IBM 2025 CEO Study

84% of enterprise AI initiatives fail to scale.

84% Stuck in pilot
16% Enterprise Production

The problem isn't the algorithm.
It's the infrastructure.

THE 84% TRAP

  • ✕ Monolithic chatbots causing innovation fatigue.
  • ✕ Probabilistic outputs with high hallucination risk.
  • ✕ Isolated from core business systems.

THE DaikonCat STANDARD

  • ✓ Modular networks built for back-office operations.
  • ✓ Deterministic logic. Our AI obeys, it doesn't guess.
  • ✓ Natively integrated into your ERP and CRM.

Safe Process (Powered by Google ADK)

Hard-coded guardrails for auditable operations.

Data Retrieval Database

Data Retrieval

Autonomous extraction of hard data.

→
Guardrails Shield

Validates (ADK Guardrails)

Deterministic validation against business rules.

→
Execution Arrows

Native Execution

Direct API interaction with ERP or CRM.

Human-in-the-Loop
Security Architecture

The AI works autonomously, but critical operations always wait for your team's approval.

AI Agent

AI Agent

Initiates financial transaction

Secure Lock
Human Manager

Human Manager

Explicit Approval Required

Core Systems

Core Systems

Transaction safely executed

Explore the AI Agents You Can Deploy Today

Swipe horizontally & vertically for full table

Agent type Opportunity Cost Actions
Customer Agent Missed upsell, cross-sell, and new-sales opportunities because revenue-generating conversations are displaced by low-value service work.
  • Understands the customer's request
  • Identifies the customer and relevant account/order
  • Retrieves information from CRM, ERP, order, payment, or logistics systems
  • Answers routine questions
  • Checks order status, inventory, pricing, or eligibility
  • Processes eligible requests or transactions
  • Detects buying signals
  • Recommends relevant products or upgrades
  • Creates or updates sales opportunities in the CRM
  • Escalates complex or high-value customers to a salesperson
Employee Agent Delayed decisions can hold up launches, quotes, contracts, purchases, and customer commitments—creating slower revenue realization and higher operating costs.
  • Understands the employee's question or task
  • Searches across documents, emails, knowledge bases, and business systems
  • Retrieves the relevant information
  • Combines information from multiple sources
  • Answers the question with supporting context
  • Generates summaries, reports, or documents
  • Creates tickets or requests
  • Updates records in business systems
  • Initiates approval workflows
  • Executes routine administrative tasks
Data Agent Revenue and margin opportunities can disappear before someone identifies and acts on them—while analysts remain a costly bottleneck for routine questions.
  • Understands a business question
  • Identifies the relevant data sources
  • Queries databases or data warehouses
  • Combines data from different sources
  • Cleans and transforms data when necessary
  • Calculates business metrics
  • Identifies trends, anomalies, and changes
  • Investigates the drivers behind a result
  • Generates charts, tables, or explanations
  • Recommends potential actions
  • Triggers alerts or workflows when predefined conditions are met
Security Agent A missed or delayed response can turn a security event into downtime, remediation costs, lost productivity, exposure, or lost customer revenue.
  • Ingests security alerts
  • Collects context from logs, identities, endpoints, and network activity
  • Correlates events across security systems
  • Investigates suspicious activity
  • Enriches alerts with threat-intelligence information
  • Determines whether an alert requires escalation
  • Summarizes what happened and the potential impact
  • Prioritizes incidents based on severity
  • Creates or updates incident tickets
  • Recommends remediation actions
  • Executes approved containment or remediation actions
  • Researches for new reports relevant to your system
Multi-Agent Systems Revenue is delayed or lost when orders aren't fulfilled, customers cancel, sales cycles reopen, or teams spend additional effort resolving preventable handoff failures.
  • Receives an end-to-end business objective
  • Breaks the objective into individual tasks
  • Assigns each task to the appropriate specialized agent
  • Passes information between agents
  • Checks whether prerequisites have been completed
  • Coordinates actions across departments
  • Detects exceptions or missing information
  • Requests human approval when required
  • Reassigns or escalates failed tasks
  • Tracks the workflow from beginning to end
  • Confirms that the final business outcome was completed