Rebuilding for growth with silicon-led AI transformation
Overview
When a leading global digital platform lost a major revenue stream almost overnight, it hit a critical inflection point. Instead of relying on incremental fixes, the organization took a decisive, forward-looking approach—reimagining its technology foundation to unlock new growth. By investing in custom silicon and GenAI-driven infrastructure, it set out to regain control over performance, cost efficiency, and innovation at scale.
This shift enabled a tighter integration between advanced silicon capabilities and AI workloads, accelerating model development, reducing reliance on external ecosystems, and creating a more resilient, scalable foundation.
The result: a transition from revenue disruption to renewed, double-digit growth—turning silicon into a powerful engine for AI-led transformation.
The Challenge
A sudden ecosystem shift triggered an immediate and severe business impact:
- Multi-billion-dollar revenue loss
- Declining product usage and customer stickiness
- Increased dependence on third-party silicon and infrastructure
- Rising total cost of ownership (TCO)
The underlying issue went deeper than revenue; it exposed limited control over the technology stack powering future growth.
The Opportunity
To compete at hyperscale, the organization redefined its approach around ownership and speed. It set out to:
- Support 3.27 billion daily active users at scale
- Manage 12+ million servers across compute, storage and AI/HPC
- Enable next-generation GenAI workloads at scale
- Ensure 99.999% uptime while accelerating innovation cycles
The focus shifted towards building a tightly integrated stack spanning silicon, infrastructure and AI.
The Solution
The transformation was executed as a tightly integrated silicon-to-AI strategy, powered by Chip2AIQ.
- AI-powered silicon innovation
- Built custom training accelerators to internalize AI capabilities
- Developed inference chips to reduce reliance on merchant silicon
- Introduced a video codec chip delivering significantly higher efficiency than CPUs
- Advanced silicon generations, from 7nm to 5nm nodes, improving performance, power efficiency and scalability for AI workloads
- Hyperscale AI infrastructure enablement
- Deployed 16K GPU clusters for large-scale model training
- Reduced model development cycles to under two months
- Processed 405B tokens with high training efficiency
- Platform & ecosystem transformation
- Leveraged Open Compute platforms for scalable AI workloads
- Enabled seamless integration across silicon, firmware and data center layers
The Differentiator: Chip2AIQ
At the heart of the transformation was HCLTech’s Chip2AIQ framework, bridging the gap between silicon innovation and real-world AI adoption.
Chip2AIQ enabled:
- End-to-end integration from chip design to AI deployment
- Faster realization of performance gains at the application level
- Scalable, AI-ready infrastructure aligned with hyperscale demands
HCLTech’s Role
HCLTech acted as a strategic transformation partner, delivering across the entire silicon-to-AI lifecycle:
- End-to-end silicon engineering: design, integration and firmware
- Post-silicon validation labs: setup, scale and operations
- AI-led infrastructure deployment and optimization
- Fleet health analytics for continuous performance tuning
- Open Compute platform validation at scale
The Impact
Business outcomes
- 10%+ YoY revenue growth, beating analyst expectations
- Return to double-digit growth after 8 quarters
- 22%+ QoQ growth driven by GenAI adoption
Product & user impact
- 1.5x increase in product usage within two quarters
- Improved performance leading to higher user stickiness and advertiser adoption
Operational & financial efficiency
- 50%+ reduction in TCO
- Faster AI cycles with sub-2-month model development timelines
Conclusion
The combination of custom silicon, GenAI, and hyperscale infrastructure enabled a fundamental shift in how the organization builds and scales intelligence.
The result is a more resilient, high-performance foundation, designed to support continuous innovation and sustained growth.
