Senior AI Engineer I

Job Title: Senior AI Engineer I

Location: India

Workplace Type: Hybrid

Job Summary

The future is bright for Porch Group, and we'd love for you to be a part of it as our Senior AI Engineer I .

What You Will Do As A Senior AI Engineer I

• Build and own the document ingestion and extraction pipeline: PDF and HTML input, text-layer and scanned documents, OCR fallback, layout-aware parsing

• Design the canonical output schema and the extraction logic that maps heterogeneous source formats onto it

• Implement span grounding - every extracted field carries the verbatim source text and a locator back to its origin. Preserving source text exactly is a hard product requirement, not a preference

• Build the evaluation harness: labeled golden set, per-field precision and recall, regression suite that runs on every prompt, model, or pipeline change

• Calibrate confidence scoring and set the thresholds that decide what auto-accepts versus what routes to human review

• Design and build the human-in-the-loop review workflow with the product and design partners

• Own unit economics: cost and latency per document, model tiering, caching, batching

• Instrument the system so silent failures surface, and monitor drift and regression in production

• Partner with a domain expert to define the taxonomy, adjudicate edge cases, and maintain labeling guidelines

  What You Will Bring As A Senior AI Engineer I

• Bachelor's degree in Computer Science, Engineering, or related field (Master's preferred)

• 5+ years of hands-on with Software Engineer and ML/AI systems

• Strong experience building and owning production ML/AI systems, ideally involving LLMs, NLP, or document/information extraction pipelines

• Hands-on experience with OCR, layout-aware parsing, and processing heterogeneous document formats (PDF, HTML, scanned images)

• Experience designing evaluation harnesses and working with precision/recall or similar quality metrics for ML systems

• Experience building or partnering closely on human-in-the-loop review workflows

• Strong software engineering fundamentals, with the ability to own a system end to end in a production environment

• Proven experience working with US based business teams

• Excellent written and communication skills in English language

• Must currently reside in or are located within 150 km of Greater Delhi NCR, Greater Bangalore, or Greater Pune

• Working Hours: 8 Hours (Excluding breaks): 4 Core US Hours Overlap (7:30pm- 11:30pm IST) 4 flexible hours (IST)

• Workspace: A quiet space to work, an internet connection of at least 30 Mbps download | 10 Mbps upload

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