Reserv Launches AiDE: Disrupting Insurtech with Cost-Plus AI Models and No SaaS Fees

Quick Summary

Reserv has launched AiDE, a standalone entity providing direct access to its full AI technology stack for P&C insurers. Unlike traditional SaaS models, AiDE utilizes a compute cost-plus pricing structure, eliminating multi-year contracts and seat licenses while ensuring customers retain 100% data ownership without grant-back requirements.

How Does AiDE Solve the SaaS Lock-in Problem?

The AI technology stack offered through AiDE removes the traditional barriers of minimum spend requirements and restrictive multi-year contracts. By adopting a compute cost-plus 10% model, insurers only pay for the model compute tokens they actually use. This shift allows Chief Claims Officers to avoid overspending on complex models for simple claims, as features can be toggled on or off on a claim-by-claim basis.

• No seat licenses or recurring SaaS fees.
• Full spend visibility with token-level attribution.
• Ad-hoc model activation for complex claims adjusting.

What Results Has Reserv's AI Infrastructure Delivered?

Reserv has already productionalized this technology within its own 600-person adjusting staff, proving the scalability of its AI technology stack. The efficiency gains are significant; for instance, BDX cleaning costs can drop to just $0.25 per scrub, compared to industry averages of upwards of $13 for similar tasks. This infrastructure supports hundreds of thousands of live claims, validating its reliability for global carriers.

• $0.25 BDX scrubs including correction plans.
• 600-person staff currently utilizing the tech internally.
• 12-18 month transition to becoming fully AI-native.

How Can Carriers Maintain Data Sovereignty?

A critical component of the AiDE launch is the protection of proprietary data. Unlike many AI startups that require data grant-backs to train their own models, AiDE ensures that no data flows back to Reserv. This allows carriers to use their capital expense budgets to build unique, secure, and proprietary IP that leverages advanced LLM orchestration without compromising their competitive advantage.

“With tools like Claude Code, Claude Design, and Lovable, IT organizations can really partner with their product and claims operations to build the exact solution that works inside of their workflows, IT stacks, and culture,” said CJ Przybyl. “A very small one-time development fee with a design partner using capex dollars gives you minimal ongoing runtime costs, no SaaS fees, and allows organizations to create a true competitive advantage, not just train a startup’s model with their proprietary data.”

FF NEWS TAKE:

Reserv’s move to license its AI technology stack via a cost-plus model is a massive shot across the bow for traditional Insurtech vendors. By stripping away predatory SaaS pricing and focusing on compute-based utility, they are treating AI as the commodity it is becoming. This transparency and the refusal to take data grant-backs truly moves the needle, offering carriers a low-risk path to digital transformation.