Senior Computer Vision / Applied AI Engineer - Construction Plans

KonstructIQ

Los Altos (CA)

Hybrid

USD 180,000 - 240,000

Full time

2 days ago
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Benefits offered by this job

Competitive salary
Equity
Hybrid work option

Job summary

KonstructIQ is seeking a Senior Computer Vision / Applied AI Engineer to advance how construction plans are read and takeoffs are generated. You’ll own the end‑to‑end CV/multimodal pipeline from ingestion to validation, delivering reliable quantities and measurements for real projects.

Collaborate with estimators and engineers to optimize accuracy, scale detection, and geometric reasoning across varied drawings.

Qualifications

  • Bachelor's degree in computer vision, ML, or a related field; 3+ years in CV/Applied AI roles.
  • Proven track record building production CV systems, not just prototypes.
  • Deep knowledge of detection, segmentation, image processing, and geometry.
  • Strong Python experience with CV/ML frameworks (PyTorch, OpenCV).
  • Experience with multimodal vision-language models and document processing.

Responsibilities

  • Build and improve CV and multimodal AI systems to detect, classify, segment, and measure plan elements.
  • Improve scale detection and geometric reasoning across varied drawings and formats.
  • Decide when to use traditional CV, specialized models, or LLMs, and produce production-ready outputs.
  • Create deterministic post-processing and validation with confidence scoring.
  • Develop evaluation frameworks and datasets to measure accuracy and takeoff quality.
  • Build visual overlays and debugging tools to show detections and measurements.
  • Collaborate with estimators, product, and engineering to translate workflows into solutions.

Skills

Computer vision
Applied AI
Python
PyTorch
OpenCV
YOLO / Detectron2
Multimodal models
Geometric reasoning
Debugging intuition

Education

Bachelor's degree in a related field
MS/PhD in computer vision preferred

Tools

YOLO
Detectron2
OCR

Job description

KonstructIQ is a fast-growing startup on a mission to modernize residential construction. We're building the system of record for how contractors run their business - spanning estimating, projects, finances, and money movement. AI is at the center of our product. Contractors can upload construction plans, photos, or describe a project and use KonstructIQ to generate scopes of work, takeoffs, and detailed estimates in minutes.

About the Role

We're looking for a Senior Computer Vision / Applied AI Engineer to improve how KonstructIQ reads construction plans and generates takeoffs - detecting rooms, walls, doors, windows, fixtures, symbols, and dimensions, and turning them into reliable quantities and measurements.

You'll be part of a small team that owns the full pipeline: document ingestion, image and vector processing, scale and geometry, detection and segmentation, multimodal reasoning, measurement, validation, and evaluation. This role is open to on-site / hybrid / remote.

What You'll Be Doing

  • Build and improve computer vision and multimodal AI systems that detect, classify, segment, and measure plan elements - walls, rooms, doors, windows, fixtures, finishes, and symbols - extracting counts, dimensions, and areas
  • Improve scale detection and geometric reasoning across drawings of varying scale, orientation, resolution, and format, combining vector PDF data, raster imagery, OCR, and multimodal foundation models
  • Decide when to use traditional CV, specialized models, multimodal LLMs, deterministic algorithms, or hybrid approaches, and build structured, production-ready outputs from foundation models
  • Build deterministic post-processing and validation systems - including confidence scoring - that turn probabilistic model outputs into stable, explainable takeoffs and flag ambiguous results instead of silently guessing
  • Build evaluation frameworks and datasets (labeling strategies, estimator feedback loops) that measure detection accuracy, measurement variance, and end-to-end takeoff quality, and turn production failures into new test cases and model improvements
  • Build visual overlays and debugging tools that make it easy to see what the system detected, measured, and missed
  • Partner with construction estimators, product, and engineering to translate real-world estimating workflows into technical solutions, and evaluate new CV/multimodal models where they materially improve accuracy or simplify the system

Skills and Attributes We're Looking For

  • Bachelor's degree with 3+ years of experience in computer vision, machine learning, applied AI, or related engineering roles; MS/PhD with a focus in computer vision preferred
  • Strong experience building production computer vision systems, not just research prototypes
  • Deep knowledge of object detection, segmentation, image processing, and geometric reasoning (coordinate systems, transformations, polygons, spatial relationships)
  • Strong Python experience with CV/ML frameworks such as PyTorch, OpenCV, YOLO, Detectron2, or similar
  • Experience with multimodal vision-language models, and judgment for where foundation models outperform - or underperform - traditional CV approaches
  • Experience processing complex documents, diagrams, engineering drawings, PDFs, or other spatial/visual documents, ideally combining OCR with visual information
  • Experience designing datasets, labeling strategies, training pipelines, and evaluation frameworks
  • Strong debugging intuition - able to distinguish model, data, geometry, and pipeline problems, and optimize for real-world accuracy and consistency, not just benchmarks
  • Comfortable with ambiguous problems with no off-the-shelf solution; high ownership and high agency from experimentation through production

Bonus Points

  • Experience with architectural drawings, blueprints, CAD, BIM, construction documents, or takeoff software
  • Experience with vector PDF parsing, CAD formats, or computational geometry libraries
  • Experience with floor-plan understanding, document AI, geospatial imagery, or other precise spatial-reasoning applications
  • Experience building human-in-the-loop ML systems where user corrections improve future model performance
  • Background in construction tech or prior startup experience

Our Values

  • Act like an owner
  • Strive for excellence
  • Communicate openly and honestly
  • Lead with data
  • Succeed in work and life

Why You'll Love Working Here

  • Work on a technically difficult computer vision problem with immediate real-world impact
  • Own a core part of KonstructIQ's AI platform and product differentiation
  • Work with a growing dataset of real construction plans, takeoffs, estimates, and estimator feedback
  • See your models used directly by contractors to bid and execute real construction projects
  • Small team, high ownership, and the ability to shape the technical architecture from the ground up
  • Competitive salary and meaningful equity
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