# Tricentis Tosca Agentic AI: Autonomous Software Testing
> Learn how Agentic AI in Tricentis Tosca revolutionizes software testing with natural language test creation, Vision AI, and self-healing automation.

Tags: tricentis-tosca, agentic-ai, software-testing, test-automation, vision-ai, ai-in-testing, qa-automation
## Tricentis Tosca Agentic AI
Autonomous Automation for the Enterprise addressing the innovation bottleneck in software delivery.

## Defining Agentic AI in Testing
* **Autonomy:** AI that plans, executes, and adapts without human prompts.
* **Context Aware:** Understands business logic over simple code syntax.

## From Natural Language to Automation
* **Input:** Users provide high-level intent (e.g., "Login as Admin").
* **AI Processing:** Context, Vision, and Strategy Agents orchestrate creation.
* **Output:** Structured, model-based test cases that are self-healing.

## Leveraging External LLMs
* Generates CSV skeletons using GPT-4 or Gemini.
* Uses Python utilities for conversion to Tosca TBox modules.
* Ingests tests directly via API or subset files.

## Vision AI & Self-Healing
Identifies UI elements visually like a human, ensuring tests don't break when underlying code or element IDs change.

## Optimization & Models
* **Risk-Based Optimization:** 90% business risk covered with fewer tests.
* **Model-Based Automation:** Decouples technical layer from business logic for easier maintenance.

## Efficiency Benchmarks
* Reduces test creation time by up to 90%.
* Start testing 85% faster compared to traditional manual or scripted methods.
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