Construction Subject Matter Expert (SME)

AI Output Validation & Testing

• →Test AI-generated plan review outputs for accuracy, completeness, and consistency
• →Execute hands-on validation using sample datasets, sandbox environments, and real agency scenarios
• →Verify that AI-generated comments align with:
  • →Applicable jurisdictional standards
  • →Relevant code references
  • →Established plan review workflows
• →Validate AI findings against adopted code editions, local amendments, and agency-specific review standards

Domain Expertise & Issue Diagnosis

• →Provide cross-disciplinary expertise spanning architectural, structural, and MEP reviews
• →Analyze discrepancies and determine root cause, including:
  • →AI model errors
  • →Incorrect prompts or assumptions
  • →Ambiguous, incomplete, or incorrect requirements

Model Improvement & Feedback

• →Deliver structured, iterative feedback to support:
  • →Model refinement
  • →Prompt engineering improvements
  • →Rule and requirement clarity
• →Define validation criteria and success metrics for AI review results

Reporting & Insights

• →Produce weekly findings summaries, including:
  • →Defect patterns and recurring issues
  • →Missing conditions or validation gaps
  • →False positives and false negatives
  • →Actionable recommendations and suggestion logs for system improvement

Test Case Development

• →Create and maintain plan review test scenarios.
• →Develop edge-case and exception scenarios to evaluate AI performance.

• Strong experience in construction plan review, permitting, or design (AEC industry). Licensed Architect, Professional Engineer, ICC Certified Plans Examiner, State Certified Plans Examiner, Certified Building Official, or equivalent professional credential.
• Deep understanding of building codes and jurisdictional requirements
• Experience reviewing construction drawings and specifications
• Ability to translate real-world review practices into structured validation logic
• Strong analytical and problem-solving skills
• Strong written communication skills for documenting findings and recommendations
• Experience using electronic plan review platforms and permitting systems

• Experience working with permitting agencies or municipal plan review
• Exposure to AI/ML systems, automated review tools, or digital plan workflows
• Familiarity with IBC, IRC, FBC, or other U.S. building codes
• Experience in testing, QA, or validation workflows
• Experience with digital plan review platforms such as ePermitHub, or similar systems

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