JOB DESCRIPTION
About the role
At S45 we are building an AI native investment bank that treats data, models and workflows as core product.
As an AI Product Manager you sit at the intersection of users, data and engineering. You turn messy, high stakes capital markets problems into clear product surfaces and AI systems that actually ship. You own the full loop from naming the job to be done, to designing evals, to tracking model and product health in production.
What you will do
Start with the job to be done: sit with users, understand their workflows and name the real pain
Decide whether AI is the right tool: classify, extract, rank, route or generate and say no when AI is not needed
Scope around data: define schemas, quality bars, labeling plans, QA, lineage and privacy expectations
Design for probabilistic behaviour: thresholds, safe fallbacks, human review paths and failure handling
Write clear PRDs that define what good looks like, including eval harness, guardrails, latency and cost SLOs
Work with engineers to run offline test sets, rubrics, shadow runs, canaries and online A/Bs
Track product and model health together: adoption, time to value, precision and recall, rubric based hallucination rate, latency and cost per request
What we are looking for
At least 3 years of experience in product, ideally in B2B SaaS or AI driven products
You have shipped at least one AI product to production with a measurable lift in a clear metric
Comfort with LLMs, tools, RAG, embeddings and practical data labeling plans
Strong writing skills and the ability to share specs you are proud of
A habit of thinking from first principles, asking clear questions and deciding with data
You are not excited by prompt tinkering without data work, research that never ships, or “own the roadmap” roles that do not own results
How we work
Small, focused teams with high ownership of problem areas
Clear problem statements, written thinking and fast decisions
Close collaboration between product, engineering and domain experts
Preference for simple, observable systems that can be debugged and improved
Direct access to founders and real users, with expectations of honest feedback in both directions
How to apply
Email: aman@s45club.in
Subject: Hiring @ S45 | AI Product Manager
Attach:
LinkedIn or portfolio
One product spec or write up you are proud of
Three short bullets on work where you moved a metric in a meaningful way
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