IntelliTest is a hybrid framework designed to bridge the gap between the semantic reasoning of Large Language Models (LLMs) and the logical rigor required for industrial-grade software testing. By combining LLMs with graph-based navigation and combinatorial optimization (Pairwise and BVA), IntelliTest achieves high-fidelity test generation for complex, long-horizon business processes while maintaining context and state continuity.