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Handoff

Generative AI for construction cost estimation

AI Engineer

AI Application EngineeringPosted on Nov 10
Full-timeSão Paulo, State of São Paulo, BrazilHybrid

About the Job

Requirements

  • Owned an LLM-powered feature or agent in production and can identify a metric improved.
  • Design experiments carefully and distinguish genuine improvements from noise.
  • Have at least 5 years of software engineering experience, with strong Python and working knowledge of TypeScript/Node, SQL, and cloud-based architectures.
  • Have practical experience with agents, including tool calling, context management, retrieval, and structured outputs; experience with a framework such as LangGraph is preferred.
  • Have experience building evaluations and using tracing tools such as LangSmith, Langfuse, or similar.
  • Have proven experience working in a startup environment.

Responsibilities

  • Own core AI metrics and the dashboards and alerts behind them.
  • Run experiments on prompts, tools, context, and models, from offline evaluations to controlled rollouts, and make data-driven decisions.
  • Build evaluations and observability that let the team ship AI changes safely.
  • Improve the accuracy of outputs, reliability of actions, and speed of answers.
  • Shape agent architecture as the product grows, including how context, tools, and memory scale.
  • Evaluate new models and providers as they are released, and lead migrations when worthwhile.
  • Work across products and teams wherever AI quality, speed, or cost needs attention.
  • Diagnose customer-reported AI problems and turn them into measurable fixes.
  • Share learnings and raise the bar for AI engineering across the team.

Desired Qualifications

  • Experience with an agent framework such as LangGraph.

About the Company

Handoff

Generative AI for construction cost estimation

Handoff provides AI-powered construction cost estimates and back-office tools for residential contractors, remodelers, and handymen. Users can describe a project in text or upload photos and floor plans, and the AI generates a detailed estimate using 1build’s real-time pricing database that tracks millions of materials, labor, and equipment across every U.S. county, with data partnerships from Home Depot and Lowe’s. It differentiates itself with deep, real-time cost data and an integrated back-office suite that includes AI-generated proposals, CRM, invoicing, digital payments, and change orders. The goal is to help contractors price jobs accurately, win more work, and streamline operations, all available via a subscription with a free trial.

Company size
51-200
Company stage
Early VC
Total funding
$5.9M
Headquarters
Austin, TX
Founded
2018

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