To become an Applied AI Engineer at PermitFlow, you should have over 3 years of experience in an engineering role, particularly in machine learning. A strong track record of shipping impactful products powered by ML is essential. While prior experience with large language models (LLMs) and retrieval pipelines is not mandatory, having grit and experience working at early-stage startups will be beneficial.

As an Applied AI Engineer at PermitFlow, you will be responsible for developing, training, and deploying AI/ML models that automate and enhance our permitting workflows. You'll work with both structured and unstructured data using techniques like natural language processing and computer vision, while also building scalable AI-powered APIs and integrating models into our core platform.

At PermitFlow, you can expect a collaborative and innovative work culture. We have a lean team that values each member's contributions. You'll be working closely with engineers from well-known companies and have the opportunity to engage in team-building events while enjoying a fully stocked kitchen and benefits that enhance work-life balance.

PermitFlow is committed to supporting its Applied AI Engineers through continuous learning opportunities and exposure to cutting-edge AI/ML developments. You’ll collaborate with cross-functional teams and stay updated with the latest advancements in AI, encouraging a culture of best practices adoption and innovation.

While PermitFlow operates on a hybrid model where you'll work in our NYC office three days a week, there are also opportunities to work remotely. This flexibility allows you to enjoy a supportive work environment while balancing your personal life.

When answering this question, highlight specific projects where you successfully applied machine learning techniques, focusing on your problem-solving skills and how they relate to automating and enhancing workflows at PermitFlow. Demonstrating your understanding of AI/ML frameworks and your hands-on experience will showcase your fit for the role.

In your response, detail your strategies for tackling structured and unstructured data challenges. Explain techniques you’ve employed for data preprocessing, feature extraction, and model training, emphasizing how these methods would specifically benefit the projects at PermitFlow.

Discuss specific optimization techniques you've utilized, such as model pruning, quantization, or improving data processing efficiency. Make sure to relate these methods back to the expected outcomes for PermitFlow, showcasing how your efforts lead to improved AI solutions.

Share resources such as journals, online courses, or community engagements that keep you informed. Provide examples of how you've integrated these advancements into previous projects, illustrating your proactive stance in applying fresh ideas to problem-solving, which aligns with PermitFlow’s innovative culture.

This is your chance to showcase your problem-solving skills! Discuss a specific project, the obstacles you encountered, the steps you took to mitigate risks, and the successful outcomes. Tie in how this experience prepares you for the challenges at PermitFlow.

Provide instances where you worked alongside product managers, designers, or other engineers. Highlight the importance of communication and teamwork in delivering successful projects, showing how you can foster collaboration at PermitFlow.

Demonstrate your understanding of AI ethics by discussing guidelines and best practices you follow. Provide examples of how you've maintained compliance in past projects and how this commitment would extend to your role as an Applied AI Engineer at PermitFlow.

Outline your typical workflow for model development, from problem definition and data collection to model evaluation and deployment. Discuss any tools and frameworks you prefer and how you would approach these processes to improve permit workflows at PermitFlow.

Provide specific instances where you developed APIs for machine learning services. Highlight your understanding of RESTful design and integration best practices so that it aligns with PermitFlow’s platform capabilities and needs.

Personalize your answer to reflect your passion for AI technology and your enthusiasm for the construction industry. Discuss how PermitFlow’s mission resonates with your career goals and how you see yourself contributing to its growth. This is your chance to connect emotionally while highlighting your professional competence.