Starting with insurance.
We're 20 people backed by Lightspeed & Valor, solving some of the hardest problems in applied AI inside a $6 trillion industry. This is what it's like to work here.
Long-context reasoning, multi-agent systems, and formal verification applied to one of the most complex industries on the planet.
Long-context reasoning over thousands of pages, multi-agent coordination, formal verification of outputs. These are not incremental improvements to existing tools. We are building systems that do expert-level analytical work autonomously.
Your work directly improves efficiency and decision-making in a $6 trillion industry. Our agents produce deliverables that actuaries and pricing teams use to make real decisions every day.
ICPC World Finalists, 40+ patents, founding engineers from Rubrik, Inflection AI, and Grammarly. Everyone here raises the bar. You will work alongside people who have built systems at massive scale and shipped products used by millions.
Backed by Lightspeed and Valor. Paying customers. A product in production. You get the ownership and velocity of an early-stage startup with the validation that comes from real revenue and marquee investors.
Headquartered in San Francisco with team members across the US, Canada, and India. Many roles are based in our SF office, and some are remote depending on the function. We come together regularly for offsites and in-person collaboration.
We hire builders who want to make decisions, shape the product, and own outcomes. No layers of approval. If you see a better way to do something, you are expected to do it.
Repeat founders, world-class engineers, and domain experts building the future of insurance.
Effective exists to help experts do more of the work people depend on.
Across the industries that keep society running, talented teams are stretched by limited time, growing complexity, and tools that don't work well together. We're building a better way: Removing the friction around expert work so people can focus on what they do best, teams can accomplish more, and quality never has to be compromised.
We're here for people who care deeply about doing important work well.
We do more than deliver software. We work alongside our customers to understand their goals, solve real problems, and help shape a better way of working. Their success is how we measure our own.
If you see something that could be better, say so and help move it forward. You do not need to wait for permission or a perfect ownership line. Ownership does not mean doing everything alone. It means caring enough to act and bringing others with you.
We trust people with the full picture. Share what you know, what you are deciding, where you are uncertain, and when you disagree. Openness helps us make better decisions and gives everyone the chance to contribute.
When you solve a problem, look for what others can reuse. Turn customer insights, workflows, agents, skills, evaluations, and use cases into systems that become more useful with every experience.
Put useful work in customers' hands quickly. Real use teaches us what matters. Then return to strengthen what works, improve the details, and build the durable platform our customers deserve.
Team moments, offsites, and what it looks like when you put builders in a room together.
We are currently 20 people across engineering, operations, and go-to-market. Small enough that everyone has a direct line to the founders, large enough that we have real customers and real revenue.
Our headquarters is in San Francisco, and we have team members across the US, Canada, and India. Many roles are based in our SF office, and some positions are remote depending on the function. We come together regularly for offsites and team gatherings so everyone stays connected.
It varies slightly by role, but generally follows this structure:
We move quickly and try to complete the process within 1.5 to 2 weeks.
Our platform is built with TypeScript and Python. The frontend uses React and Tailwind. On the AI side, we work with large language models, multi-agent orchestration systems, and custom reasoning pipelines. We use modern cloud infrastructure and prioritize developer experience.
High ownership, low ego. We move fast, give each other honest feedback, and care deeply about the quality of what we ship. No politics, no busywork. Everyone here chose to be at an early-stage company because they want to build something meaningful, and that shared intent shapes everything about how we work together.
Yes. We are always looking for exceptional people. Check our careers page for open roles, or reach out directly if you think you would be a fit even if you do not see a perfect match.