FromPoCtoProductionwithAIExecutionLayer
BeSir Platform is a complete AI execution environment that enables AI to understand enterprise systems, generate insights, execute actions, and comply with security policies.
Design in BeSir Studio, execute in BeSir Browser, and control with Agent Server. Three layers create one complete AI execution environment.
Why Do 90% of AI PoCs Fail?
Most enterprise AI projects stall at the PoC stage. Here are the three core barriers.
The Advisor Who Never Acts
AI Can't Execute
LLMs generate insights, but actual work execution still falls on humans. Ask for a report, and you'll still need to extract data, format it, and compile it yourself.
Isolated Data Islands
Data is Scattered
ERP, BI, PMS, CRM... Enterprise data is scattered across dozens of systems. For AI to see the full picture, you need bridges to connect these islands.
A Vault Without Locks
No Security Framework
You want to delegate work to AI, but there's no way to control who can do what. Without access management and audit logs, production deployment is impossible.
More Than Low-Code Tools
Low-code tools like Retool are UI builders. BeSir makes AI actually work.
Low-code platform for building internal tools and dashboards
Execution Layer for autonomous AI agent operations
Interface-focused development with drag-and-drop UI components
Task flow-based design where AI automates actual work
Humans must manually operate through UI
AI agents execute autonomously with Human-on-the-Loop model
Has access control but no AI behavior control
Built-in approval workflows, execution logs, behavior restriction policies
Experience a platform where AI agents perform real work
Explore Product LineupFrom Human-in-the-loop to
Human-on-the-loop
A new paradigm where AI moves beyond simple assistance to autonomous execution. BeSir is designed to enable AI to perform tasks reliably without human intervention at every step.
Human-in-the-loop
Inefficient structure requiring human intervention in every decision and execution
- Human intervention needed at every step
- Processing speed degradation due to bottlenecks
- Scalability limitations
Human-on-the-loop
AI executes autonomously, humans supervise and intervene only when needed
- AI autonomously performs most tasks
- Humans focus on strategic oversight
- Infinite scalability achieved
What Changes?
Role Transformation
Humans as executors of all tasks
Humans as supervisors, AI as executors
Decision Making
Human approval required for all decisions
AI makes autonomous decisions within defined rules
Scalability
Cannot scale without hiring
Infinite scaling by adding agents
Processing Speed
Delays due to human bottlenecks
24/7 real-time processing
AI executes, humans provide direction
Before and After AI Agent Adoption
BeSir platform transforms AI from simple chatbots to agents that execute real work
Reporting time saved
Input token reduction in large-scale analysis
Security incidents
ROI achieved
Want to see the real impact?
3-Layer AI Execution Architecture
BeSir supports the complete lifecycle of enterprise AI agents with a 3-layer structure: design, execution, and management.
Why 3-Layer Architecture?
Unified Architecture
Complete from design to execution to management in one platform
Visual Design
Build workflows with drag-and-drop, no code required
Real-time Execution
Designed agents automatically process actual work
Centralized Control
Manage permissions, resources, and logs in one place
Click each layer to see detailed features of that product.
BeSir Studio
Ontology + CapGraph
AI understanding layer that maps enterprise data and capabilities into structured knowledge. Transforms business systems into forms that AI can understand and execute.
Ontology Design
Enterprise Knowledge Graph
Converts enterprise data into a structured knowledge graph. Define entities, relationships, and attributes so AI can fully understand business context.
CapGraph
Capability Graph
Connects all system capabilities as a graph. Defines and structures all possible actions—queries, creates, updates, deletes—so AI can execute them safely.
Visual Workflow Designer
No-Code Workflow Builder
Design complex AI workflows with drag-and-drop. Visually build entire processes from data collection to analysis to execution—without coding.
Integration Connectors
Universal System Integration
Connect ERP, PMS, CRM, databases, and external APIs without coding. Use standard connectors to integrate existing systems with AI without rebuilding.
BeSir Browser
Experience the next generation of workflow automation through our intuitive browser-based platform. Execute complex tasks through simple conversations.
Design & Connect
Design workflows through natural conversation. BeSir automatically creates task chains — from scheduling to analysis — and connects seamlessly with your existing databases, APIs, and SaaS tools.
Execute & Optimize
Run and manage tasks autonomously. BeSir agents detect conditions, execute recurring processes, and continuously improve frequency and logic — optimizing workflows across PM, Marketing, and CS teams.
Report & Visualize
Turn results into clear dashboards and reports. BeSir instantly visualizes data such as sales and performance metrics, enabling real-time decision-making and empowering business users with direct analytics.
Secure integration connects your systems with live enterprise data
BeSir connects ERP, CRM, databases, and tools like email, Excel, web crawling, and OCR via secure APIs, ensuring decisions are always based on up-to-date data.
Agent Server
The Control Center for AI Agents
RBAC, approval workflows, and audit logs ensure every AI action is traceable and compliant. Enterprise-grade governance is built-in by default.
Control Layer
Role-Based Access Control (RBAC)
Fine-grained control over what data AI agents can access and what actions they can execute. Inherits your organization's permission model.
- User/Group permission settings
- Data access scope restrictions
- Executable action whitelist
Complete Audit Logs
All AI actions are logged by default. Full traceability of who, when, what, and why for every execution.
- Real-time activity monitoring
- Execution path replay
- Automated compliance reports
Approval Workflows
Require human approval for critical actions. Human-on-the-Loop paradigm where AI assists decisions and humans approve.
- Multi-stage approval process
- Threshold-based auto/manual switching
- Mobile approval notifications
Agent Deployment Management
Complete control over agent lifecycle. Centralized version control, rollback, and scaling management.
- Version control and rollback
- A/B test deployments
- Auto-scaling
AI Execution with Built-in Security and Governance
Agent Server enables AI agents to perform work while complying with your organization's security policies and compliance requirements. Included by default, no additional setup needed.
Do You Have These Concerns?
BeSir solves the most practical problems you face when applying AI to real business
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See how BeSir accelerates AI adoption through a customized demo tailored to your situation