Peach Pilot - Full Stack Engineer
Core
Build an AI-driven platform that ingests sales call transcripts, extracts structured metadata via NLP/LLMs, and delivers real-time coaching and predictive insights to optimize life insurance sales outcomes.
Role type
Senior Full-Stack Engineer (Sales Optimization & NLP)
Builds
Call ingestion pipelines, NLP extraction layers, causal/predictive modeling systems, real-time streaming coaching interfaces, and client-facing analytics dashboards.
Domain
Life Insurance Sales Optimization / AI-Native Services
Deliverable
production ML models | product features | dashboards & analysis
Required skills
Full-stack engineering (React/TypeScript, Python/FastAPI, Node.js), NLP/LLM integration (ASR, entity extraction, intent classification), causal inference and experimentation, data pipeline construction, MLOps (feature stores, model registry), real-time streaming systems.
Preferred skills
Experience with sales dialer software, survival analysis, building systems from zero in early-stage startups.
Technologies
React, Next.js, TypeScript, Tailwind CSS, Plotly, D3, Recharts, Python, FastAPI, Node.js, Anthropic Claude, OpenAI GPT, LiteLLM, BigQuery, DuckDB, PostgreSQL, Redis, vector store, Dagster, Airflow, Prefect, Google Cloud Platform, Docker.
Responsibilities
Build pipelines to ingest and structure 50,000+ sales calls using NLP and LLMs; develop feature stores and predictive models for causal analysis; implement real-time transcript processing for live coaching; create client-facing dashboards for insight delivery; ensure data governance, PII minimization, and model reproducibility.
Seniority
Senior, hands-on IC