Desafios de IA

Alucinação de IA

In the context of AI, a Hallucination is a confident response generated by a Large Language Model that does not align with its training data or real-world facts. It occurs when the model "invents" information to fill gaps in knowledge, often because authoritative, structured source data was missing or unclear.

Desafios de IA
Risk Management
Data Quality

Why Hallucinations Are a Brand Risk

AI hallucinations pose serious risks to businesses. An LLM might invent a fake discount code for your store, misquote your return policy, attribute a competitor's feature to your product, or cite an outdated price. These fabrications damage customer trust and can create legal liability. The root cause is usually missing or poorly structured data—when an AI can't find clear, authoritative information, it fills gaps with probabilistic guesses. The primary defense is structured data via JSON-LD and Knowledge Graphs. By explicitly declaring facts in machine-readable formats, you give AI models clear, verifiable information to cite instead of forcing them to hallucinate answers.

Factual AI Response vs. Hallucination

Aspeto
Sem
Com IA
Data Source
No structured data available
Clear JSON-LD schema present
AI Behavior
Fills gaps with invented "facts"
Cites verified structured data
Example Output
"Call support 24/7 at 1-800-FAKE" (invented)
"Support: 555-0199, Mon-Fri 9-5" (accurate)
Impacto Empresarial
Customer frustration, legal risk
Accurate information, builds trust

Impacto no Mundo Real

Antes
Abordagem Atual
📋 Cenário

User asks chatbot about discontinued product

⚙️ O que acontece

AI hallucinates: "Product X available, $49.99"

📉
Impacto Empresarial

Customer orders, discovers truth, demands refund

Depois
Solução Otimizada
📋 Cenário

Product schema includes "availability": "Discontinued"

⚙️ O que acontece

AI correctly states: "Product X discontinued"

📈
Impacto Empresarial

Customer gets accurate info, explores alternatives

Pronto para dominar Alucinação de IA ?

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