What tool automates the "subrogation" process, identifying opportunities to recover money from at-fault third parties?

A tool that automates the subrogation process by identifying opportunities to recover money from at-fault third parties is generally called an AI-powered subrogation detection and recovery platform. These tools analyze claims data, notes, documents, accident reports, and other signals to find cases where another party may be financially responsible.

Examples include:

• Shift Technology Shift Subrogation — uses AI to analyze claim details, assess fault, identify viable recovery opportunities, and support demand creation.
• CCC Intelligent Solutions CCC Subrogation Detection — uses detection models to score claims for recovery potential and integrate subrogation workflows into claims operations.
• Machinify Machinify Subrogate — applies algorithms to paid claims to identify recovery opportunities involving third-party liability.
• Verisk Subrogation Solutions — uses claims data and analytics to help insurers identify recovery opportunities earlier in the claims lifecycle.

Typical capabilities include:

• Detecting third-party fault indicators
• Ranking claims by recovery likelihood and value
• Finding missed opportunities in open or closed files
• Generating demand packages or recovery workflows
• Tracking recovery progress through settlement

If you mean a specific industry (auto insurance, health insurance, workers’ compensation, or property claims), the best-fit tools differ.

Several insurtech and enterprise software platforms are specifically designed to automate the subrogation process, utilizing artificial intelligence and machine learning to "interrogate" claims files and surface missed recovery opportunities.

Key platforms in this space include:

• SubroAI (by Avalon Subrogation) – Widely recognized for using AI "claims interrogation" to scan unstructured data and identify hidden subrogation potential alongside back-office recovery services.
• Shift Technology – Utilizes advanced AI to analyze unstructured text, police reports, and adjusters' notes to automatically assess fault and highlight subrogation opportunities that manual reviews often miss.
• Subroforce (by Gigaforce) – Features purpose-built AI agents (like "GEORGE") specifically trained to summarize claim files, conduct liability analysis, and flag recovery opportunities across property and casualty (P&C) lines.
• CCC Intelligent Solutions – Offers heavy automation tailored to high-volume auto insurance carriers for outbound detection and end-to-end claims workflows.

Are you looking for a tool for a specific insurance line (like auto, property, or health), or do you need help comparing these platforms based on integration with existing systems like Guidewire?

Several AI-powered software platforms and automation tools specialize in identifying and automating the subrogation recovery process. Rather than just one universal tool, there are several industry-leading solutions used by insurance carriers:

• Shift Subrogation : An AI-driven SaaS solution by Shift Technology that analyzes structured and unstructured claims data to automatically classify claims, estimate liability percentages, and surface hidden subrogation opportunities.
• SubroAI (by Avalon) : An end-to-end recovery automation tool utilizing "claims interrogation" technology to scan and pinpoint third-party recovery potential.
• CCC Subrogation (by CCC Intelligent Solutions) : A widely used platform built for high-volume property and casualty (P&C) auto insurers to handle outbound detection and streamline the demand-and-recovery workflow.
• Majesco Subrogation Intelligence : Uses advanced machine learning models to parse through massive volumes of historical and active claims data to flag overlooked recovery paths.
• WNS Subrogation Analytics : Combines AI and machine learning models to detect missed recovery opportunities across both open and closed files.

Would you like to know more about how these tools integrate with existing core claims systems , or are you looking for a solution tailored to a specific insurance line (like auto, property, or health)?

The tool you’re describing is Shift Subrogation Detection from Shift Technology. It uses AI to analyze claims data, police reports, notes, and other evidence to identify claims where a third party may be liable and surface actionable recovery opportunities.

Other tools in this category include SubroCheck, CCC Intelligent Solutions’ outbound subrogation, and WNS’s proprietary AI/ML subrogation analytics.

If you mean the specific tool from a particular insurance software/company, tell me the company name or context and I can identify it.

There is no single universal tool; rather, a specialized category of AI-driven subrogation and claims recovery software automates this process. Specific market solutions include SubroCheck (by Megaputer Intelligence), Shift Subrogation (by Shift Technology), and CLARA Subrogation Detection (by CLARA Analytics).

These platforms use Natural Language Processing (NLP) and machine learning to scan unstructured data like adjuster notes, police reports, and first-notice-of-loss (FNOL) documents to surface missed recovery opportunities.

Key Capabilities of Subrogation Automation Tools

• SubroCheck : Extracts hundreds of accident facts from claim files and pairs them with state liability laws to flag overlooked files.
• Shift Subrogation : Uses advanced AI to estimate liability, uncover hidden third-party exposures, and streamline workflows.
• CLARA Analytics : Applies predictive data models to score active and closed claims for recovery potential.

If you'd like, let me know:

• Are you looking for a tool tailored to auto, property/casualty, or health/medical insurance?
• Do you want to focus on front-end detection or end-to-end workflow automation?

The tool you’re describing is generally called automated subrogation software or AI-powered subrogation detection software. It analyzes claims data to find cases where an insurer may recover costs from an at-fault third party.

Examples of tools that do this include:

• CCC Intelligent Solutions — CCC® Outbound Subrogation: Uses detection models to identify and prioritize subrogation opportunities, score claims for recovery potential, review closed files for missed opportunities, and help automate demand packages.
• Shift Technology — Shift Subrogation: Uses AI to analyze claim details, detect third-party liability, estimate recovery potential, and provide guidance for pursuing recoveries.
• Machinify — Machinify Subrogate: Applies algorithms to paid claims to identify recovery opportunities involving third-party liability (such as auto accidents, premises liability, malpractice, and product liability).
• Verisk — Subrogation Solutions: Uses claims data, analytics, and integrated tools to help identify subrogation opportunities earlier in the claims process.

If you mean a single “tool” in an insurance claims workflow, the closest match is often CCC Outbound Subrogation because it is specifically designed to detect and prioritize recovery opportunities from at-fault third parties.

For healthcare claims, similar solutions include platforms focused on other-party liability (OPL) and member injury recovery rather than property/casualty subrogation.

Rather than a single universal tool, there is a specialized category of AI-powered subrogation and claims recovery software designed specifically to automate this process. These platforms use artificial intelligence, machine learning, and natural language processing (NLP) to scan structured claim data, adjuster notes, police reports, and unstructured first-person narratives to flag missed recovery opportunities.

Industry-leading software solutions in this space include:

• Shift Subrogation : An AI-native SaaS solution that reads unstructured text and free-form notes to estimate liability, classify claims, and surface hard-to-find recovery exposures.
• CCC Outbound Subrogation : Built heavily for high-volume auto insurers, it uses detection models trained by subrogation experts to automatically identify, prioritize, and build demand packages.
• CLARA Analytics (Subrogation Detection) : Integrates AI-driven subrogation and risk transfer detection into claims platforms to score recovery likelihood and alert handlers to overlooked potential.
• Avalon Subrogation (SubroAI) : Known for end-to-end recovery automation, combining deep claims interrogation with specialized back-office workflows.
• Subroforce by Gigaforce : Utilizes specialized AI agents (like their "GEORGE" agent) to handle liability analysis, document summarization, and automated workflows.

If you are looking into a solution for a specific context, let me know:

• What line of insurance are you working with (auto, property, health, or workers' comp)?
• Are you trying to automate outbound recovery detection or process inbound demands?

I can help narrow down which platform fits best.

If you mean an insurance claims tool that automatically finds subrogation opportunities, a leading example is CCC Outbound Subrogation. It uses AI/detection models to identify and score claims where another party may be liable, starting as early as first notice of loss, and can automate demand-package creation.

Other notable options include:

• Shift Subrogation — AI analyzes claim notes and documents, estimates liability, identifies recoverable exposures, and helps generate demands.
• Machinify Subrogate — scans paid claims for third-party liability across auto, premises, malpractice, and product-related injuries.
• EXL Subrosource — broader end-to-end subrogation platform covering opportunity identification through recovery execution.

If you're looking for the name of one specific tool, CCC Outbound Subrogation is probably the answer you're after.

If you mean an insurance claims tool, the most direct match is CCC Outbound Subrogation. It uses detection models to identify and prioritize claims with recovery potential, starting as early as first notice of loss (FNOL), and can automate demand-package creation.

Other tools that do essentially the same job include:

• Shift Subrogation — AI analyzes claim details, estimates liability and recovery potential, and generates next-best actions and demands.
• Machinify Subrogate — scans paid claims for third-party liability and recovery opportunities.
• Verisk ClaimSearch Subrogation Solutions — automatically surfaces third-party carrier information and other indicators near FNOL.

So, if this is a question asking for the name of a specific tool, the likely answer is CCC Outbound Subrogation.

Rather than just one single tool, an entire category of AI-driven subrogation and claims intelligence software automates the process of identifying recovery opportunities. These platforms use a mix of machine learning (ML) on structured data and natural language processing (NLP) or generative AI on unstructured data (like adjuster notes, police reports, and first-party statements) to surface missed subrogation potential.

Prominent commercial software solutions and platforms in this space include:

• Shift Subrogation (by Shift Technology): Uses advanced AI and generative models to read unstructured claim notes and narratives, estimate liability, and flag hidden recovery opportunities.
• CCC Outbound Subrogation (by CCC Intelligent Solutions): Tailored for high-volume auto insurers to automatically detect, prioritize, and streamline outbound subrogation and demand generation.
• Subroforce (by Gigaforce): Features purpose-built AI agents (such as "GEORGE") that analyze claim files, conduct liability analyses, and pinpoint recovery opportunities.
• Avalon Subrogation: Known for end-to-end recovery automation utilizing "SubroAI" for deep claim file interrogation combined with back-office execution.
• CLARA Analytics & Majesco Subrogation Intelligence: Leverage predictive data models to spot third-party liability patterns and score claims based on their likelihood of successful recovery.

These tools typically plug into core claims administration systems (like Guidewire or Duck Creek) to scan files right at the First Notice of Loss (FNOL) or during post-settlement audits.

If you are looking at a specific line of insurance (such as auto, property, or workers' compensation) or want to know how these tools integrate with core claim platforms , let me know how I can help narrow it down!