SaaS to AI-Native | Conversational Interface Deployment on AWS

Inferdat SaaS to AI-Native is built for ISVs and SaaS platform owners who know the shift to conversational interfaces is real but cannot afford to rewrite their product to get there.

The pressure is clear. By 2029, nearly 40% of SaaS applications will be agent-led, with AI agents replacing 20% of application functions. The per-seat SaaS model is under direct threat as AI agents begin doing the work of multiple licenses. ISVs who do not become the AI-native interface risk being bypassed by one.

But the answer is not a rewrite. The API layer, auth system, and data model that ISVs have spent years building is already 80% of what AI-native requires. The remaining 20% is what Inferdat delivers.

Every engagement starts with a free assessment that scans your existing codebase, maps every API route, scores conversion readiness, and produces a prioritized roadmap showing exactly what the conversion looks like for your platform specifically. From there, a working prototype using your actual endpoints is delivered before any full engagement begins.

The full conversion adds a domain-tuned AI layer on top of your existing platform. Your users can interact with your product conversationally, executing real operations through your actual APIs with your existing permissions fully preserved. The conversational interface deploys as a standalone application, an embeddable widget, or a messaging platform integration depending on your users' context. Your existing UI stays live throughout.

Delivered through ProdWorks™, Inferdat's proprietary production-readiness framework, every SaaS to AI-Native engagement is observable, secure, governed, cost-optimized, and built to sustain production operations from day one. Ongoing operations through the Advance program provide monthly conversation quality analysis, prompt tuning, new route additions, and model upgrades so the interface gets smarter every month without requiring your team to manage it.