Autonomous database optimization 

No code, no configurations, just faster queries and
improved performance.

Trusted by 2100+ companies globally

Key features

Database optimization, deployed in minutes

Automated caching

Identify caching opportunities using advanced machine learning to detect patterns in query traffic automatically.

  • Continuously adapt to changing query patterns in real-time.
  • Autonomously optimize cache configurations at scale, achieving efficiency levels beyond manual tuning
  • No configuration or application-side coding necessary

Query performance visibility

See all queries and cache insights with an intuitive dashboard, including historical and real-time performance data.

  • Identify high-impact queries by analyzing cache hits, patterns, and total query volume.
  • Monitor query frequency, variation, and execution time across your apps.
  • Track trends with granular metrics to expose usage patterns and bottlenecks.

Smart invalidation

Use automation to achieve scaling through automatic invalidation.

  • Instantly remove stale data with real-time, automated invalidation—no code or config needed.
  • Multi-layer invalidation with row-level analysis, table-level fallback, and automated monitoring.
  • Scale without stressing the database by inspecting wire traffic instead of using WAL.

Setup

Get started in three steps

Configure DBO for your database and install DBO in your cluster.

Update your application to point to DBO.

Turn on caching.

Learn more

Additional resources

Qwen2.5:14B vs GPT-4o-mini – Cost & Performance at Scale

Blog

Qwen2.5:14B vs. GPT-4o-mini: Which One Is Cheaper at Scale?

Discover how you can optimize LLM cost without sacrificing performance.

Docs

Database Optimizer – Introduction and Key Benefits

Learn more about DBO in our product pages – explore how our AI-driven database cache works.

Cloud Cost Optimization_ 5 Impactful Tactics For 2025

Blog

Cloud Cost Optimization: 5 Impactful Tactics For 2025

Cloud cost optimization is the best way to manage long-term cloud costs – and automation helps.

FAQ

Your questions, answered

What is Cast AI’s Database Optimizer (DBO)?

Cast AI DBO is an autonomous caching solution that improves database query performance, reduces database load, and lowers infrastructure costs without requiring code changes, configuration, or manual tuning.

How does DBO improve application performance?

DBO acts as a transparent proxy between your application and database, automatically caching frequently accessed query results and serving them at sub-millisecond speeds, while intelligently invalidating cached data when changes occur.

What types of workloads benefit most from DBO?

DBO is designed to accelerate read-heavy workloads, including SaaS applications, APIs, microservices, and transactional systems, especially those with stateful workloads or long-running jobs that are sensitive to database performance.

How is DBO deployed in my environment?

DBO is deployed as a lightweight proxy within your architecture. To deploy it, simply update your application’s database connection string to point to DBO. No code changes or application rewrites are needed.

What databases does DBO support today?

DBO initially supports PostgreSQL and MySQL, with additional database engines planned on the roadmap. Please contact the Cast AI team for the most up-to-date compatibility details.

How does DBO ensure cache consistency and freshness?

DBO uses real-time query analysis and a smart invalidation engine to automatically detect when cached data becomes stale and remove or refresh it, ensuring applications always receive accurate results.

Can I control what DBO caches or customize caching rules?

Out of the box, DBO works fully automatically, but advanced users can customize caching policies if needed.

What kind of results can I expect from DBO?

Customers typically see significantly faster query response times, reduced database CPU and I/O load, improved resource efficiency, and lower cloud database costs — all with minimal operational effort.

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