Redesign
enterprise work with
AI and cloud.
We use generative AI, AI agents, and cloud technology to automate operations, unlock internal knowledge, and improve decision-making. From discovery and architecture to development and operations, we support the full journey.
Where AI initiatives get stuck
Many companies stop just before AI becomes embedded in daily work and starts producing measurable results.
Not sure where to begin
The opportunity is clear, but it is hard to identify which workflows AI should target first and what return to expect.
PoCs do not reach production
A prototype works, but security, operations, and organizational readiness keep it from becoming a production system.
Tools are not adopted
The tool is introduced, but it does not fit the real workflow and eventually stops being used by the team.
Solve business problems with AI
We embed AI agents into knowledge management, workflow automation, software development, IT operations, and other enterprise workflows.
Find internal knowledge fast
Build RAG-based AI search across documents, manuals, FAQs, and meeting notes so teams can reach the right information quickly.
Automate routine work
Introduce AI agents into research, document creation, data entry, customer support, approvals, and other business workflows.
Strengthen engineering with AI
Use AI agents for requirements, design, implementation, testing, review, and documentation to improve development speed and quality.
Modernize IT operations
Support monitoring, log analysis, root-cause investigation, incident response, and runbook execution with AI agents.
Turn AI into systems people can actually use
We go beyond adding AI tools. We understand the workflow and build systems that can be adopted, operated, and improved over time.
Generative AI and AI agent development
Design and build AI systems tailored to company-specific operations using generative AI, RAG, and AI agents.
Cloud and security foundations
Design and build secure, reliable cloud foundations for AI operations using AWS, Google Cloud, and Alibaba Cloud.
AI and DX consulting
Clarify business issues, decide where AI should be introduced, and design the right architecture and operating model.
From AI strategy to implementation
We support AI adoption strategy, AI system development, agentic engineering, cloud security foundations, and continuous operations.
AI adoption consulting
Clarify business issues and identify where AI should be introduced. We create adoption plans that account for feasibility, ROI, security, and operations.
- AI opportunity assessment
- Workflow analysis
- AI roadmap
- PoC design and validation
- AI governance and risk review
AI systems and AI agent development
Design and build AI systems for company-specific workflows and data using generative AI, RAG, and AI agents.
- Internal AI chat
- RAG and knowledge search
- AI agents
- Document generation and support
- Business system integration
Agentic Workflow, Coding, and Ops design
Embed AI agents into business workflows, software development, and IT operations while keeping human control and safety in the loop.
- Agentic Workflow
- Agentic Coding
- AgenticOps
- Multi-agent design
- Human-in-the-loop guardrails
Cloud and security infrastructure
Design and build the cloud, network, identity, monitoring, and data protection foundations required to operate AI systems securely and reliably.
- AWS and Google Cloud
- Alibaba Cloud
- Kubernetes and containers
- Terraform and CI/CD
- Monitoring, identity, and security design
One continuous path from concept to operations
We connect consulting, architecture, development, and operations with one team and one process, so a business issue can move all the way into continuous improvement.
Consult
Issue discovery, AI opportunity research, and requirements definition.
Design
Architecture, tool selection, PoC design, and risk assessment.
Build
AI implementation, cloud construction, and existing system integration.
Operate
Monitoring, accuracy improvement, cost optimization, and adoption support.
End-to-end support from concept to operations
We do not stop at proposals. One team supports discovery, design, development, cloud implementation, and operational improvement.
AI adoption consulting
Issue discovery, AI opportunity research, tool selection, PoC design, ROI, and risk assessment.
AI system and agent development
Design and develop knowledge search, document generation, workflow automation, and AI agents.
Cloud and security implementation
AWS, GCP, Alibaba Cloud, Kubernetes, Terraform, CI/CD, monitoring, and data protection.
Continuous improvement and operations
Maintenance, AI accuracy improvement, prompt improvement, cost optimization, feature additions, and adoption support.
Why Trustray
Our strength is the ability to understand both strategy and implementation. We do not treat AI adoption as a one-time rollout.
We understand the business, not only AI
We start from business issues and goals, then design the systems that are actually needed.
Consulting through development in one team
We support requirements, design, development, cloud implementation, and operations end to end.
Strong in cloud and security
We build foundations with scalability, availability, data protection, and access management in mind.
Enterprise-grade technical depth
We bring experience in AI, cloud, security, distributed systems, and project management.
AI can support many industries
From manufacturing to professional services, we design AI use cases around the workflows of each industry.
Manufacturing
AI for make-to-order work, inspection, and maintenance
Logistics
Demand forecasting, dispatching, and inquiry handling
Retail and e-commerce
Customer support, inventory, and recommendation optimization
Finance and insurance
Screening, compliance, and document processing automation
Professional services
Research, drafting, and knowledge search
Public sector
Service desk support, document summaries, and information search
Company
Trustray LLC is a technology company focused on AI, cloud, and consulting. We help companies clarify business issues and support the full path from AI strategy to system development, cloud foundations, and operational improvement.
Questions before starting
We start by clarifying your current business issues. We identify where AI can help and move step by step from PoC, so you do not need deep AI expertise at the beginning.
Yes. You can start small with a focused workflow such as an internal AI chat, RAG-based knowledge search, or another targeted use case.
We design with enterprise security in mind, including encryption in transit and at rest, access control, and cloud isolation where appropriate.
Yes. We integrate with internal systems and SaaS products through APIs so AI fits naturally into existing workflows and reduces duplicate data entry.
Yes. We provide ongoing support for operations, AI accuracy and prompt improvements, cost optimization, feature additions, and internal adoption.
Turn AI into business outcomes
You can contact us even if you are not sure where AI should start. We will clarify the current issues and propose a realistic path forward.