Enterprise stories


DIU enhances decision-making resilience with Snorkel AI


How Rox achieved 99% accuracy with Snorkel


Deploying production AI in <60 days to accelerate claims review 67%


A top 10 US bank manages CLO portfolios totaling billions in assets, each governed by contracts up to 500 pages.


A global media intelligence firm analyzes hundreds of millions of sources daily – from public news, social, and broadcast to proprietary analyst-curated databases – to help large enterprise clients manage communications, reputation, and strategic decision-making. Their competitive advantage is the layer on top of publicly available data: in-house human editorial teams, proprietary scoring and analytics frameworks, and years of analyst judgment refined into decision-grade intelligence. When a crisis signal is building or a competitor’s narrative is gaining traction, speed and accuracy matter enormously. Historically, getting an answer meant waiting for a human analyst to manually aggregate across those sources: a process measured in hours, not seconds.


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.




