Frequently Asked Questions

Product Overview & Company Milestones

What is Sedai and what does it do?

Sedai is an autonomous cloud management platform that optimizes cloud operations for cost, performance, and availability using machine learning. It eliminates manual intervention, enabling businesses to reduce cloud costs by up to 50%, improve performance by reducing latency by up to 75%, and enhance reliability through proactive issue resolution. Sedai operates across AWS, Azure, GCP, and Kubernetes environments. Learn more.

What were Sedai's major milestones in 2025?

In 2025, Sedai executed 8 million autonomous actions with zero incidents across five global enterprises and 11 industries. The company launched new features such as Sedai for FinOps, advanced Kubernetes capabilities, autonomous Databricks optimization, and AWS Lambda Managed Instances. Sedai also received its eighth U.S. patent, raised a Series B funding round, and was recognized in 18 Gartner Hype Cycles, 12 Gartner technical reports, the Forrester Cloud Cost Optimization report, and as a Leader in the GigaOm 2025 Radar for Kubernetes Resource Management. Source.

How does Sedai define autonomy versus automation in cloud operations?

Sedai distinguishes autonomy from automation by emphasizing that automation relies on static rules, which can break as real-world conditions change, leading to risks in availability and performance. True autonomy, as delivered by Sedai, means the system continuously adapts to production environments, optimizing for cost, performance, and availability without manual intervention, and maintaining peak efficiency as conditions evolve. Source.

What industry recognition did Sedai receive in 2025?

In 2025, Sedai was featured in 18 Gartner Hype Cycles, 12 Gartner technical reports, and the Forrester Cloud Cost Optimization report. The company was also named a Leader and Outperformer in the GigaOm 2025 Radar for Kubernetes Resource Management and awarded Top Cloud Cost Optimization Platform by CIOReview. Source.

What new features and solutions did Sedai launch in 2025?

In 2025, Sedai launched Sedai for FinOps (autonomous cloud cost elimination), new Kubernetes capabilities (cluster compaction, cost attribution beyond compute, custom SLOs, in-place pod rightsizing), autonomous Databricks optimization, and AWS Lambda Managed Instances. These features were developed in response to customer feedback and market needs. Source.

How many autonomous actions did Sedai execute in 2025, and what was the incident rate?

In 2025, Sedai executed 8 million autonomous actions across production environments with zero incidents, demonstrating the safety and reliability of its autonomous cloud optimization platform. Source.

What funding did Sedai secure in 2025?

In 2025, Sedai raised a Series B funding round led by Atlantic Vantage Point, with participation from Norwest Venture Partners, Sierra Ventures, and Uncorrelated Ventures. The funding is aimed at scaling Sedai's autonomous systems and expanding capabilities for LLM-based apps, GPU optimization, and AI-powered orchestration. Source.

How does Sedai ensure the safety and reliability of its autonomous platform?

Sedai's platform is built on patented technology (with its eighth U.S. patent received in 2025) that enables safe, responsible, and continuous autonomous operation at enterprise scale. The system is designed to adapt to customer-specific infrastructure and constraints, optimizing without causing incidents. Source.

What are Sedai's goals for 2026?

Sedai's main goals for 2026 are broader enterprise adoption, deeper autonomy, and scaling outcomes without increasing human effort. The company aims to build on its proven foundation and continue delivering safe, effective autonomy for cloud operations. Source.

How does Sedai incorporate customer feedback into its product development?

Sedai's product development is driven by customer feedback. In 2025, the company released new features and solutions specifically to address customer needs, such as Sedai for FinOps, Kubernetes enhancements, and Databricks optimization. Source.

What patents does Sedai hold?

As of 2025, Sedai holds eight U.S. patents, with the latest patent protecting the core technology that enables safe and reliable autonomous cloud optimization at enterprise scale. Source.

How does Sedai support Kubernetes environments?

In 2025, Sedai introduced advanced Kubernetes capabilities, including cluster compaction, cost attribution beyond compute, custom SLOs, and in-place pod rightsizing, enabling more efficient and autonomous management of Kubernetes workloads. Source.

What is Sedai for FinOps and how does it differ from conventional FinOps tools?

Sedai for FinOps is an autonomous solution that not only provides visibility into cloud costs but also takes action to eliminate wasted cloud spend. Unlike conventional FinOps tools that focus on reporting, Sedai automates cost optimization. Learn more.

How does Sedai optimize Databricks environments?

Sedai launched autonomous and safe optimization for Databricks in 2025, enabling organizations to reduce costs and improve performance in their Databricks environments. Read more.

What is the significance of AWS Lambda Managed Instances in Sedai's platform?

Sedai introduced AWS Lambda Managed Instances in 2025, allowing users to identify and migrate the best Lambda functions to managed instances for improved cost efficiency and performance. Read more.

How does Sedai plan to expand its capabilities in 2026?

Sedai plans to expand its capabilities in 2026 by focusing on self-tuning for LLM-based applications, autonomous GPU optimization, and AI-powered orchestration, building on its proven autonomous foundation. Source.

How many industries did Sedai operate in during 2025?

In 2025, Sedai operated autonomously across 11 industries, demonstrating the platform's versatility and scalability in diverse production environments. Source.

What is the difference between Sedai and other cloud optimization solutions?

Sedai is the only system operating with true autonomy in production, continuously adapting to customer-specific infrastructure and constraints. Unlike automation-based solutions that rely on static rules, Sedai's autonomous approach delivers measurable outcomes in cost, performance, and availability, with proven safety (zero incidents in 8 million actions in 2025). Source.

Features & Capabilities

What features does Sedai offer for autonomous cloud optimization?

Sedai offers autonomous optimization of cloud resources, proactive issue resolution, full-stack coverage (compute, storage, data), release intelligence, enterprise-grade governance, and multiple modes of operation (Datapilot, Copilot, Autopilot). These features help reduce costs, improve performance, and enhance reliability. Learn more.

How does Sedai's proactive issue resolution work?

Sedai detects and resolves performance and availability issues before they impact users, reducing failed customer interactions by up to 50% and ensuring seamless operations. This proactive approach minimizes downtime and enhances reliability. Learn more.

What are the modes of operation in Sedai?

Sedai offers three modes of operation: Datapilot (observability), Copilot (one-click optimizations), and Autopilot (fully autonomous execution). This flexibility allows organizations to choose the level of automation that fits their needs. Learn more.

What integrations does Sedai support?

Sedai integrates with monitoring and APM tools (Cloudwatch, Prometheus, Datadog, Azure Monitor), Kubernetes autoscalers (HPA/VPA, Karpenter), IaC and CI/CD tools (GitLab, GitHub, Bitbucket, Terraform), ITSM tools (ServiceNow, Jira), notification tools (Slack, Microsoft Teams), and various runbook automation platforms. Learn more.

What security and compliance certifications does Sedai have?

Sedai is SOC 2 certified, demonstrating adherence to stringent security and compliance standards for data protection. Learn more.

How does Sedai ensure safe and auditable changes in cloud environments?

Sedai integrates with Infrastructure as Code (IaC), IT Service Management (ITSM), and compliance workflows to ensure all changes are safe, validated, and auditable, supporting enterprise-grade governance. Learn more.

Use Cases & Benefits

What problems does Sedai solve for cloud operations teams?

Sedai addresses cost inefficiencies, operational toil, performance and latency issues, lack of proactive issue resolution, complexity in multi-cloud environments, and misaligned priorities between engineering and FinOps teams. It delivers up to 50% cost savings, 75% latency reduction, and 6X productivity gains. Learn more.

Who can benefit from using Sedai?

Sedai is designed for platform engineering, IT/cloud operations, technology leadership, site reliability engineering (SRE), and FinOps professionals in organizations with significant cloud operations across industries such as cybersecurity, IT, financial services, healthcare, travel, and e-commerce. See case studies.

What business impact can customers expect from Sedai?

Customers can expect up to 50% cloud cost savings, 75% latency reduction, 6X productivity gains, and up to 50% fewer failed customer interactions. Notable results include Palo Alto Networks saving $3.5 million and KnowBe4 achieving 50% cost savings. Learn more.

What industries are represented in Sedai's customer base?

Sedai's customers span cybersecurity (Palo Alto Networks), IT (HP), financial services (Experian, CapitalOne Bank), security awareness training (KnowBe4), travel (Expedia), healthcare (GSK), car rental (Avis), retail/e-commerce (Belcorp), SaaS (Freshworks), and digital commerce (Campspot). See more.

Can you share specific customer success stories with Sedai?

Yes. KnowBe4 achieved 50% cost savings and saved $1.2 million on AWS. Palo Alto Networks saved $3.5 million, reduced Kubernetes costs by 46%, and saved 7,500 engineering hours. Belcorp reduced AWS Lambda latency by 77%. KnowBe4 case study, Palo Alto Networks case study.

Implementation & Support

How long does it take to implement Sedai?

Sedai's setup process takes just 5 minutes for general use cases and up to 15 minutes for scenarios like AWS Lambda. For complex environments, timelines may vary. Personalized onboarding and extensive documentation are available. Learn more.

How easy is it to get started with Sedai?

Sedai offers plug-and-play implementation, agentless integration via IAM, personalized onboarding sessions, a dedicated Customer Success Manager for enterprise customers, and a 30-day free trial. Extensive documentation and support channels are available. Documentation.

What support resources are available for Sedai customers?

Sedai provides detailed technical documentation, a community Slack channel, email/phone support, and one-on-one onboarding calls with the engineering team. Enterprise customers receive a dedicated Customer Success Manager. Documentation.

Is there a free trial available for Sedai?

Yes, Sedai offers a 30-day free trial so customers can experience the platform's value firsthand without financial commitment. Start free trial.

Where can I find Sedai's technical documentation?

Sedai's technical documentation is available at https://docs.sedai.io/get-started, covering features, setup, and usage. Additional resources, including case studies and datasheets, are at https://sedai.io/resources.

Competition & Differentiation

How does Sedai compare to other cloud optimization platforms?

Sedai differentiates itself with 100% autonomous optimization, proactive issue resolution, application-aware intelligence, full-stack cloud coverage, release intelligence, and rapid plug-and-play implementation. Unlike competitors that rely on static rules or manual adjustments, Sedai continuously adapts to real application behavior and delivers measurable outcomes. Learn more.

What unique features set Sedai apart from competitors?

Sedai's unique features include 100% autonomous optimization, proactive issue resolution, application-aware intelligence, full-stack coverage, release intelligence, and a quick setup process (5–15 minutes). These capabilities address specific use cases and provide a competitive edge. Learn more.

Why should a customer choose Sedai over other solutions?

Customers should choose Sedai for its always-on autonomous optimization, proven cost savings (up to 50%), proactive issue resolution, application-aware intelligence, full-stack coverage, safety-by-design, rapid implementation, and strong customer success stories. Learn more.

What advantages does Sedai provide for different user segments?

Platform engineers benefit from reduced toil and IaC consistency; IT/cloud ops teams see lower ticket volumes and safe automation; technology leaders gain measurable ROI and reduced spend; FinOps teams align engineering and cost goals; SREs get proactive SLO protection and less pager fatigue. Learn more.

Sedai Logo

2025 in Review: The Year of the Autonomous Cloud

SM

Suresh Mathew

Founder & CEO

January 2, 2026

2025 in Review: The Year of the Autonomous Cloud

Featured

As we step into 2026, I’ve been reflecting on 2025 at Sedai.

This wasn’t a year of experimentation. It was a year of execution. In 2025, autonomous cloud optimization was proven, in production, at massive scale.

The results speak for themselves:

8 Million Autonomous Actions. Zero Incidents.

2025 was the year engineering leaders chose autonomy over automation for cloud operations. It marked a clear shift in where the industry is headed.

There’s a misconception in our industry that automation and autonomy are the same thing. They are not. Automated cloud optimization relies on static rules, which inevitably break when real-world behavior changes. In complex production environments, automated systems create a serious risk of availability issues and performance degradation.

Truly autonomous systems are different. They adapt continuously to what’s happening in production — and keep your systems running at peak performance and efficiency as conditions change.

In 2025, Sedai operated autonomously across five global enterprises and 11 industries, executing 8 million autonomous actions with zero incidents.That’s not an empty marketing promise. That’s real data.

8 million actoins.webp

Sedai managed each customer’s unique infrastructure and constraints, optimizing across cost, performance, and availability. Customers got measurable outcomes and built real operational trust.

Today, Sedai is the only system operating with true autonomy in prod. While automation has been useful in the past, it’s inherently riskier, fragile, and becoming obsolete. 

This past year, Sedai became the only solution to provide safe, pure autonomy that deeply understands our customers’ systems and delivers real cloud savings.

Here are a few of the incredible milestones that make me proud:

Our Major Milestones at Sedai

We Launched World-Class Technology

I can’t talk about the past year without mentioning how our team is continuously building and bettering Sedai. 

Everything we build at Sedai starts with feedback from our customers, and in 2025, we released a ton of new features & solutions to meet those needs:

  • Sedai for FinOps. While conventional FinOps tools just provide visibility, Sedai takes action to eliminate wasted cloud spend. Learn more →
  • New Kubernetes Capabilities. Added cluster compaction, cost attribution beyond compute, custom SLOs, and in-place pod rightsizing. 
  • Autonomous Databricks Optimization. Autonomous & safe optimization for Databricks to reduce costs & improve performance. Read more →
  • AWS Lambda Managed Instances. Identify and migrate the best Lambda functions to Managed Instances. Read more →

We Received Strong Market Validation

As results scaled, validation followed. 

In 2025, Sedai appeared in 18 Gartner Hype Cycles, 12 Gartner technical reports, and was recognized in Forrester’s Cloud Cost Optimization report.

Additionally, Sedai was recognized with two major industry honors:

Top Cloud Cost Optimization Platform 2025.webp

Across analysts and enterprises, the signal was clear: the market is moving from automation to autonomous systems trusted in production.

We Raised our Series B

2025 was also the year we closed our Series B. This round was led by Atlantic Vantage Point, with participation from Norwest Venture Partners, Sierra Ventures, and Uncorrelated Ventures. 

Going into this round of funding, our focus was simple: scale systems already driving results without compromising accuracy or trust. 

With this funding, we can continue to provide safe and effective autonomy in 2026 as we expand Sedai’s capabilities through self-tuning for LLM-based apps, autonomous GPU optimization, and AI-powered orchestration.

We Received Our Eighth Patent 

And finally, we received our eighth U.S. patent, showing the world that Sedai doesn’t just innovate, we build on a solid & safe foundation. 

This patent protects what makes Sedai’s autonomy both powerful and reliable, so Sedai can operate continuously, responsibly, and at enterprise scale.

Looking Ahead at Sedai in 2026

With the success of 2025, we’re starting 2026 with three main goals: 

  • Broader enterprise adoption
  • Deeper autonomy
  • Scaling outcomes without scaling human effort

We’ve proven the foundation is solid. Now is the time to execute and scale.

I’ll close by saying thank you to the Sedai team, for the discipline it takes to operate a true autonomous system. And thank you to our amazing customers, for trusting Sedai with real stakes.

We'll continue to earn that trust, every single day.