Enterprise stories

DIU Enhances Decision-Making Resilience with Snorkel AI

How Rox achieved 99% accuracy with Snorkel Evaluate

Deploying Production AI in <60 Days to Accelerate Claims Review 67%
A leading global firm transforming insurance subrogation operations with AI found that manual review processes capped their throughput to ~30% of available claims. This bottleneck left significant revenue on the table and froze their ability to scale. The path to automation was further blocked by severe data imbalances where the critical signals for coverage appeared in only a small fraction of claims, making traditional AI models unreliable.
Strategic dominance in the Indo-Pacific relies on the ability to track and coordinate friendly forces — ”blue objects” — with absolute precision. To maintain operational awareness in dynamic and contested environments, the Department of War identified a requirement for adaptable, dual-use technologies that enhance logistics and decision-making resilience.
This Top 5 Global Telco aimed to evolve its internal billing co-pilot into a customer-facing chatbot capable of serving its global customer base.
An Asian telecom leader aimed to expand its offerings with a flagship AI personal assistant. However, the team faced critical roadblocks:
Experian’s customer support team used to require agents to manually find and customize templates to respond to common questions.
Enterprises facing aggressive revenue targets without more headcount are turning to agentic AI innovator Rox. Rox is redefining the revenue stack with it’s AI-powered sales productivity platform, starting with the Rox sales agent swarm which provides agents that can perform at the level of top sales reps.
Our client values customer satisfaction as a core business goal, but their ability to track it with their virtual assistant was limited. The company typically tried to collect experience ratings at the end of interactions. Customers answered these surveys infrequently—and typically when dissatisfied—making the data unreliable in its raw form.
Wayfair is a Boston-based e-commerce company specializing in home goods and furniture, serving ~22M customers and partnering with ~20K suppliers.
Using AI to support audit relevance and improve operational efficiency, this global…

