Full-Time

Staff Machine Learning Ops Engineer

Posted on 3/3/2026

Overstory

Overstory

51-200 employees

Vegetation risk analytics for utilities

No salary listed

Remote in USA + 4 more

More locations: Remote in Canada | Remote in UK | Remote in Ireland | Remote in France

Remote

Remote-first company with occasional in-person team meetups; annual gathering.

Category
AI & Machine Learning (2)
,
Required Skills
Airflow
MLflow
Google Cloud Platform
Requirements
  • Experience with designing and building production-grade machine learning pipelines and systems, with 10+ years of experience; a strong candidate with 5+ years will be considered.
  • Strong knowledge of experiment tracking, model deployment strategies, data versioning, and monitoring.
  • Experience with machine learning infrastructure tools such as MLflow, Kubeflow, Airflow, feature stores, and model registries.
  • Familiarity with Google Cloud Platform and Vertex AI is preferred, but not required.
  • Strong communication skills and ability to align technical solutions with business goals.
  • Comfortable making architectural decisions and balancing best practices with practical trade-offs.
Responsibilities
  • Design, build, and maintain processes and systems such as automated pipelines for training, testing, and deploying machine learning models.
  • Experiment tracking systems for performance metrics, data and model versioning, and documentation.
  • Processes and systems for the full model lifecycle, including registries, release and rollback strategies, and scalable model serving.
  • Monitoring and alerting for prediction quality, system health, and cost optimization.
  • Advocate for a balance between MLOps best practices and quick slices of value.
  • Align technical solutions with customer needs in collaboration with engineering and product.
  • Ensure MLOps systems support regulatory, privacy, and security requirements.
Desired Qualifications
  • Experience in remote-first or globally distributed teams.
  • Background in image processing, geospatial, or spatio-temporal data processing.
  • Prior work on real-time prediction systems or active-learning loops.
  • Knowledge of regulatory, privacy, or security considerations in machine learning.
  • Experience optimizing cloud infrastructure costs for machine learning workloads.
  • Familiarity with Overstory’s mission domains, such as satellite imagery, forestry, and utilities.

Overstory provides vegetation intelligence for utility companies using machine learning and high-resolution satellite imagery to monitor vegetation near power lines. It identifies high-risk areas for outages or wildfires and helps prioritize vegetation management actions. It offers a subscription platform that delivers analytics and risk scoring to utilities of all sizes. Its goal is to help utilities prevent outages and wildfires with data-driven, actionable insights for proactive vegetation management.

Company Size

51-200

Company Stage

Series B

Total Funding

$67.9M

Headquarters

Amsterdam, Netherlands

Founded

2018

Simplify Jobs

Simplify's Take

What believers are saying

  • $43M Series B in November 2025 funds AI model development and global expansion.
  • Tamara Mendelsohn joined as COO in late 2025 to scale operations effectively.
  • Trusted by 6 of 10 largest North American utilities drives subscription revenue growth.

What critics are saying

  • PrecisionHawk's drone-integrated platform captures Overstory's top utility clients by 2027.
  • Bentley Systems bundles free vegetation module in Q2 2026, eroding market share.
  • California PUC open-source mandate by 2026 commoditizes Overstory's AI models.

What makes Overstory unique

  • Overstory's Fuel Detection Model analyzes tree-by-tree fuel conditions unlike broad public fire-risk maps.
  • Ignition and Outage Models launched April 2026 predict specific trees causing outages and wildfires.
  • Overstory Scenarios enables real-time cost-risk modeling for utility resilience programs.

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Benefits

Flexible Work Hours

Remote Work Options

Company Equity

Professional Development Budget

Growth & Insights and Company News

Headcount

6 month growth

0%

1 year growth

4%

2 year growth

-2%
ESG Today
Nov 26th, 2025
Overstory Raises $43 Million to Help Utilities Avoid Wildfires with AI

Overstory raises $43 million to help utilities avoid wildfires with AI. Emanuela Hawker November 26, 2025 AI-powered grid resilience platform Overstory announced that it has raised $43 million in a Series B round, with the new capital aimed at supporting the development of its AI-based risk models to help utilities prevent wildfires. Founded in 2018, Amsterdam-based Overstory's platform uses high-resolution satellite data and AI to enable utilities to optimize vegetation management, to help prevent wildfires and reduce outages, pinpointing risk at a tree-by-tree level. The company works with more than 50 investor-owned utilities, cooperatives, and municipalities across North and South America and Europe. The company said vegetation is the leading cause of outages and wildfires, with demand for more accurate vegetation management growing alongside rising tree mortality, higher labor expenses, and more extreme weather events. "Utilities are on the front lines of keeping communities safe, and they're eager to use the best data available. When we talk about how satellites and remote sensing can identify dying trees and wildfire risk, they lean in." Alongside the funding news, Overstory launched the latest version of its Wildfire Intelligence product. The update includes a proprietary Fuel Detection Model designed to help utilities identify the parts of their networks where available fuels pose the greatest ignition and spread risk. The company said the tool offers more specific, action-oriented insights than publicly available fire-risk maps commonly used in the sector. The funding round was led by Blume Equity, with participation from Energy Impact Partners and existing investors including B Capital, Semapa Next, Pale Blue Dot, CapitalT, Convective Capital, Bentley Systems, MCJ and Moxxie Ventures. Michelle Capiod, Co-Founding Partner at Blume Equity, said: "The companies that will drive the greatest impact on our planet are those that deliver climate solutions with real economic value. This is exactly the kind of scalable, high impact climate solution we're proud to support."

Silicon Canals
Nov 26th, 2025
Amsterdam's Overstory raises €37.1M to scale AI platform preventing wildfires and grid outages

Amsterdam's Overstory raises €37.1M to scale AI platform preventing wildfires and grid outages. Overstory team | Image credit: Overstory Amsterdam-based Overstory, a vegetation intelligence platform, has raised $43M (nearly €37.16M) to expand its AI-based tools and operations. Amsterdam-based Overstory, a global vegetation intelligence platform, has secured $43M (nearly €37.16M) in Series B funding. The round was led by climate-tech growth equity firm Blume Equity, with participation from Energy Impact Partners LP (EIP). Existing investors, B Capital, Semapa Next, Pale Blue Dot, CapitalT, Convective Capital, Bentley Systems, MCJ, and Moxxie Ventures also participated in this round. James Sprinz, Principal at Energy Impact Partners, says, "Utilities are at a pivotal moment, facing more extreme weather events every year. Overstory is tackling this challenge in a way that utilities can act on immediately, making sense of satellite data to spot the exact tree to trim, pole to clear, or asset to replace." Michelle Capiod, co-founding Partner at Blume Equity, adds, "The companies that will drive the greatest impact on our planet are those that deliver climate solutions with real economic value. Overstory exemplifies this - transforming satellite data into actionable insights that help utilities both prevent climate-related disasters and drive operational efficiencies." "Their customer-first approach and leadership in AI have enabled them to develop cutting-edge, yet highly practical, solutions that deliver a tangible return on investment. This is exactly the kind of scalable, high-impact climate solution we're proud to support at Blume Equity." Overstory plans to use the funds to develop its AI-based risk models, expand its wildfire prevention tools, and expand its operations internationally. Reducing wildfire and outage risks in utility operations. Founded in 2018 by Indra den Bakker and Anniek Schouten, Overstory aims to use artificial intelligence to help utilities manage vegetation and wildfire risk. Overstory introduced a Fuel Detection Model to help utilities identify locations where vegetation poses the greatest risk of fire ignition and spread. The model uses satellite imagery to locate high-risk areas, enabling utilities to take specific actions to reduce wildfire potential. Utilities have previously relied on publicly available fire risk maps that provide broad assessments of regional risk. Overstory's platform provides detailed data to help utilities prioritise resources and implement a targeted maintenance strategy. Fiona Spruill, CEO of Overstory, says, "Utilities are on the front lines of keeping communities safe, and they're eager to use the best data available. When we talk about how satellites and remote sensing can identify dying trees and wildfire risk, they lean in." "We're grateful to our forward-thinking investors for supporting this next chapter - expanding our intelligence product to address storms and wildfires to help utilities build a more resilient and reliable grid." A new Chief Operating Officer. Over the past seven years, Overstory has been operating and expanding its business, and during that time, it has provided its services to six out of the ten largest utility companies in the Americas. The company has grown its team to more than 80 people, covering roles from machine learning and data science to arboriculture and wildfire management. Overstory's next phase will be guided by its new Chief Operating Officer, Tamara Mendelsohn. She is a former Eventbrite CMO who has experience scaling companies from seed stage to IPO.

PR Newswire
Nov 25th, 2025
Overstory Secures $43M for AI Wildfire Prevention

Overstory has secured $43M in Series B funding led by Blume Equity, with participation from Energy Impact Partners and existing investors. The funds will be used to enhance its AI-based risk models, advance wildfire prevention, and expand globally. The company also introduced a new Wildfire Intelligence model and appointed Tamara Mendelsohn as COO. Overstory uses satellite data and AI to help utilities manage vegetation, reducing outages and preventing wildfires.

Silicon Canals
Dec 19th, 2023
Amsterdam-Based Ai Startups That Raised €1M+ In 2023; 14 Of Them Are Hiring Right Now

Read this article in:The perception of Artificial intelligence (AI) has become diverse and opinions about it vary widely. With mixed sentiments acknowledging both the advantages and challenges posed by AI, there is a growing focus on striking a balance for responsible developments.AI, with capabilities spanning learning, reasoning, and problem-solving, has made a lasting impact across global sectors. Its reach extends to domains such as automation, healthcare, cybersecurity, and environmental sustainability, among others. The power of AI is evident in its contributions to diverse fields, shaping the future of technology and innovation.As per Fortune Business Insights, the AI market is poised for significant expansion, projecting growth from $387.45B in 2022 to $1,394.30B in 2029, with a notable CAGR of 20.1 per cent during the forecast period.Amsterdam, the capital of the Netherlands, stands out as a preferred hub for AI startups. Its high-tech community fosters collaboration, and the city’s skilled workforce in computer sciences and engineering contributes to the development and attracting investment in the process.Additionally, Amsterdam’s international appeal and business infrastructure also make it a supportive environment for AI startups to establish and expand their operations.In this context, we present a curated list of Amsterdam-based AI startups that have secured funding of €1M or more and are actively hiring.Note: Certain details of these startups, such as founders’ names and the funding raised, have been sourced from Dealroom.WeaviateFounder(s): Bob van Luijt, Micha Verhagen, Etienne DilockerFunding: $50MWeaviate (previously SeMI technologies) is an open-source vector database.It is a low-latency vector database that supports many media formats (text, graphics, etc.). It includes features like Semantic Search, Question-Answer Extraction, Classification, and Customisable Models (PyTorch/TensorFlow/Keras).Weaviate stores both objects and vectors, allowing for the combination of vector search with structured filtering and the failure tolerance of a cloud-native database

FinSMEs
Oct 19th, 2023
Overstory Raises $14M in Series A Funding

Overstory, an Amsterdam, the Netherlands-based climate tech startup, raised $14M in Series A funding.

INACTIVE