1. Roles & Responsibilities: 6/10
2. Years of Experience: 8/10
3. Education Qualification: 10/10
4. Skills/Knowledge: 4/10
5. Domain/Industry: 10/10
6. Key Competencies: 6/10
7. Certifications: 4/10

Overall Summary- Candidate Fitment Analysis
- The candidate, Jasraj Patil, has a solid educational background with a Computer Engineering degree from North Maharashtra University, aligning well with the requirement for a Bachelor of Engineering.
- With experience from April 2021 to May 2023, the candidate falls within the 5-10 years of experience range, albeit on the lower end.
- The resume indicates involvement in AI through a project on Q&A chatbots and vector embedding, which suggests some alignment with the roles and responsibilities of developing AI solutions.
- While the candidate has experience with AI/ML techniques and generative AI technologies, there is no direct mention of specific Azure services or .NET full stack development skills, which are critical for the job.
- The candidate has demonstrated analytical thinking, problem-solving, and effective communication, which are key competencies for the role.
- Certifications include Google's Data Analyst Professional Certificate and Azure Data Fundamentals, which are somewhat relevant but do not fully cover the extensive Azure and AI integration skills required.
- The candidate's professional experience as an Associate Data Analyst and Associate System Engineer shows some relevance to the job's key competencies, such as cross-functional collaboration and technical troubleshooting.
- There is no direct evidence of leadership in software development or mentoring abilities, which are important for the role.
- The resume lacks explicit mention of Azure Machine Learning, Cognitive Services, Bot Service, Functions, Logic Apps, Storage options, DevOps, and other specific skills listed in the job requirements.
- Given the 'VERY GENEROUS' strictness level, the candidate's indirect experience and foundational knowledge in related areas have been given the benefit of the doubt, resulting in a moderately favorable score. However, the lack of direct experience with the specific Azure services and tools required for the job is a notable gap.