Senior Product Manager

Jobtailor • Remote (ks, United States) • $110 - $150 / year • 14h ago

Responsibilities

Own the roadmap for data validation across the invoice lifecycle — capture, extraction, coding, and matching — with a clear goal of raising straight-through processing while protecting accuracy.
Define how the platform reasons about confidence: when to auto-process, when to flag for review, and how to present exceptions so a human can resolve them in seconds.
Partner with ML and data science on extraction and GL-inference model performance — framing the problems, defining evaluation metrics, and prioritizing the data and feedback loops that improve them over time.
Design the human-in-the-loop validation experience so that every correction an AP team makes feeds back into a smarter model.
Own the metrics for data quality — field- and line-item-level accuracy, exception rate, correction volume, and time-to-resolution — and use them to drive the roadmap.
Get deep on the messy realities of real invoices: multi-format documents, non-PO spend, complex multi-location chart structures, and long-tail vendors.
Work with customer-facing teams to understand where validation breaks down in the field, and close the gap.

Requirements

5+ years in product management, with meaningful experience on data, ML, or automation products.
Comfort working alongside data scientists and ML engineers — you can frame an extraction or classification problem, reason about precision/recall trade-offs, and define what "good" means in metrics.
A strong sense for human-in-the-loop product design: how to balance automation with human judgment, and how to make review fast.
Analytical rigor — you instrument, measure, and let data settle debates.
Experience with B2B SaaS; fintech, AP/AR, document processing, or accounting-adjacent products a strong plus.
Familiarity with OCR/LLM extraction pipelines, intelligent document processing, or confidence-scored automation.
Domain knowledge in accounts payable, GL coding, or finance operations.
Experience building feedback loops that convert user corrections into model improvements.

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