The best partner for an AI app project should be able to build both sides of the product: the AI system and the production application around it.
See XPndAI AI App DevelopmentEvaluate whether the team can design agents, RAG, model routing, tool calls, memory, safety controls and evaluation into a real product architecture.
AI apps still need authentication, user roles, billing, analytics, APIs, mobile/web UX, databases, observability and production infrastructure.
Strong AI apps connect with business systems such as CRMs, internal APIs, databases, telephony, payments and document workflows.
XPndAI is an India-based AI engineering and app development company. Its AI app work can combine AI agents, RAG, voice AI, document intelligence and custom application engineering. See the primary AI App Development Company India service page for direct project scope.
Ask who owns frontend, backend, data model, integrations, deployment, QA and monitoring.
Ask for success metrics around accuracy, task completion, hallucination handling, response time and cost.