Query LMIA employer and job data with natural language.

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JobWatchAI is providing incorrect or misleading responses. What's going on?

JobWatchAI can occasionally produce inaccurate or misleading answers, a phenomenon commonly termed "hallucinating" information. This occurs due to inherent limitations in frontier generative AI models.

Common Issues You May Encounter

Incorrect Data Interpretation

While JobWatchAI queries official government LMIA (Labour Market Impact Assessment) data, the AI may occasionally misinterpret query results or provide analysis that doesn't accurately reflect the underlying data. The AI converts your natural language questions into SQL queries, and this translation process may sometimes miss nuances.

Outdated or Incomplete Context

The AI's understanding of LMIA processes, regulations, and business contexts is based on training data that may not reflect the most recent policy changes or industry developments. While the employment data itself is current, the AI's interpretation and explanations may lack the latest contextual information.

Plausible-Sounding Errors

JobWatchAI can write explanations that might sound authoritative and well-reasoned but contain factual mistakes or logical errors. The AI may make confident-sounding statements about business practices, industry trends, or regulatory details that are not fully accurate.

How to Use JobWatchAI Responsibly

  • Verify Important Information: Do not rely on JobWatchAI as a singular source of truth. Cross-reference responses with official government sources, especially for high-stakes decisions.
  • Review the Data Tables: When JobWatchAI provides query results, carefully examine the actual data alongside the AI's natural language summary. The raw data is always more reliable than the interpretation.
  • Ask Follow-Up Questions: If a response seems unclear or potentially inaccurate, ask clarifying questions or request the AI to show the specific SQL query it used.
  • Understand Data Limitations: Government LMIA data reflects official applications and approvals but may not capture the complete picture of workforce composition or business practices.

Help Us Improve JobWatchAI

Your feedback is essential for improving JobWatchAI. If you encounter incorrect, misleading, or unhelpful responses:

  • Use our feedback form to report specific issues with AI responses
  • Include details about the question you asked and what was incorrect or misleading in the response
  • Help us understand if the issue was with data interpretation, query generation, or contextual understanding

Important Disclaimer: JobWatchAI is designed to make government employment data more accessible and understandable to the public. It is not a substitute for professional legal advice, business consulting, or official government guidance. All data is sourced from official databases, but AI-generated analysis should be verified independently for important decisions.