
Market to AI agents
The Future of Agentic Buying
People are increasingly trusting AI to help them buy things. First AI agents were information aggregators, trusted to search and summarize. Now they're trusted to advise on key decision-making. Increasingly, they're becoming autonomous buyers: agents that shop, evaluate, and transact on behalf of humans.
When AI is the audience, how it perceives your value proposition becomes one of the most consequential things a company can understand about itself.
We apply the principles of AI interpretability research to study how models actually think about companies, and underneath the surface noise we find remarkably stable beliefs, formed from the proof points a company has put into the world (often inadvertently).
Companies starting to take this seriously are realizing something uncomfortable: in an AI-evaluated market, marketing claims without substance to back them up don’t work anymore. Conversely, companies that deliver on their value proposition have unbounded opportunity to reach and acquire new buyers. AI agents are judging every brand's value promise, and are teaching humans how to do the same.
About Unusual
Unusual is the AI interpretability platform for marketing and GTM teams. We help companies shape how AI models actually think about their brand and value proposition.
Why this role exists
Every company has a unique path to get ready for the rapidly approaching future of agentic buying. When agentic buying arrives for their industry, a company’s ability to thrive will depend on their ability to (1) understand how AI agents evaluate them, (2) enable AI agents to interact with their business, and (3) make the right strategic bets that continually refine their value proposition as perceived by AI.
We build the platform and we apply the methodology directly alongside companies and consultancies. Being at the forefront of the practice of AI brand management, we are committed to learning alongside our partners and sharing what we learn. This role exists to be the trusted voice on the ground with each client; the person who turns the platform and methodology into decisions that move the business.
Who we're looking for
You're a strategic problem-solver who wants to work on critical problems. You can hold your own across the table from a CMO, CRO, or CEO, and you can push on the assumptions behind their most consequential decisions. You're already using tools like Claude Code to do your work better, and you want a role where that orientation is the work itself.
You want the leverage that comes from learning and teaching a practice that's category-defining, with a research team that's done the work to make this approach possible and a platform already producing insights no one else can.
What you'd own
You'd be the engagement lead for a portfolio of companies who want to shape how AI models perceive their brand and value proposition. That means:
Capabilities we look for
If you haven't gone deep on Claude Code yet but you're a fast learner who wants to build that fluency, we still want to hear from you. The later stages of the interview process include a collaborative exercise using Claude Code, so spend some time with it ahead of time.
What we offer
AI agents are the newest audience brands need to speak to, but go-to-market teams don't have the tools to understand how they form opinions or make decisions.
Unusual helps brands in the Fortune 100 and scale-ups like Change.org and Astronomer drive more sales and win more market share by shifting how AI models perceive their offerings.
We work closely with every brand to (1) identify the root cause of AI misperception, (2) align on marketing, sales, and product strategies that appeal to agents, and (3) build infrastructure and content that makes their strongest proof more legible to agents.
Our methodology centers on applying black-box interpretability techniques to AI agents like ChatGPT and Claude to understand how they form opinions about a brand and its competitors. Seeing the why behind each opinion gives us the ability to create targeted interventions that change them.
Our team is ex- MIT, Princeton, and SpaceX
Why work at Unusual?