Insurance Claims Management · Financial Services & Insurance
Should you build or buy Subrogation & Recovery Management?
Subrogation and recovery management software identifies claims where a third party is liable for losses already paid, then manages the pursuit process through demand generation, arbitration filing, negotiation, and settlement. Carriers use it to recover paid losses and improve combined ratios.
The build-vs-buy decision for Subrogation and Recovery Management turns on where your differentiation actually lives: recovery analytics and prioritization logic are increasingly buildable with modern ML tools, while arbitration network access and demand workflow remain vendor-dependent; the urgency is growing as AI makes the analytics layer more accessible and the cost gap between build and buy starts narrowing.
Build it, buy it, or bridge?
When building makes sense
Recovery scoring is one of the clearer places in insurance where AI genuinely shifts the build calculation. Several insurtech teams have built ML-based subrogation scoring in production, and the fundamentals—prioritization models that predict which claims are worth pursuing and how aggressively—are accessible to a data science team with adequate claims history. For large carriers treating recovery as a direct loss-ratio lever, owning the analytics layer is a legitimate strategic play. A carrier recovering an additional five percent on a billion-dollar book captures fifty million dollars in previously written-off losses. The proprietary IP lives in your recovery scoring model, your attorney assignment rules, your threshold logic for pursuing versus settling, and your jurisdiction-specific strategy. These are differentiators that vendor platforms average out across their client base. Building makes sense when your recovery strategy is sophisticated enough that shared vendor models are leaving money on the table.
When buying makes sense
Buying earns its keep most clearly in the arbitration layer. Access to E-Subro Hub and TRS through networks like Arbitration Forums requires membership and proprietary data connectivity that no internal engineering team can simply replicate. Vendors like CCC Subrogation and EXL Subrosource provide pre-built arbitration filing workflows, demand letter generation, and settlement tracking that represent years of operational development. For carriers whose recovery volume doesn't justify building the full operational plumbing alongside a scoring model, buying the complete platform delivers the workflow without the build cost. Buying also makes sense for mid-market carriers that lack a data science team capable of building and maintaining scoring models that outperform what vendors offer out of the box. The emerging pattern for sophisticated carriers is hybrid: buy the arbitration and workflow layer, build the scoring and prioritization.
The desk read
Recovery scoring is one place in insurance where AI is genuinely changing the build-vs-buy equation. The core question of which claims are worth pursuing, and how hard, is increasingly something that ML models can answer with real accuracy. Several insurtech teams have built proprietary subrogation scoring in production. For large carriers treating recovery as a direct loss-ratio lever, owning that analytics layer and the prioritization logic behind it is a legitimate strategic play. The build case gets serious when your recovery strategy is sophisticated enough that vendor scoring models are leaving money on the table.
The complication is the arbitration layer. Vendors like CCC Subrogation and Arbitration Forums provide access to E-Subro Hub and TRS, networks with membership requirements and proprietary data that no internal team can simply replicate. Buying earns its keep when you need the full workflow stack, from demand generation through arbitration filing and settlement tracking, and your recovery volume doesn't justify building the operational plumbing alongside the analytics. The emerging pattern is a hybrid: build the scoring and prioritization, buy the network access and arbitration workflow.
Frequently asked
What is Subrogation and Recovery Management software?
Subrogation and recovery management software identifies claims where a third party is liable for losses already paid, then manages the pursuit process through demand generation, arbitration filing, negotiation, and settlement. Carriers use it to recover paid losses and improve combined ratios.
When does building Subrogation and Recovery Management make sense?
Building the analytics and scoring layer is increasingly feasible and strategically valuable for large carriers with mature data science teams, where proprietary recovery prioritization models can meaningfully outperform shared vendor scoring. The build case is specific to the intelligence layer, not the full operational workflow.
When does buying Subrogation and Recovery Management make sense?
Buying makes sense when you need the full pursuit workflow including arbitration network access, which requires vendor relationships and data connectivity that cannot be self-built. Mid-market carriers without dedicated data science teams also get more recovery value from vendor platforms than from building their own.
What are the main Subrogation and Recovery Management vendors?
Representative vendors include CCC Subrogation (CCC Intelligent Solutions), EXL Subrosource, ClaimLogiq Subrogation, Subroforce. B4 Pro scores the full set.
What is the arbitration network and why does it matter?
Networks like E-Subro Hub and TRS through Arbitration Forums provide membership-based access to inter-carrier arbitration, which is how most subrogation disputes between carriers get resolved efficiently. Access requires vendor relationships, making this the part of the subrogation workflow that is hardest to self-build.