> ## Documentation Index
> Fetch the complete documentation index at: https://docs.avigrah.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Responsible AI & Governance

Avigrah provides AI-generated insights, analysis, and automation to support decision-making. However, it is important to understand the inherent limitations of AI systems.

***

### No Guarantee of Accuracy or Outcomes

Avigrah does not guarantee:

* Accuracy, completeness, or reliability of AI-generated outputs
* Specific business results, financial outcomes, or performance improvements
* Correctness of predictions, recommendations, or automated actions

All outputs are generated based on available data, configurations, and AI models, which may produce varying results.

***

### Human Oversight Required

AI outputs should be treated as **assistive intelligence**, not final decisions.

Organizations are responsible for:

* Reviewing and validating outputs before taking action
* Applying domain expertise and business judgment
* Ensuring compliance with applicable regulations and policies

Avigrah is not a substitute for professional, financial, legal, or operational advice.

***

### Model & Data Dependencies

AI performance depends on:

* Quality and completeness of input data
* Selected AI templates and configurations
* External model providers and underlying technologies

Changes in any of these factors may impact results.

***

### Continuous Improvement

Avigrah continuously improves its systems, models, and workflows. However, AI systems are probabilistic by nature and may evolve over time.

***

### Acceptance of Use

By using Avigrah, organizations acknowledge and accept:

* The probabilistic nature of AI outputs
* The need for human validation
* Responsibility for decisions made using the system

All usage is subject to the terms defined in the applicable agreement.