Modern QA2026Fuzzing Technique Comparison — tiles
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5.2Fuzzing Technique Comparison

Technique Example Payload What It Finds
Random fuzzing { "name": "x\x00\xff\xfe" } Buffer overflows, encoding errors
Schema-aware fuzzing { "name": "", "price": -0.01 } Validation bypasses
Semantic fuzzing (AI) { "name": "'; DROP TABLE products;--", "price": 0.001, "category": "electronics\nclothing" } Injection, logic errors, edge cases
Context-aware fuzzing (AI) { "name": "Test Product", "price": 99999999.99, "quantity": 2147483647 } Integer overflow, precision errors