Use Cases
Where Compute.AI Makes a Difference
![Website Photo - Homepage Concurrency Section Transparent 01 - Sm compute.ai-sql-concurrency-compute](https://compute.ai/wp-content/uploads/2023/09/Website-Photo-Homepage-Concurrency-Section-Transparent-01-Sm.png)
BI On the Lake
Consume
Business Intelligence requires high-concurrency. Use Compute.AI for BI directly on your lakehouse without out of memory failures or expensive dev ops resources. Provide unlimited concurrency to your BI applications while future-proofing your path to support AI powered BI for autonomous decision making.
ELT & Semantic Layer
Transform
Use Compute.AI for ELT/data transformations to dramatically increase performance and reduce costs of your cloud data warehouse.
Case studies and benchmarking results show a ~10x performance advantage over industry leaders while running at 20% or less of the cloud costs.
Compute.AI can be used along with existing authoring/orchestration tools to connect all of your enterprise wide data silos into a query-able, formatted, semantic layer capable of bringing decision intelligence to the whole enterprise.
Make compute abundant to scale to your needs from a manual to a compute intensive autonomously generated semantic layer.
![Website Photo - Homepage ELT Section Transparent 02-Sm compute.ai-sql-concurrency-compute](https://compute.ai/wp-content/uploads/2023/09/Website-Photo-Homepage-ELT-Section-Transparent-02-Sm.png)
![Website Photo - Homepage ELT Section Transparent 02-Sm compute.ai-sql-concurrency-compute](https://compute.ai/wp-content/uploads/2023/09/Website-Photo-Homepage-ELT-Section-Transparent-02-Sm.png)
Data Performance
Transform
Use Compute.AI for ELT/data transformations to dramatically increase performance and reduce costs of your cloud data warehouse.
Case studies and benchmarking results show a ~10x performance advantage over industry leaders while running at 20% or less of the cloud costs.
![Website Photo - Homepage AI SQL Section Transparent compute.ai-sql-concurrency-compute](https://compute.ai/wp-content/uploads/2023/09/Website-Photo-Homepage-AI-SQL-Section-Transparent.png)
CPU Utilization
Operationalize AI
Got AI? Operationalize AI/ML Models natively at cloud scale. Feed those expensive GPUs with fast SQL data efficiently.
With Compute.AI, you can run CPUs at 100% utilization without worrying about exploding memory costs or reliability issues; hence, AI won’t exponentially increase your cloud costs.