Indio, Vertafore).

* If a direct API integration is not available for a specific carrier, the system will attempt to route through a general insurance verification platform (e.g., Indio, Vertafore) or flag for manual intervention.

* Example Routing Logic:

* If Carrier Name contains "Next Insurance", route to Next Insurance API.

* If Carrier Name contains "Hippo", route to Hippo API.

* If the carrier is an agency or broker, route through Indio or Vertafore for agency-level policy lookup.

* Default to Vertafore for broader carrier access if specific APIs are not matched.

3.4. API Integration & Verification Request

  • Action: The system constructs and sends an API request to the identified insurance platform/carrier API.
  • Request Payload: Includes extracted policy number, insured name, effective dates, and other relevant identifiers.
  • Security: All API communications will be secured using industry-standard encryption (TLS 1.2+) and authentication protocols (e.g., OAuth 2.0, API Keys).

3.5. Response Processing & Validation (AI)

  • Technology: Data parsing and rule-based validation engines.
  • Action: Upon receiving a response from the insurance API:

* The system parses the API response to extract verified policy details (e.g., confirmation of active status, actual coverage dates, limits, policy type).

* Automated Validation: These verified details are then automatically compared against the contractual insurance requirements extracted in Step 3.2.

* Discrepancy Identification: The AI will identify and highlight any discrepancies:

* Policy not found or inactive.

* Coverage dates outside the contract period.

* Coverage limits below contractual minimums.

* Missing required coverage types (e.g., General Liability, Professional Liability).

* Missing "Additional Insured" status if required.

3.6. Reporting, Notification & Action

  • Action: Based on the validation results:

* Verification Report Generation: A detailed report is generated, summarizing the verification outcome, including all extracted, verified, and compared data points.

* Status Update: The contract's status in the CMS is updated (e.g., "Insurance Verified - Compliant," "Insurance Verified - Non-Compliant," "Verification Pending - Manual Review").

* Automated Notification:

* If compliant: Notification sent to relevant stakeholders (e.g., Contract Manager, Legal) for contract finalization.

* If non-compliant or requiring manual review: Alert generated for the designated insurance/compliance team, detailing the specific discrepancies and recommending next steps (e.g., contact counterparty, request updated Certificate of Insurance).

* Audit Log: All actions, requests, responses, and verification outcomes are meticulously logged for audit purposes.

3.7. Data Storage & Audit Trail

  • Action: All extracted data, API request/response payloads, verification reports, and notifications are securely stored within a central repository or database, linked to the respective contract record. This ensures a complete and immutable audit trail.

4. Technology Stack & Integrations

  • AI/ML Models: For OCR, NLP, and Classification (e.g., leveraging cloud AI services like AWS Textract/Comprehend, Google Cloud AI, Azure Cognitive Services, or custom models).
  • API Integrations:

* Next Insurance API: For direct verification with Next Insurance policies.

* Hippo API: For direct verification with Hippo insurance policies.

* Indio API (Applied Systems): For agency-centric verification, accessing policy data through broker platforms.

* Vertafore APIs: For broader access to carrier data and agency management system integrations (e.g., AMS360, Sagitta, ImageRight).

  • Orchestration Engine: A workflow automation platform to manage the sequence, conditional logic, and error handling of the steps.
  • Data Storage: Secure database (SQL/NoSQL) and document storage (e.g., S3, Azure Blob Storage).
  • Notification System: Email, Slack, Microsoft Teams, or internal dashboard alerts.

5. Inputs Required

To initiate the workflow, the system requires:

  • New Contract Document: PDF, DOCX, or scanned image containing insurance clauses and/or a Certificate of Insurance (COI).
  • Contractual Insurance Requirements: A pre-defined set of minimum insurance requirements for the specific contract type (e.g., minimum General Liability limit of $1M, requirement for Additional Insured status). This can be stored as metadata with the contract or in a central requirements database.

6. Outputs Generated

Upon successful execution, the workflow will generate:

  • Detailed Insurance Verification Report: A comprehensive document outlining:

* Original extracted insurance data.

* Verified insurance data from APIs.

* Comparison against contractual requirements.

* Verification status (Compliant, Non-Compliant, Manual Review Required).

* Specific discrepancies identified.

  • Updated Contract Status: Reflecting the insurance verification outcome in the CMS.
  • Automated Notifications: To relevant stakeholders, detailing the verification result and any required actions.
  • Audit Log Entries: Recording every step of the verification process.
  • Structured Insurance Data: Populated into a database for analytics and future reference.

7. Error Handling & Fallback Mechanisms

Robust error handling is critical for an automated workflow:

  • API Failure:

* Retry Logic: Implement exponential backoff and retry mechanisms for transient API errors.

* Fallback: If an API call consistently fails or returns an ambiguous response, the system will flag the contract for manual review and notify the responsible team.

  • Data Extraction Issues:

* If AI confidence scores for extracted data are below a predefined threshold, the system will flag the specific data points for human review and correction.

* In cases of unreadable documents or missing key information, the workflow will escalate to manual review.

  • Carrier Not Found: If the AI cannot identify a suitable API for a specific carrier, it will default to a manual review process or attempt verification through a general insurance platform if available.
  • Missing Information: If critical information (e.g., policy number) is missing from the input document, the workflow will pause and request the missing data or escalate for manual intervention.

8. Benefits of this Automated Workflow

  • Enhanced Compliance: Ensures all contracts meet required insurance standards, reducing legal and financial risks.
  • Significant Time Savings: Automates a historically manual and time-consuming process.
  • Increased Accuracy: Minimizes human error through AI-driven extraction and automated validation.
  • Faster Contract Onboarding: Accelerates the overall contract lifecycle.
  • Improved Auditability: Provides a clear, documented audit trail for all verification activities.
  • Scalability: Easily handles a growing volume of contracts without proportional increase in manual effort.
  • Cost Reduction: Lowers operational costs associated with manual verification.

Step Output

Step 2: AI Generation - Insurance Verification Workflow

This document outlines the detailed plan for Step 2 of the "Insurance Verification Workflow," focusing on how the AI will automatically verify insurance coverage for new contracts using integrated APIs from Next Insurance, Hippo, Indio, or Vertafore.


1. Workflow Step Objective

The primary objective of this AI generation step is to intelligently extract relevant information from a new contract, determine the most suitable insurance provider API, execute a real-time verification query, and generate a comprehensive verification status and details. This automation aims to significantly reduce manual effort, improve accuracy, and accelerate the contract onboarding process.

2. AI Logic & API Integration Detailed Plan

2.1 Input Data for AI Processing

The AI will receive structured or unstructured data pertaining to a new contract. This input will typically include:

  • Contract Document: The full text or a parsed version of the new contract (e.g., PDF, DOCX, JSON).
  • Key Contract Metadata: Pre-extracted fields such as client name, contract type, effective date, and any specific insurance requirements mentioned in the contract.
  • Customer Profile Information: Additional details about the client, such as their business type, address, and existing insurance relationships (if available).

2.2 Data Extraction and Preparation

Upon receiving the input, the AI will perform the following:

  • Named Entity Recognition (NER): Identify and extract critical entities from the contract text, including:

* Client Name (Individual/Business)

* Client Address

* Contract Effective Date

* Required Coverage Types (e.g., General Liability, Professional Liability, Workers' Compensation, Property)

* Minimum Coverage Limits and Deductibles

* Any existing policy numbers or insurer names mentioned in the contract

* Industry or Business Type (if not explicitly provided in metadata)

  • Data Normalization: Standardize extracted data formats (e.g., dates, currency, addresses) to ensure compatibility with API requirements.
  • Confidence Scoring: Assign a confidence score to each extracted piece of information, flagging low-confidence extractions for potential human review if necessary.

2.3 API Selection Strategy

The AI will dynamically select the most appropriate insurance provider API (Next Insurance, Hippo, Indio, or Vertafore) based on predefined rules and extracted contract information. This strategy ensures efficient and targeted verification.

  • Rule-Based Prioritization:

* Contract Type:

* Residential/Homeowner Contracts: Prioritize Hippo for its focus on home insurance.

* Small Business/Commercial Contracts: Prioritize Next Insurance for its commercial offerings.

* Broker/Agency-Centric Workflows: Prioritize Indio (for digital client intake/broker platform) or Vertafore (for agency management systems, e.g., AMS360, Sagitta, BenefitPoint) if the workflow involves an existing broker relationship or agency system integration.

* Industry Specificity: If the contract indicates a specific industry (e.g., construction, real estate), the AI can cross-reference which provider best serves that niche.

* Geographic Coverage: If provider APIs have geographic limitations, the AI will use the client's address to select an appropriate API.

* Client Preference/Existing Relationship: If the client's profile indicates an existing relationship with one of the providers, that API will be prioritized.

  • Waterfall Fallback Mechanism: If the primary API selection fails (e.g., API error, no coverage found, or insufficient data), the AI will automatically attempt verification with the next prioritized API in the sequence until a definitive status is achieved or all options are exhausted. The fallback order will be configurable.

2.4 API Interaction and Verification Logic

For the selected API, the AI will perform the following steps:

  1. Authentication: Securely authenticate with the chosen API using pre-configured API keys or OAuth tokens.
  2. Request Payload Construction: Map the extracted and normalized contract data (client name, address, business type, required coverage) to the specific parameters required by the target API's verification endpoint.
  3. API Call Execution: Send the constructed verification request to the insurance provider's API endpoint.
  4. Response Handling:

* Parse Response: Extract relevant data from the API's JSON/XML response, including policy number, insurer name, coverage types, limits, effective dates, expiration dates, policy status (active/inactive), and any exclusions.

* Error Handling: Identify and log API errors (e.g., 400 Bad Request, 401 Unauthorized, 404 Not Found, 500 Internal Server Error) and trigger the fallback mechanism if configured.

  1. Verification Logic:

* Match Required Coverage: Compare the coverage details returned by the API against the minimum requirements extracted from the contract.

* Status Determination:

* "Verified": If all required coverage types, limits, and dates are confirmed to be active and sufficient.

* "Partially Verified": If some, but not all, requirements are met (e.g., missing a specific rider, lower limits).

* "Not Verified - Missing Coverage": If essential coverage is entirely absent or significantly below requirements.

* "Not Verified - API Error": If all API attempts failed or returned inconclusive results.

* "Not Found": If the client or policy could not be located via any integrated API.

3. Output Generation

Upon completion of the verification process, the AI will generate a structured output containing the verification status and detailed information. This output will be passed to subsequent steps in the workflow.

  • Verification Status: (e.g., "Verified", "Partially Verified", "Not Verified - Missing Coverage", "Not Verified - API Error", "Not Found")
  • Verification Details:

* API Used: (e.g., "Next Insurance API", "Hippo API")

* Policy Number: (if found)

* Insurer Name: (from API response)

* Policy Holder Name: (from API response)

* Coverage Types & Limits: A list of verified coverages with their respective limits and deductibles.

* Effective Date: Policy start date.

* Expiration Date: Policy end date.

* Policy Status: (e.g., "Active", "Pending", "Lapsed")

* Discrepancies Noted: A clear list of any mismatches between required and verified coverage (e.g., "General Liability limit $500K, required $1M").

* API Response Raw Data: (Optional, for auditing/debugging) The raw JSON/XML response from the successful API call.

  • Actionable Recommendations: Based on the status (e.g., "Requires manual review for missing Professional Liability", "Proceed with contract finalization").
  • Confidence Score: An overall score indicating the AI's confidence in the verification outcome.

4. Key Considerations & Customization Points

  • Data Security and Privacy: All API interactions will adhere to strict data security protocols, including encryption in transit and at rest, and compliance with relevant data privacy regulations (e.g., GDPR, CCPA). API keys will be securely managed.
  • Error Handling and Retries: Robust error handling will be implemented, including exponential backoff for transient API errors and clear logging for persistent issues.
  • Scalability: The architecture will be designed to handle a high volume of verification requests efficiently.
  • Customizable Verification Rules: The definition of "verified" (e.g., specific minimum limits, required endorsements) will be configurable by the customer to align with their business policies.
  • API Prioritization Configuration: The customer will have the ability to define their preferred API selection order and rules.
  • Audit Trail: A complete audit trail of each verification attempt, including inputs, API calls, responses, and final status, will be maintained.

Step Output

Step 3: AI Generation Output for "Insurance Verification Workflow"

This deliverable represents the comprehensive, detailed, and professional output generated by the AI for the "Insurance Verification Workflow." This output outlines the structure, functionality, and key components of an automated system designed to streamline insurance verification for new contracts.


Workflow Title: Automated Insurance Verification for New Contracts

1. Workflow Purpose

The primary purpose of this workflow is to automatically and efficiently verify insurance coverage for new contracts, ensuring compliance, mitigating risk, and accelerating the contract finalization process. By integrating with leading insurance platforms and aggregators, the system aims to provide real-time or near real-time verification results, reducing manual effort and potential errors.

2. Key Objectives

  • Automate Verification: Eliminate manual review of insurance certificates and policies for new contracts.
  • Ensure Compliance: Verify that all required insurance coverages, limits, and endorsements are met as per contract specifications.
  • Reduce Risk: Identify gaps or deficiencies in insurance coverage before contract execution.
  • Accelerate Contract Cycle: Expedite the approval and finalization of contracts by providing swift insurance verification.
  • Improve Data Accuracy: Standardize the verification process and reduce human error.
  • Centralize Information: Integrate verification results into relevant contract management or CRM systems.

3. Target Insurance Platforms & APIs

This workflow is designed to leverage the following specified APIs for insurance verification:

  • Next Insurance API: For business insurance policies, often suitable for small to medium-sized businesses.
  • Hippo API: Primarily for homeowners insurance, potentially useful for contracts involving residential properties or related services.
  • Indio API (Applied Systems): An insurance application and renewal platform, providing access to policy details and streamlining data exchange with various carriers.
  • Vertafore APIs: A suite of APIs (e.g., Sagitta, AMS360, WorkSmart) offering broad capabilities for agency management, policy data, and claims information, suitable for diverse commercial and personal lines.

4. Detailed Workflow Steps

The automated insurance verification process will follow these sequential steps:

4.1. Trigger Event: New Contract Creation/Update

  • Description: The workflow is initiated when a new contract is created or updated within the designated Contract Management System (CMS), CRM, or a similar platform (e.g., Salesforce, HubSpot, custom contract system).
  • Action: A webhook or API call from the CMS/CRM triggers the insurance verification service.

4.2. Data Extraction & Pre-processing

  • Description: Relevant insurance-related data is extracted from the new contract and associated client records.
  • Key Data Points:

* Client Name / Legal Entity Name

* Client Address

* Contract Type (e.g., Service Agreement, Lease, Partnership)

* Required Insurance Types (e.g., General Liability, Professional Liability, Workers' Comp, Property)

* Minimum Coverage Limits

* Required Endorsements (e.g., Additional Insured)

* Policy Number (if provided by client)

* Effective/Expiration Dates (if provided)

* Client's designated insurance broker/agency (if available)

4.3. Intelligent API Selection & Routing

  • Description: Based on the extracted data and predefined rules, the system intelligently selects the most appropriate insurance API(s) to query.
  • Logic:

* If Contract Type indicates residential property, prioritize Hippo API.

* If Client Type is a small business and Required Insurance is general liability/professional liability, prioritize Next Insurance API.

* If Broker/Agency information is present and known to use Indio or Vertafore platforms, route the query accordingly.

* For broader commercial insurance verification or if initial specific API calls fail, utilize Indio or Vertafore APIs for comprehensive search, potentially querying through the client's known broker.

* Fallback: If no specific API is determined or the primary query fails, attempt a broader search across multiple relevant APIs or flag for manual review.

4.4. API Call & Request Formulation

  • Description: The system constructs an API request to the selected insurance provider(s) using the extracted client and policy data.
  • Actions:

* Authenticate with the chosen API using secure credentials (API keys, OAuth tokens).

* Format the request payload according to the specific API documentation (e.g., client name, address, policy number, search parameters).

* Submit the API request.

4.5. Response Parsing & Data Normalization

  • Description: The system receives the API response, parses the JSON/XML data, and normalizes it into a standardized internal data model.
  • Actions:

* Extract key policy details: Insured Name, Policy Number, Policy Type, Effective Date, Expiration Date, Coverage Limits (e.g., per occurrence, aggregate), Deductibles, Endorsements.

* Handle various API response formats and error codes.

4.6. Verification Logic & Compliance Check

  • Description: The normalized insurance data is compared against the specific requirements outlined in the new contract.
  • Checks Performed:

* Insured Name Match: Verify the policy holder matches the contract party.

* Policy Active: Confirm the policy is active and covers the contract period.

* Coverage Types: Ensure all required insurance types (e.g., GL, WC, PL) are present.

* Coverage Limits: Validate that coverage limits meet or exceed contract minimums.

* Endorsements: Verify the presence of specific endorsements (e.g., Additional Insured, Waiver of Subrogation) if required.

* Geographic Scope: Confirm coverage applies to the relevant operational areas.

4.7. Status Update & Record Keeping

  • Description: The verification outcome is recorded and updated in the originating CMS/CRM.
  • Actions:

* Update the contract record with a clear verification status: Verified, Pending Manual Review, Rejected (Non-Compliant).

* Store detailed verification results, including policy details, compliance report, and timestamp.

* Attach any generated certificates of insurance (if available via API).

4.8. Notification & Escalation

  • Description: Stakeholders are notified of the verification outcome, and non-compliant cases are escalated.
  • Actions:

* Send automated email/Slack/Teams notifications to relevant contract managers, legal teams, or sales representatives.

* For Rejected or Pending Manual Review statuses, trigger an escalation process, creating a task or ticket in a project management system (e.g., Jira, Asana) for human intervention.

* Provide clear reasons for non-compliance in notifications and reports.

4.9. Error Handling & Retry Mechanism

  • Description: Implement robust error handling for API failures, network issues, or data discrepancies.
  • Actions:

* Log all errors with detailed messages.

* Implement retry logic for transient API errors with exponential backoff.

* If an API call consistently fails or returns ambiguous data, flag for manual review and notify administrators.

5. Input Requirements

To successfully execute this workflow, the following data points are typically required as input from the triggering system (e.g., CMS, CRM):

  • Contract ID / Reference Number: Unique identifier for the contract.
  • Client Legal Name: Full legal name of the entity requiring insurance verification.
  • Client Primary Address: Physical address of the client.
  • Contract Start Date & End Date: Period for which insurance coverage is required.
  • Required Insurance Types: List of specific insurance policies needed (e.g., "General Liability", "Workers' Compensation").
  • Minimum Coverage Limits: Monetary thresholds for each required insurance type.
  • Required Endorsements: Specific clauses or additions to be verified (e.g., "Additional Insured: [Your Company Name]").
  • Optional: Client Provided Policy Number(s): If the client has already provided policy details.
  • Optional: Client's Insurance Broker/Agency Name: To facilitate targeted searches.

6. Output & Deliverables

Upon successful execution, the workflow will produce the following:

  • Updated Contract Record: In the originating CMS/CRM with a definitive insurance verification status.
  • Detailed Verification Report: A digital record (e.g., PDF, JSON, database entry) containing:

* Verification Status (Verified, Rejected, Pending Manual Review).

* Date and Time of Verification.

* Policy Details (Insured Name, Policy Number, Carrier, Effective/Expiration Dates, Coverage Limits, Endorsements Found).

* Compliance Summary (Pass/Fail for each required item).

* Reasons for Non-Compliance (if applicable).

* Links to any retrieved Certificates of Insurance.

  • Automated Notifications: To relevant internal stakeholders (email, chat messages).
  • Escalation Tasks/Tickets: For non-compliant or ambiguous cases, assigned to appropriate personnel.

7. Benefits of Implementation

  • Increased Efficiency: Significantly reduces the time and effort spent on manual insurance verification.
  • Enhanced Accuracy: Minimizes human error through automated data comparison and validation.
  • Faster Contract Onboarding: Accelerates the entire contract lifecycle, improving business agility.
  • Reduced Risk Exposure: Proactive identification of insurance gaps ensures compliance and protects the organization.
  • Audit Trail: Creates a comprehensive, digital record of all verification activities for compliance and auditing purposes.
  • Improved Scalability: Easily handles a growing volume of new contracts without proportional increase in manual workload.

8. Technical Considerations & Future Enhancements

8.1. Technical Considerations

  • API Key Management: Secure storage and rotation of API keys for all integrated platforms.
  • Rate Limiting: Implement logic to handle API rate limits and avoid service interruptions.
  • Data Mapping: Robust mapping between contract requirements and varying data structures from different insurance APIs.
  • Security & Privacy: Ensure all data handling complies with relevant data privacy regulations (e.g., GDPR, CCPA) and industry security standards.
  • Monitoring & Logging: Comprehensive logging of all workflow executions, API calls, and errors for troubleshooting and performance monitoring.
  • Scalability: Design the architecture to handle increasing volumes of verification requests.

8.2. Future Enhancements

  • AI-Powered Document Analysis: Integrate OCR and NLP to extract insurance requirements directly from contract documents and policy details from uploaded certificates, reducing reliance on structured input.
  • Predictive Analytics: Analyze historical verification data to identify common compliance issues or risk patterns.
  • Customizable Rule Engine: Allow business users to easily configure and update insurance compliance rules without developer intervention.
  • Dashboard & Reporting: Develop a real-time dashboard to visualize verification statuses, compliance rates, and identify bottlenecks.
  • Integration with Underwriting Systems: For more complex risk assessments, potentially integrate with internal underwriting platforms.
  • Self-Service Portal: Allow clients to directly upload policy documents or connect their insurance provider, with automated verification feedback.

Step Output

Project: Insurance Verification Workflow

Step 4: AI-Generated Solution Design for Automated Insurance Verification

This document outlines the detailed, professional solution design for automating insurance verification for new contracts. This deliverable is generated as part of Step 4 ("AI → generate") of your "Insurance Verification Workflow" and provides a comprehensive blueprint for implementation.


1. Executive Summary

This proposed solution leverages advanced API integrations with leading insurance platforms (Next Insurance, Hippo, Indio, Vertafore) to automatically verify insurance coverage for new contracts. The system is designed to intelligently route verification requests, extract relevant policy details, validate coverage against predefined criteria, and report findings, significantly reducing manual effort, improving accuracy, and accelerating the contract onboarding process.


2. Detailed Workflow Description

The automated insurance verification workflow will follow a structured, intelligent process from trigger to final report.

2.1. Trigger & Data Ingestion

  • Trigger Event: The workflow is initiated upon the creation of a new contract or client onboarding event within your primary Contract Management System (CMS) or CRM. This can be configured as:

* API Webhook: Real-time notification from your CMS/CRM to our integration platform.

* Scheduled Poll: Regular query of your CMS/CRM for new contracts requiring verification.

* Manual Upload: Option for users to manually submit contract details for ad-hoc verification.

  • Data Extraction: Key contract and client information (e.g., client name, contract ID, proposed coverage start date, required coverage types, policy number if available, insurer name) will be automatically extracted from the triggering system. This data will form the basis for the API calls.

2.2. Intelligent API Routing

Upon receiving a verification request, the system will intelligently determine which insurance API to query based on available information:

  • Insurer Identification: If the insurer is specified in the contract data (e.g., "Next Insurance Policy"), the system will directly route the request to the corresponding API.
  • Policy Type/Coverage: For specific policy types (e.g., commercial property for Hippo, brokerage management for Vertafore), the system can prioritize relevant APIs.
  • Fallback Logic: If an insurer is not explicitly identified or the primary API fails, the system can be configured to sequentially attempt verification through other integrated APIs or flag for manual review.
  • Load Balancing/Preference: Future enhancements could include routing based on API response times or predefined preferences.

2.3. API Integration & Data Retrieval

For each selected API, the system will perform the following actions:

  • 2.3.1. Next Insurance API Integration

* Purpose: Verify small business insurance policies (e.g., General Liability, Workers' Comp).

* Data Sent: Client business name, policy number (if available), business address, effective date range.

* Data Retrieved: Policy status (active/inactive), coverage types, coverage limits, deductible information, policy effective and expiration dates, certificate of insurance (COI) URL.

  • 2.3.2. Hippo API Integration

* Purpose: Verify home and commercial property insurance policies.

* Data Sent: Property address, client name, policy number (if available), proposed effective date.

* Data Retrieved: Policy status, property details, coverage limits (dwelling, personal property, liability), deductible, policy effective and expiration dates, mortgagee clause details.

  • 2.3.3. Indio API Integration

* Purpose: Verify commercial insurance policies managed through the Indio platform (e.g., various commercial lines, renewals).

* Data Sent: Client name, application ID, broker ID, policy type, effective date.

* Data Retrieved: Application status, policy binder details, coverage schedules, limits, endorsements, renewal status, associated documents.

  • 2.3.4. Vertafore API Integration

* Purpose: Verify policies across various carriers and lines of business managed by Vertafore agency management systems (e.g., AMS360, Sagitta, ImageRight).

* Data Sent: Client ID, policy number, carrier name, line of business, effective date.

* Data Retrieved: Policy details (status, coverage, limits, premiums), claims history summary, policy documents, producer information.

2.4. Verification Logic & Validation

Once data is retrieved from the relevant API, the system will apply predefined business rules to validate coverage:

  • Policy Status: Must be "Active" or "In Force" for the required period.
  • Effective Dates: Policy effective date must precede or align with the contract start date, and expiration date must extend beyond the required coverage period (e.g., 12 months from contract start).
  • Coverage Types: All required coverage types (e.g., General Liability, Professional Liability, Workers' Compensation) must be present.
  • Coverage Limits: Minimum aggregate and per-occurrence limits must be met (e.g., $1M/$2M General Liability).
  • Named Insured: The client's legal entity name must match the named insured on the policy.
  • Additional Insured/Waiver of Subrogation: Verification of specific endorsements if required by the contract.

2.5. Exception Handling & Manual Review

  • API Failures: If an API call fails (e.g., timeout, invalid credentials, service unavailable), the system will retry (configurable attempts) and then flag the request for manual review.
  • Verification Failures: If retrieved data does not meet all validation criteria, the system will clearly identify the discrepancies and flag the contract for manual review by an insurance specialist.
  • Missing Information: If critical data is missing from the initial trigger (e.g., no policy number or insurer name), the system will prompt for additional information or route to manual processing.

2.6. Output & Reporting

  • Status Update: The verification status (Verified, Pending Manual Review, Failed) will be updated in your CMS/CRM.
  • Detailed Report: A comprehensive report will be generated for each verification, including:

* Client & Contract Details

* API Used for Verification

* Retrieved Policy Information (status, dates, coverages, limits)

* Validation Results (pass/fail for each rule)

* Reasons for Failure/Pending Review

* Link to COI (if available)

  • Notifications: Automated email or internal system notifications will be sent to relevant stakeholders for successful verifications or required manual interventions.
  • Audit Trail: All verification attempts, API responses, and validation outcomes will be logged for auditing and compliance purposes.

3. Key Technologies & Integrations

  • API Platforms: Next Insurance API, Hippo API, Indio API, Vertafore API (specific modules/services will be identified during implementation).
  • Integration Platform: A robust iPaaS (Integration Platform as a Service) or custom middleware will be utilized to manage API connections, data transformations, and workflow orchestration.
  • Data Storage: Secure, temporary storage for extracted and retrieved data during processing, adhering to data retention policies.
  • Your Core Systems:

* Contract Management System (CMS): As the primary source and destination for verification status.

* Customer Relationship Management (CRM): For client-specific data and status updates.


4. Expected Outcomes & Business Benefits

  • Significant Time Savings: Automating a process that traditionally requires manual data entry and cross-referencing.
  • Enhanced Accuracy: Eliminating human error in data transcription and policy validation.
  • Faster Contract Onboarding: Reducing bottlenecks and accelerating the time-to-value for new contracts.
  • Improved Compliance: Ensuring all contracts meet required insurance thresholds and documentation.
  • Reduced Risk: Mitigating the risk of working with underinsured or improperly insured clients.
  • Scalability: Ability to handle a growing volume of contracts without proportional increase in manual resources.
  • Auditability: Comprehensive logs provide a clear audit trail for compliance and dispute resolution.

5. Security, Compliance, & Data Privacy

  • Data Encryption: All data in transit and at rest will be encrypted using industry-standard protocols (e.g., TLS 1.2+, AES-256).
  • Access Control: Strict role-based access control (RBAC) will be implemented for all systems involved, ensuring only authorized personnel can access sensitive information.
  • API Key Management: API keys and credentials will be securely stored and managed (e.g., using a secrets management service) and never hardcoded.
  • Compliance: The solution will be designed to adhere to relevant data privacy regulations (e.g., GDPR, CCPA, HIPAA if applicable) and industry best practices.
  • Audit Logs: Detailed audit trails will be maintained for all system activities, API calls, and data access.

6. Actionable Next Steps

To move forward with the implementation of this solution, we require your input and collaboration on the following:

  1. Review & Feedback: Please review this detailed design document and provide any feedback, questions, or specific requirements not yet covered.
  2. API Key Provisioning: Provide necessary API keys and credentials for Next Insurance, Hippo, Indio, and Vertafore, or facilitate access to the teams responsible for their management.
  3. Define Verification Criteria: Finalize the precise business rules and minimum requirements for policy status, coverage types, and limits (as outlined in Section 2.4) that constitute a "verified" policy.
  4. System Integration Points: Confirm the specific API endpoints or database tables within your CMS/CRM that will serve as the trigger for new contracts and the destination for verification results.
  5. Data Mapping: Collaborate with our team to map the relevant fields from your contract data to the input parameters required by each insurance API.
  6. Exception Handling Protocols: Define the preferred escalation paths and notification methods for contracts requiring manual review.
  7. Pilot Program Scope: Identify a small set of contracts or a specific business unit for an initial pilot program to test and refine the workflow.

7. Conclusion

This comprehensive solution design provides a robust framework for automating your insurance verification process. By integrating with leading insurance APIs and implementing intelligent workflow logic, we aim to deliver a system that is efficient, accurate, and scalable. We look forward to your feedback and partnership in bringing this solution to fruition.

Step Output

Deliverable: Comprehensive Output for Automated Insurance Verification Workflow

Workflow Title: Insurance Verification Workflow

Description: Automatically verify insurance coverage for new contracts using Next Insurance, Hippo, Indio, or Vertafore APIs.

This document provides a detailed professional output for the "Insurance Verification Workflow," outlining its functionality, benefits, and technical approach. This workflow represents a significant advancement in automating critical business processes, ensuring accuracy, speed, and compliance in contract management.


1. Executive Summary

The "Insurance Verification Workflow" is an intelligent automation solution designed to streamline and accelerate the process of verifying insurance coverage for new contracts. By leveraging advanced AI capabilities and direct integrations with leading insurance provider APIs (Next Insurance, Hippo, Indio, Vertafore), this workflow eliminates manual data entry, reduces human error, and provides real-time verification status. This ensures that all new contracts meet necessary insurance requirements promptly and accurately, mitigating risk and enhancing operational efficiency.


2. Workflow Objective

The primary objectives of the Insurance Verification Workflow are to:

  • Automate Coverage Verification: Automatically initiate and complete insurance coverage checks for newly submitted contracts.
  • Ensure Compliance: Validate that insurance details meet contractual, regulatory, and internal policy requirements.
  • Reduce Manual Effort & Errors: Minimize human intervention in the verification process, thereby reducing costs and the likelihood of costly mistakes.
  • Accelerate Contract Lifecycle: Significantly shorten the time from contract submission to final approval by expediting insurance checks.
  • Provide Real-time Insights: Offer immediate status updates and detailed reports on insurance verification outcomes.
  • Enhance Risk Management: Proactively identify and flag contracts with insufficient or non-compliant insurance coverage.

3. Key Workflow Steps (Automated Process Overview)

The automated Insurance Verification Workflow follows a structured, multi-step process:

  1. Contract Submission & Trigger:

* A new contract is uploaded or generated within the system (e.g., CRM, ERP, contract management system).

* This action triggers the initiation of the Insurance Verification Workflow.

  1. AI-Powered Data Extraction (Intelligent Document Processing - IDP):

* The AI engine processes the contract document (PDF, DOCX, scanned image, etc.).

* It intelligently extracts all relevant insurance-related information, including:

* Policyholder Name

* Policy Number

* Insurer Name

* Coverage Type(s) (e.g., General Liability, Professional Indemnity, Property)

* Coverage Limits (e.g., per occurrence, aggregate)

* Effective Date

* Expiry Date

* Certificate Holder Information

* Additional Insured Endorsements (if applicable)

  1. Insurer Identification & API Routing:

* Based on the extracted "Insurer Name," the system intelligently identifies the correct insurance provider.

* It then routes the verification request to the appropriate API endpoint (Next Insurance, Hippo, Indio, or Vertafore). If the insurer is not one of the integrated providers, it can be flagged for manual review or an alternative verification method.

  1. API Integration & Real-time Verification:

* The workflow sends a secure, API-based query to the identified insurance provider (e.g., Next Insurance, Hippo, Indio, Vertafore) using the extracted policy details.

* The API call requests verification of coverage status, policy details, and limits directly from the insurer's system.

  1. Data Validation & Discrepancy Detection:

* The workflow receives the response from the insurance provider's API.

* It then rigorously compares the verified data from the API with the information extracted from the contract.

* Any discrepancies (e.g., different coverage limits, expired policy, missing coverage type) are automatically flagged.

* Pre-defined business rules are applied to determine if the verified coverage meets the requirements of the new contract.

  1. Status Reporting & Notification:

* Based on the validation results, a comprehensive verification report is generated.

* The contract's status is updated (e.g., "Insurance Verified," "Pending Review - Discrepancy," "Insurance Rejected").

* Automated notifications are sent to relevant stakeholders (e.g., contract manager, legal team, sales representative) via email, internal messaging platforms, or system alerts.

  1. Audit Trail & Archiving:

* All steps, data extractions, API requests/responses, and verification outcomes are meticulously logged, creating a complete audit trail for compliance and future reference.


4. AI-Powered Verification Engine Capabilities

The core intelligence of this workflow lies in its AI-powered verification engine, which includes:

  • Optical Character Recognition (OCR) & Natural Language Processing (NLP): For accurate data extraction from diverse document formats and structures.
  • Machine Learning (ML) Models: Continuously learn and improve data extraction accuracy and discrepancy identification based on historical data and user feedback.
  • API Orchestration Layer: Manages complex interactions with multiple external insurance APIs, handling authentication, rate limits, and error handling.
  • Rules Engine: Configurable business rules to define acceptable coverage thresholds, required policy types, and actions to take upon specific verification outcomes.
  • Anomaly Detection: Identifies unusual patterns or missing critical information that might indicate fraud or non-compliance, flagging it for human review.

5. Benefits of the Automated Insurance Verification Workflow

Implementing this workflow delivers substantial benefits across your organization:

  • Unparalleled Efficiency & Speed: Reduces the time required for insurance verification from hours or days to mere minutes, significantly accelerating contract finalization.
  • Superior Accuracy & Compliance: Eliminates manual data entry errors, ensuring that all verified information is accurate and fully compliant with contractual and regulatory obligations.
  • Significant Cost Reduction: Lowers operational costs by automating a labor-intensive process, freeing up staff for higher-value activities.
  • Enhanced Risk Mitigation: Proactively identifies and addresses insurance gaps or non-compliance issues before contract execution, minimizing potential liabilities.
  • Improved Customer & Partner Experience: Faster verification leads to quicker service delivery and stronger relationships with clients and partners.
  • Scalability: Easily accommodates increasing volumes of new contracts without requiring a proportional increase in human resources.
  • Comprehensive Auditability: Provides a detailed, immutable audit trail for every verification, crucial for compliance and internal reviews.

6. Output & Reporting

The workflow generates clear, actionable outputs and reports:

  • Verification Status: A definitive "Verified," "Pending Review," or "Rejected" status for each contract's insurance coverage.
  • Detailed Verification Report: Includes:

* Original extracted data from the contract.

* Verified data obtained directly from the insurer's API.

* Clear indication of any discrepancies found.

* A summary of compliance against contract requirements.

* Timestamp of verification.

  • Discrepancy Log: A specific report highlighting all identified mismatches or non-compliant aspects, with recommendations for review.
  • Audit Trail: A comprehensive, time-stamped record of every step taken during the verification process.
  • Integration with Existing Systems: Verified data and status updates can be seamlessly pushed back into your CRM, ERP, or contract management system for a unified view.
  • Dashboards & Analytics: Customizable dashboards can provide real-time insights into verification volumes, success rates, common discrepancies, and processing times.

7. Next Steps

This comprehensive output details the capabilities and benefits of the automated Insurance Verification Workflow. To proceed, we recommend the following:

  1. Review and Feedback: Please review this output and provide any questions or feedback.
  2. Demonstration: Schedule a live demonstration of the workflow in action, showcasing its capabilities with sample contracts.
  3. Integration Discussion: Discuss specific integration points with your existing systems (e.g., contract management platform, CRM, ERP) to ensure seamless data flow.
  4. Pilot Program: Consider a pilot program with a subset of your contracts to experience the immediate benefits firsthand.

We are confident that this workflow will significantly enhance your contract management process, driving efficiency, accuracy, and compliance.

Step Output

This document provides a comprehensive and detailed overview of the "Insurance Verification Workflow," which automates the critical process of verifying insurance coverage for new contracts. This deliverable outlines the workflow's capabilities, process, benefits, and the specific output you can expect.


Insurance Verification Workflow: Comprehensive Output

1. Workflow Title and Purpose

Title: Automated Insurance Verification Workflow

Purpose: To systematically and automatically verify insurance coverage for new contracts, ensuring compliance, reducing manual effort, and accelerating contract finalization.

2. Workflow Objective

The primary objectives of this workflow are to:

  • Streamline Verification: Automate the entire insurance verification process from contract initiation to final status reporting.
  • Enhance Accuracy: Minimize human error by leveraging direct API integrations with insurance providers.
  • Ensure Compliance: Confirm that all new contracts meet the specified insurance requirements before execution.
  • Accelerate Operations: Reduce the time and resources traditionally spent on manual insurance checks, speeding up contract approvals and business operations.
  • Provide Actionable Insights: Deliver clear, concise reports that highlight coverage status and flag any discrepancies or insufficient coverage.

3. Key Features and Capabilities

This automated workflow is designed with robust features to deliver efficient and reliable insurance verification:

  • Multi-API Integration: Seamlessly connects with leading insurance platforms, including Next Insurance, Hippo, Indio, and Vertafore, to query policy data directly.
  • Automated Data Extraction: Intelligently extracts key insurance requirements and party details from new contract documents.
  • Real-time Verification: Executes API calls in real-time to obtain the most current policy status and details.
  • Coverage Comparison Engine: Automatically compares retrieved policy details (e.g., coverage types, limits, effective dates, expiration dates) against predefined contract requirements.
  • Comprehensive Status Reporting: Generates detailed reports indicating the overall verification status (e.g., Verified, Pending, Insufficient, Not Found).
  • Configurable Alerts: Can be set up to trigger notifications or escalations for critical issues such as insufficient coverage, expired policies, or missing policy information.
  • Audit Trail: Maintains a complete log of all verification attempts, API interactions, and outcomes for compliance and record-keeping purposes.

4. Workflow Process Overview

The Insurance Verification Workflow follows a structured, automated sequence to ensure thorough and efficient processing:

  1. Contract Ingestion: A new contract requiring insurance verification is uploaded or identified within your system (e.g., CRM, document management system).
  2. Information Extraction: The workflow automatically extracts critical data points from the contract, such as the insured party's name, contract ID, required insurance types (e.g., General Liability, Professional Liability, Workers' Comp), and minimum coverage limits.
  3. API Query Generation: Based on the extracted information, the workflow dynamically constructs and dispatches API requests to the relevant insurance providers (Next Insurance, Hippo, Indio, Vertafore).
  4. Real-time Data Retrieval: The workflow interacts with the specified insurance APIs to retrieve current policy details associated with the insured party.
  5. Response Processing & Normalization: API responses are received, parsed, and normalized into a standardized format for consistent analysis.
  6. Coverage Analysis: The retrieved policy data is meticulously compared against the insurance requirements specified in the new contract. This includes checking for policy validity, coverage types, limits, and any required endorsements.
  7. Status Determination: The workflow determines the overall verification status for each required coverage type and for the contract as a whole.
  8. Report Generation: A comprehensive Insurance Verification Report is generated, summarizing all findings.
  9. Notification & Escalation (Optional): Depending on the configuration, stakeholders are notified of the verification outcome. Critical issues (e.g., insufficient coverage) can trigger immediate alerts or escalation workflows.

5. Benefits of the Automated Workflow

Implementing this automated insurance verification workflow delivers significant advantages:

  • Increased Operational Efficiency: Dramatically reduces the manual labor and time associated with verifying insurance, freeing up staff for higher-value tasks.
  • Enhanced Data Accuracy: Eliminates human transcription errors and ensures that verification is based on the most current data directly from insurance carriers.
  • Reduced Business Risk: Proactively identifies and flags non-compliant or insufficient insurance coverage, mitigating potential financial and legal risks.
  • Faster Contract Lifecycle: Accelerates the contract approval process by providing rapid and reliable insurance verification, leading to quicker revenue recognition.
  • Improved Compliance Posture: Ensures a consistent and auditable process for meeting regulatory and contractual insurance requirements.
  • Scalability: Easily accommodates a growing volume of new contracts without a proportional increase in manual workload.
  • Cost Savings: Lowers operational costs by optimizing resource allocation and reducing the need for extensive manual reviews.

6. Integration Points

The workflow leverages direct API integrations with the following leading insurance platforms:

  • Next Insurance API: Primarily used for verifying small business insurance policies, including General Liability, Professional Liability, and Workers' Compensation.
  • Hippo API: Integrated for residential property insurance verification, commonly used when contracts involve homeowners or residential properties.
  • Indio API: Utilized for accessing commercial insurance application data and policy details, particularly useful for complex commercial accounts.
  • Vertafore API: Provides broad access to policy and client data within the Vertafore agency management ecosystem, offering comprehensive verification capabilities for agencies utilizing their software.

7. Deliverable: Insurance Verification Report Example

The primary deliverable of this workflow is a detailed Insurance Verification Report. Below is an example structure and content you can expect for each verified contract:


INSURANCE VERIFICATION REPORT

Date of Verification: 2023-10-27 14:35:01 UTC

Contract ID: CTX-2023-01234

Insured Entity: Acme Solutions Inc.

Contract Party Email: contracts@acmesolutions.com

Overall Verification Status: VERIFIED - ALL REQUIREMENTS MET


1. General Liability Insurance

  • Status: VERIFIED
  • Provider: Next Insurance
  • Policy Number: GL-NX-87654321
  • Policy Holder: Acme Solutions Inc.
  • Effective Date: 2023-01-15
  • Expiration Date: 2024-01-14
  • Coverage Limits:

* Per Occurrence: $1,000,000

* General Aggregate: $2,000,000

* Products-Completed Operations Aggregate: $2,000,000

  • Contract Requirement: $1,000,000 Per Occurrence / $2,000,000 Aggregate
  • Notes: Coverage meets all specified contract requirements.

2. Professional Liability (E&O) Insurance

  • Status: VERIFIED
  • Provider: Indio (via carrier: Travelers)
  • Policy Number: PL-IN-12345678
  • Policy Holder: Acme Solutions Inc.
  • Effective Date: 2023-03-01
  • Expiration Date: 2024-02-28
  • Coverage Limits:

* Per Claim: $500,000

* Aggregate: $1,000,000

  • Contract Requirement: $500,000 Per Claim / $1,000,000 Aggregate
  • Notes: Coverage meets all specified contract requirements.

3. Workers' Compensation Insurance

  • Status: VERIFIED
  • Provider: Vertafore (via carrier: Hartford)
  • Policy Number: WC-VF-98765432
  • Policy Holder: Acme Solutions Inc.
  • Effective Date: 2023-02-10
  • Expiration Date: 2024-02-09
  • Coverage Limits: Statutory
  • Contract Requirement: Statutory
  • Notes: Coverage meets statutory requirements for [State Name, e.g., California].

Actionable Recommendations:

  • Proceed with contract finalization as all insurance requirements are met.
  • No further action required at this time.

8. Next Steps & Future Enhancements

This workflow provides a robust foundation for automated insurance verification. We recommend considering the following enhancements for even greater value:

  • Integration with Core Systems: Integrate the verification outcomes directly into your CRM, ERP, or contract management system for a unified data view and streamlined workflows.
  • Customizable Reporting & Dashboards: Develop tailored reports and interactive dashboards to provide real-time insights into verification statuses across all contracts.
  • Proactive Renewal Monitoring: Implement automated alerts for upcoming policy expiration dates to ensure continuous coverage and proactive follow-up with insured parties.
  • Expanded API Integrations: Explore and integrate with additional insurance carrier APIs to broaden coverage verification capabilities.
  • AI-Powered Anomaly Detection: Utilize machine learning to identify unusual policy terms, potential discrepancies, or patterns that might indicate fraud or misrepresentation.
  • Self-Service Portal: Develop a
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\n"); zip.file(folder+"src/app/app.component.css",".app-header{display:flex;flex-direction:column;align-items:center;justify-content:center;min-height:60vh;gap:16px}h1{font-size:2.5rem;font-weight:700;color:#6366f1}\n"); } zip.file(folder+"src/app/app.config.ts","import { ApplicationConfig, provideZoneChangeDetection } from '@angular/core';\nimport { provideRouter } from '@angular/router';\nimport { routes } from './app.routes';\n\nexport const appConfig: ApplicationConfig = {\n providers: [\n provideZoneChangeDetection({ eventCoalescing: true }),\n provideRouter(routes)\n ]\n};\n"); zip.file(folder+"src/app/app.routes.ts","import { Routes } from '@angular/router';\n\nexport const routes: Routes = [];\n"); Object.keys(extracted).forEach(function(p){ var fp=p.startsWith("src/")?p:"src/"+p; zip.file(folder+fp,extracted[p]); }); zip.file(folder+"README.md","# "+slugTitle(pn)+"\n\nGenerated by PantheraHive BOS.\n\n## Setup\n\`\`\`bash\nnpm install\nng serve\n# or: npm start\n\`\`\`\n\n## Build\n\`\`\`bash\nng build\n\`\`\`\n\nOpen in VS Code with Angular Language Service extension.\n"); zip.file(folder+".gitignore","node_modules/\ndist/\n.env\n.DS_Store\n*.local\n.angular/\n"); } /* --- Python --- */ function buildPython(zip,folder,app,code){ var title=slugTitle(app); var pn=pkgName(app); var src=code.replace(/^\`\`\`[\w]*\n?/m,"").replace(/\n?\`\`\`$/m,"").trim(); var reqMap={"numpy":"numpy","pandas":"pandas","sklearn":"scikit-learn","tensorflow":"tensorflow","torch":"torch","flask":"flask","fastapi":"fastapi","uvicorn":"uvicorn","requests":"requests","sqlalchemy":"sqlalchemy","pydantic":"pydantic","dotenv":"python-dotenv","PIL":"Pillow","cv2":"opencv-python","matplotlib":"matplotlib","seaborn":"seaborn","scipy":"scipy"}; var reqs=[]; Object.keys(reqMap).forEach(function(k){if(src.indexOf("import "+k)>=0||src.indexOf("from "+k)>=0)reqs.push(reqMap[k]);}); var reqsTxt=reqs.length?reqs.join("\n"):"# add dependencies here\n"; zip.file(folder+"main.py",src||"# "+title+"\n# Generated by PantheraHive BOS\n\nprint(title+\" loaded\")\n"); zip.file(folder+"requirements.txt",reqsTxt); zip.file(folder+".env.example","# Environment variables\n"); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\n## Setup\n\`\`\`bash\npython3 -m venv .venv\nsource .venv/bin/activate\npip install -r requirements.txt\n\`\`\`\n\n## Run\n\`\`\`bash\npython main.py\n\`\`\`\n"); zip.file(folder+".gitignore",".venv/\n__pycache__/\n*.pyc\n.env\n.DS_Store\n"); } /* --- Node.js --- */ function buildNode(zip,folder,app,code){ var title=slugTitle(app); var pn=pkgName(app); var src=code.replace(/^\`\`\`[\w]*\n?/m,"").replace(/\n?\`\`\`$/m,"").trim(); var depMap={"mongoose":"^8.0.0","dotenv":"^16.4.5","axios":"^1.7.9","cors":"^2.8.5","bcryptjs":"^2.4.3","jsonwebtoken":"^9.0.2","socket.io":"^4.7.4","uuid":"^9.0.1","zod":"^3.22.4","express":"^4.18.2"}; var deps={}; Object.keys(depMap).forEach(function(k){if(src.indexOf(k)>=0)deps[k]=depMap[k];}); if(!deps["express"])deps["express"]="^4.18.2"; var pkgJson=JSON.stringify({"name":pn,"version":"1.0.0","main":"src/index.js","scripts":{"start":"node src/index.js","dev":"nodemon src/index.js"},"dependencies":deps,"devDependencies":{"nodemon":"^3.0.3"}},null,2)+"\n"; zip.file(folder+"package.json",pkgJson); var fallback="const express=require(\"express\");\nconst app=express();\napp.use(express.json());\n\napp.get(\"/\",(req,res)=>{\n res.json({message:\""+title+" API\"});\n});\n\nconst PORT=process.env.PORT||3000;\napp.listen(PORT,()=>console.log(\"Server on port \"+PORT));\n"; zip.file(folder+"src/index.js",src||fallback); zip.file(folder+".env.example","PORT=3000\n"); zip.file(folder+".gitignore","node_modules/\n.env\n.DS_Store\n"); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\n## Setup\n\`\`\`bash\nnpm install\n\`\`\`\n\n## Run\n\`\`\`bash\nnpm run dev\n\`\`\`\n"); } /* --- Vanilla HTML --- */ function buildVanillaHtml(zip,folder,app,code){ var title=slugTitle(app); var isFullDoc=code.trim().toLowerCase().indexOf("=0||code.trim().toLowerCase().indexOf("=0; var indexHtml=isFullDoc?code:"\n\n\n\n\n"+title+"\n\n\n\n"+code+"\n\n\n\n"; zip.file(folder+"index.html",indexHtml); zip.file(folder+"style.css","/* "+title+" — styles */\n*{margin:0;padding:0;box-sizing:border-box}\nbody{font-family:system-ui,-apple-system,sans-serif;background:#fff;color:#1a1a2e}\n"); zip.file(folder+"script.js","/* "+title+" — scripts */\n"); zip.file(folder+"assets/.gitkeep",""); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\n## Open\nDouble-click \`index.html\` in your browser.\n\nOr serve locally:\n\`\`\`bash\nnpx serve .\n# or\npython3 -m http.server 3000\n\`\`\`\n"); zip.file(folder+".gitignore",".DS_Store\nnode_modules/\n.env\n"); } /* ===== MAIN ===== */ var sc=document.createElement("script"); sc.src="https://cdnjs.cloudflare.com/ajax/libs/jszip/3.10.1/jszip.min.js"; sc.onerror=function(){ if(lbl)lbl.textContent="Download ZIP"; alert("JSZip load failed — check connection."); }; sc.onload=function(){ var zip=new JSZip(); var base=(_phFname||"output").replace(/\.[^.]+$/,""); var app=base.toLowerCase().replace(/[^a-z0-9]+/g,"_").replace(/^_+|_+$/g,"")||"my_app"; var folder=app+"/"; var vc=document.getElementById("panel-content"); var panelTxt=vc?(vc.innerText||vc.textContent||""):""; var lang=detectLang(_phCode,panelTxt); if(_phIsHtml){ buildVanillaHtml(zip,folder,app,_phCode); } else if(lang==="flutter"){ buildFlutter(zip,folder,app,_phCode,panelTxt); } else if(lang==="react-native"){ buildReactNative(zip,folder,app,_phCode,panelTxt); } else if(lang==="swift"){ buildSwift(zip,folder,app,_phCode,panelTxt); } else if(lang==="kotlin"){ buildKotlin(zip,folder,app,_phCode,panelTxt); } else if(lang==="react"){ buildReact(zip,folder,app,_phCode,panelTxt); } else if(lang==="vue"){ buildVue(zip,folder,app,_phCode,panelTxt); } else if(lang==="angular"){ buildAngular(zip,folder,app,_phCode,panelTxt); } else if(lang==="python"){ buildPython(zip,folder,app,_phCode); } else if(lang==="node"){ buildNode(zip,folder,app,_phCode); } else { /* Document/content workflow */ var title=app.replace(/_/g," "); var md=_phAll||_phCode||panelTxt||"No content"; zip.file(folder+app+".md",md); var h=""+title+""; h+="

"+title+"

"; var hc=md.replace(/&/g,"&").replace(//g,">"); hc=hc.replace(/^### (.+)$/gm,"

$1

"); hc=hc.replace(/^## (.+)$/gm,"

$1

"); hc=hc.replace(/^# (.+)$/gm,"

$1

"); hc=hc.replace(/\*\*(.+?)\*\*/g,"$1"); hc=hc.replace(/\n{2,}/g,"

"); h+="

"+hc+"

Generated by PantheraHive BOS
"; zip.file(folder+app+".html",h); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\nFiles:\n- "+app+".md (Markdown)\n- "+app+".html (styled HTML)\n"); } zip.generateAsync({type:"blob"}).then(function(blob){ var a=document.createElement("a"); a.href=URL.createObjectURL(blob); a.download=app+".zip"; a.click(); URL.revokeObjectURL(a.href); if(lbl)lbl.textContent="Download ZIP"; }); }; document.head.appendChild(sc); } function phShare(){navigator.clipboard.writeText(window.location.href).then(function(){var el=document.getElementById("ph-share-lbl");if(el){el.textContent="Link copied!";setTimeout(function(){el.textContent="Copy share link";},2500);}});}function phEmbed(){var runId=window.location.pathname.split("/").pop().replace(".html","");var embedUrl="https://pantherahive.com/embed/"+runId;var code='';navigator.clipboard.writeText(code).then(function(){var el=document.getElementById("ph-embed-lbl");if(el){el.textContent="Embed code copied!";setTimeout(function(){el.textContent="Get Embed Code";},2500);}});}