What does a go-to-market engineer actually do?
GTM engineers take messy, unstructured data about potential customers, track signals of interest, and build automated systems that identify who to target, prioritize prospects, and how to reach them.
Video Summary
Go-to-market engineers (GTMEs) convert unstructured data into automated systems that identify who to sell to and how to reach them.
Clay coined and scaled the GTM engineering role, using it to move from minimal revenue to powering enterprise customers and $100M+ ARR.
Clay runs two GTM teams: an internal team generating and qualifying leads and a forward-deployed team building custom pre-sale solutions.
The GTME model creates a feedback flywheel: customer work informs product and sales processes, accelerating growth.
GTM engineers take messy, unstructured data about potential customers, track signals of interest, and build automated systems that identify who to target, prioritize prospects, and how to reach them.
By using GTMEs to build tailored workflows and automated outreach, Clay moved from little revenue to enterprise adoption, created repeatable saleable systems, and generated a feedback loop that accelerated product-market fit and revenue growth.
Clay splits GTM into an internal team that generates and qualifies leads and a forward-deployed team that builds bespoke pre-sale solutions for customers; this creates learning that feeds product and sales improvements.
A Product Hunt launch in February 2022 and the recognition that technically skilled users could build systems on Clay — plus advancements in AI for personalization — shifted the company from stagnant revenue to rapid expansion.
"It's called a go-to-market engineer."
The role of a go-to-market engineer is rapidly emerging in the tech industry, with job postings surging over 5,000% in the past year. This new position seems to blend various functions, raising questions about its precise nature and responsibilities.
Companies like Clay, founded in 2017, have not only adopted this role but have also coined it, demonstrating its significance to their rapid growth. Clay has evolved to support go-to-market teams at major firms such as Anthropic and Google, and it currently holds a valuation of $5 billion.
"They take messy data about who's out there, track signs of interest, and analyze buying behavior."
Go-to-market engineers are tasked with transforming complex and unstructured data into actionable insights. They analyze who the potential customers are, their behaviors, and the most effective means of reaching them.
This role focuses on automation, allowing teams to streamline processes that were previously manual. Clay provides the tools necessary for go-to-market engineers to build these automated systems, thereby enhancing efficiency in identifying and reaching target audiences.
"For the first five years, they made basically $0 in revenue."
Clay's initial growth was slow, generating little to no revenue for the first five years. However, the realization that their product could aggregate data from various online sources marked a turning point.
The breakthrough came after launching on Product Hunt in February 2022, which aligned their offering with the needs of technically skilled users who understood the product's potential for building systems to identify and reach customers effectively. Clay's evolution into utilizing artificial intelligence further catalyzed its growth, facilitating personalized outreach for startups and establishing a significant customer base.
"You kind of need other amazing companies to use your product."
As Clay sought to expand its user base beyond startups to enterprise clients, they encountered obstacles due to the complexity of their product. Traditional sales strategies were deemed inadequate.
To overcome this challenge, Clay looked to their existing community of users, seeking individuals who were already familiar with the platform. This approach not only filled their sales roles but did so with individuals capable of understanding and articulating the product's value proposition, thus driving growth more effectively.
"GTM engineering is a thing."
"I didn’t sell anything at Clay for six months."
"No one liked their data stack."
"By 2025, they scaled that approach and crossed $100 million in revenue."
"We go deep with customers and discover all their use cases."
"The internal team is responsible for generating all types of leads."
"We're doing these one-of-one builds for people pre-sale."
"It’s a flywheel because we help customers with Clay, learn from them, and feed that back into our team."
"I actually don't know. Can I have water?"
The speaker expresses a moment of uncertainty and vulnerability, highlighting the human aspect of navigating challenges.
This brief interaction emphasizes the importance of taking care of one's physical needs, like staying hydrated, especially in high-pressure environments typical of startups.