We are the Cliff.




Broadcom
Software License Renewals with AI
Broadcom Inc. is a global technology leader specialising in the design and delivery of semiconductor and infrastructure software solutions. The company has established itself as one of the world’s leading providers of enterprise software, with operations in more than 25 countries and more than 15,000 employees.
A Massive Volume of Contracts at Stake
Broadcom faced quarterly renewals of thousands of software licenses, with varying prices, discounts, and references that often became obsolete. The main challenge was that Broadcom could only manually process a small percentage (between 20% and 30%) of these contracts. This meant:
Loss of significant potential revenue, as not all licenses could be updated on time.
Very high costs when trying to hire massive external teams to cover the remainder.
Risk of errors, as the complexity of migrating to new license models (or discarding obsolete products) required meticulous mapping.

The Solution: Automation and AI Implementation
To address this situation, Broadcom trusted The Cliff to develop a system that combined process automation with Artificial Intelligence (AI) models capable of mapping products, applying discounts, and managing licensing variations without constant manual intervention.
Automated Data Extraction
An automation system locates and gathers information from each contract, eliminating repetitive tasks for the team. Aspects such as renewal date, amount, and applicable references are verified.
Intelligent Reference Mapping
The solution applies AI algorithms to determine which licenses have become obsolete and assign them corresponding new references. This “intelligent matching” system considers specific discounts, condition changes, and product bundling within a single contract.
Mass Processing and Synchronization
Once data is validated and updated, the tool automates the creation or modification of renewals in Broadcom’s licensing system. Simultaneously, information is synchronized with the CRM platform to provide an integrated view for financial and commercial teams.
90% of Renewals Completed On Time
The adoption of an automated, AI-driven approach has enabled Broadcom to dramatically increase the number of contracts renewed within the established timeframe. The company now achieves nearly 90% effective renewals, a massive leap from what was achieved before the transformation.
Operations and maintenance are revolutionized through predictive maintenance, integrating sensors and real-time analysis to achieve substantial cost savings and operational efficiency.
Retention of Several Million Dollars per Quarter
By preventing licenses from expiring without processing, Broadcom protects most of the recurring revenue that was previously lost or at risk.
Savings of Thousands of Work Hours Annually
Staff no longer needs to manually review each contract or search for replacement references, thanks to automation and AI algorithms.
Reduced Dependence on External Resources
By covering the majority of renewals automatically, expenses associated with hiring temporary reinforcements are significantly reduced.
Centralized Information Updated in Real-Time
Through CRM integration, key teams can track renewal status, evaluate financial impact, and make more informed decisions.
A Model Ready for Future Challenges
This project demonstrates that, with a combination of process automation and artificial intelligence algorithms, even the most complex renewal workflows can be transformed into agile and reliable systems. Broadcom has not only increased its timely license renewals but has also established a technological foundation adaptable to future product or market changes.
The collaboration with The Cliff has enabled Broadcom to transition from a slow, manual process to an automated ecosystem that increases revenue retention, optimizes costs, and ensures continuity in one of its most critical business areas.