Artificial Intelligence Policy

Artificial intelligence has the potential to reduce administrative workload, improve documentation workflows, and help educators spend more time where it matters most, with their students. At anecNote, we believe these benefits can only be realized when AI is developed and used responsibly.

1. Purpose

This Artificial Intelligence (AI) Policy explains how anecNote designs, deploys, and governs the AI-powered features available through Anec Assist. It outlines the principles that guide our approach, the role AI plays within the platform, and the safeguards we implement to support educators, protect student information, and promote trustworthy educational documentation.

Our goal is to be transparent about how AI supports the anecNote experience while reinforcing that professional educators remain responsible for educational decisions and the final content of student documentation.

Purpose of This Policy

This policy is intended to:

• Explain how AI-powered features operate within anecNote.
• Describe the principles that guide the development and use of Anec Assist.
• Promote responsible, ethical, and transparent use of AI in educational settings.
• Clarify the respective responsibilities of anecNote, educators, and educational organizations.
• Support schools and educational organizations in understanding our AI governance practices.
• Demonstrate our commitment to privacy, security, fairness, and human oversight.

Scope

This policy applies to all AI-powered functionality provided by anecNote, including current and future features that use machine learning, generative AI, natural language processing, computer vision, speech recognition, or other artificial intelligence technologies.

AI-assisted functionality may include:

• Voice transcription.
• Observation drafting.
• Learning story generation.
• Progress report drafting.
• Documentation summaries.
• Writing assistance.
• Educational insights.
• Pattern recognition based on educator-provided documentation.
• Other AI-assisted educational workflows introduced over time.

This policy applies to all users of anecNote, including individual educators, schools, childcare providers, educational organizations, and school districts that use AI-powered features within the platform.

Relationship to Other Policies

This AI Policy should be read alongside anecNote’s:

• Privacy Policy
• Terms of Service
• Educational Policy
• Security documentation and compliance resources
• Any applicable agreements between anecNote and an educational organization

Each document addresses a different aspect of responsible platform governance. Together, they explain how anecNote protects information, supports educators, governs AI-assisted functionality, and promotes responsible educational practice.

Our Commitment

Artificial intelligence should strengthen, not replace the expertise, relationships, and professional judgment that define effective teaching.

Every AI-powered feature within anecNote is developed with the goal of helping educators document learning more efficiently while preserving human oversight, protecting student privacy, and supporting evidence-based educational practice.

As AI technologies continue to evolve, we remain committed to improving our systems responsibly, transparently, and in partnership with the educators and educational organizations we serve.

2. Our AI Principles

The development and use of artificial intelligence within anecNote are guided by a set of core principles that reflect our commitment to educators, students, families, and educational organizations.

These principles influence how we design AI-powered features, evaluate new capabilities, manage risk, and continuously improve Anec Assist. They also provide a framework for responsible innovation as artificial intelligence continues to evolve.

2.1 Educator-Centered

Anec Assist is designed to support educators, not replace them.

Artificial intelligence can help reduce administrative workload by assisting with documentation tasks, but educators remain responsible for observing learning, interpreting evidence, making educational decisions, and approving all documentation.

Professional judgment always takes precedence over AI-generated suggestions.

2.2 Human Oversight

Human review is fundamental to the responsible use of AI in education.

AI-generated content within anecNote is intended to serve as a draft or recommendation. Educators are expected to review, verify, edit where appropriate, and approve AI-assisted content before it becomes part of a student’s educational documentation or is shared with others.

AnecNote does not permit AI to independently create official educational records without human approval.

2.3 Evidence-Based

Anec Assist works from information intentionally provided by educators.

Our AI is designed to organize, summarize, and assist with educator-supplied evidence, not to invent observations, speculate about student behavior, or draw conclusions unsupported by documented information.

Whenever possible, AI outputs should be traceable to the evidence provided by the educator.

2.4 Privacy and Security

Student privacy is central to every stage of AI development and operation.

We are committed to:

• Protecting educational information through appropriate technical and organizational safeguards.
• Limiting data processing to legitimate educational purposes.
• Working with trusted service providers that support our privacy and security commitments.
• Applying the principle of data minimization wherever practical.

Our Privacy Policy provides additional information about how personal information is collected, used, stored, and protected.

2.5 Transparency

We believe educators should understand when and how artificial intelligence is assisting them.

Where appropriate, anecNote identifies AI-assisted features and communicates the role AI plays in generating suggestions, summaries, or documentation drafts.

We strive to explain AI functionality using clear, accessible language rather than technical jargon.

2.6 Fairness and Inclusion

Artificial intelligence should support equitable educational practice.

We work to reduce the risk of biased or inappropriate outputs through responsible system design, testing, monitoring, and continuous improvement.

Because no AI system can eliminate bias entirely, educator review remains an essential safeguard.

We encourage documentation that reflects fairness, respect, and the individuality of every learner.

2.7 Safety and Reliability

AI systems should be dependable, predictable, and appropriate for educational environments.

Before introducing new AI-powered features, we evaluate them for factors such as:

• Educational usefulness.
• Privacy considerations.
• Security risks.
• Quality and accuracy.
• Potential impact on educators and learners.
• Alignment with our educational philosophy.

We continue monitoring AI-assisted features after release to identify opportunities for improvement.

2.8 Accountability

AnecNote accepts responsibility for the design, governance, and operation of the AI-powered features we provide.

Educators remain responsible for the educational documentation they review, approve, and share.

Educational organizations remain responsible for establishing policies governing AI use within their own environments.

Responsible AI requires collaboration between technology providers, educators, and educational organizations.

2.9 Continuous Improvement

Artificial intelligence is an evolving field, and responsible governance requires ongoing learning.

We continually review our AI systems by considering:

• Advances in educational research.
• Responsible AI best practices.
• User feedback.
• Privacy and security expectations.
• Regulatory developments.
• Independent testing and quality assurance.

Where appropriate, improvements are incorporated into Anec Assist to enhance reliability, usability, and educational value.

Our Guiding Principle

Every AI feature developed by anecNote should support a simple objective:

Help educators spend less time documenting and more time supporting student learning.

Artificial intelligence is most valuable when it enhances professional expertise, strengthens educational practice, and preserves the trust placed in educators by students, families, and educational organizations.

3. How Anec Assist Works

Anec Assist is the collective name for the artificial intelligence capabilities available within anecNote. It is designed to help educators document learning more efficiently by transforming educator-provided information into structured, editable drafts and insights.

Anec Assist does not independently observe classrooms, monitor students, or generate documentation without educator input. Every AI-assisted output is based on information intentionally provided by an authorized user and is designed to support, not replace, the educator’s professional workflow.

3.1 Sources of Information

Anec Assist generates suggestions using information that educators choose to provide through the Service.

Depending on the feature being used, this may include:

• Voice observations.
• Written notes.
• Photographs captured for educational purposes.
• Existing classroom documentation.
• Student observations and learning evidence.
• Educator instructions or prompts.
• Previously approved documentation within the educator’s authorized workspace, where applicable.

Anec Assist does not independently collect information from classrooms, devices, or third-party sources without authorization.

3.2 AI-Assisted Capabilities

Anec Assist may support educators with tasks such as:

Documentation Drafting

Transforming voice recordings, written notes, or photographs into structured observation drafts that educators can review and edit.

Writing Assistance

Improving grammar, spelling, clarity, tone, and professional language while preserving the educator’s intended meaning.

Educational Summaries

Summarizing documented observations into concise overviews that help educators review learning over time.

Learning Stories

Assisting in the creation of narrative learning stories based on educator-provided evidence and observations.

Progress Reports

Supporting the preparation of educator-reviewed progress reports by organizing documented evidence into structured drafts.

Documentation Insights

Identifying documentation trends, coverage gaps, recurring themes, or opportunities for additional observations based on available evidence.

Reflection Support

Suggesting reflective prompts or possible next steps that educators may consider when planning future observations or instruction.

The availability of these capabilities may vary by subscription plan, user role, organizational settings, and platform.

3.3 How AI Generates Responses

Generative AI predicts and produces text, summaries, or suggestions based on patterns learned during model development and the information provided by the educator during a specific interaction.

This means that AI-generated content:

• Is probabilistic rather than deterministic.
• May vary when the same information is submitted more than once.
• Can contain inaccuracies or omissions.
• Should be considered a draft until reviewed by an educator.

For these reasons, educators should always verify AI-generated content before relying on it for educational documentation.

3.4 What Anec Assist Does Not Do

Anec Assist has intentionally defined boundaries.

It does not:

• Observe students independently.
• Listen to classrooms without educator initiation.
• Monitor learners continuously.
• Make educational decisions.
• Replace professional judgment.
• Assign grades automatically.
• Diagnose learning differences, disabilities, medical conditions, or behavioral concerns.
• Determine interventions or support services.
• Recommend disciplinary actions.
• Create official educational records without educator approval.

These responsibilities remain with qualified educators and educational organizations.

3.5 Human Approval Before Saving

AI-assisted outputs are presented as editable drafts or suggestions.

Before documentation is saved, shared, exported, or incorporated into student records, educators are expected to:

• Review the generated content.
• Verify its factual accuracy.
• Ensure it reflects the documented evidence.
• Correct any errors or omissions.
• Confirm that the language is appropriate, respectful, and professionally suitable.

The educator, not the AI, is responsible for approving the final documentation.

3.6 Continuous Improvement

We continuously improve Anec Assist by evaluating:

• Accuracy and quality.
• Educational usefulness.
• Safety and reliability.
• User experience.
• Privacy and security safeguards.
• Responsible AI practices.

Improvements may include refining prompts, enhancing documentation quality, expanding supported educational workflows, or introducing new AI-assisted capabilities.

Where practical, significant changes to AI-powered functionality will be communicated through product updates or supporting documentation.

Our Approach

Anec Assist is designed to make documentation faster, not automatic.

Its purpose is to reduce repetitive administrative work while preserving the observation, reflection, professional judgment, and human relationships that are essential to education.

Educators provide the evidence. Anec Assist helps organize it. Educators make the final decisions.

4. Human Oversight and Professional Judgment

Human oversight is the foundation of anecNote’s approach to responsible artificial intelligence.

Anec Assist is designed to support educators throughout the documentation process, but it is not intended to replace professional expertise, classroom observation, or educational decision-making. Every AI-assisted output requires meaningful human review before it becomes part of a student’s educational documentation or is shared with others.

We believe the most trustworthy educational documentation combines the efficiency of AI with the experience, context, and professional judgment of educators.

4.1 Educators Remain the Decision-Makers

Educators are responsible for all educational decisions and for the documentation they create, review, approve, and share.

This includes responsibility for:

• Confirming the accuracy of observations.
• Verifying AI-generated summaries and recommendations.
• Editing documentation where necessary.
• Determining whether documentation appropriately reflects the learning experience.
• Ensuring language is respectful, objective, and evidence-based.
• Deciding when documentation is complete and ready to be saved or shared.

Artificial intelligence assists with documentation, it does not make educational decisions.

4.2 Meaningful Human Review

Every AI-assisted output should be reviewed thoughtfully before approval.

Educators are encouraged to consider questions such as:

• Does this accurately reflect what I observed?
• Is the documentation supported by evidence?
• Has important context been omitted?
• Is the language objective and appropriate?
• Would I be comfortable sharing this with a family or colleague?
• Does this align with my professional judgment?

Reviewing AI-generated content should be an active process rather than a routine approval.

4.3 Final Approval

AI-generated content is presented as a draft or suggestion.

Only an authorized educator determines whether documentation should be:

• Saved.
• Edited.
• Shared.
• Exported.
• Included in reports.
• Added to a student’s educational record.

Until an educator approves the content, AI-generated suggestions should not be considered final educational documentation.

4.4 Educational Decisions Remain Human Decisions

Anec Assist is not designed or intended to make decisions that require professional educational judgment.

Include:

• Determining grades or assessment outcomes.
• Identifying special education eligibility.
• Diagnosing learning, developmental, behavioral, or medical conditions.
• Determining disciplinary action.
• Making placement or promotion decisions.
• Recommending educational services or interventions without educator review.
• Replacing professional conversations with families, specialists, or colleagues.

These decisions require qualified professionals who can consider the full educational context.

4.5 Organizational Oversight

Educational organizations remain responsible for establishing policies governing the use of AI within their own environments.

Schools and educational organizations may:

• Define internal review procedures.
• Establish approval workflows.
• Determine when AI-assisted documentation may be used.
• Provide additional staff guidance or training.
• Restrict or disable certain AI-enabled workflows where supported.
• Establish record retention and documentation requirements.

AnecNote is designed to support these governance practices rather than replace them.

4.6 Shared Responsibility

Responsible AI depends on collaboration.

anecNote is responsible for:

• Designing AI features responsibly.
• Implementing appropriate safeguards.
• Protecting information through appropriate privacy and security measures.
• Monitoring system performance.
• Continuously improving AI quality and safety.

Educators are responsible for:

• Providing accurate source information.
• Reviewing all AI-assisted outputs.
• Exercising professional judgment.
• Correcting inaccuracies before approval.
• Using anecNote in accordance with organizational policies and applicable laws.

Educational Organizations are responsible for:

• Establishing AI governance policies.
• Defining acceptable use within their institution.
• Managing user access and permissions.
• Supporting staff through training and professional guidance.
• Ensuring compliance with applicable legal and regulatory requirements.

4.7 Our Commitment

Artificial intelligence should enhance, not diminish, the role of educators.

Every AI-assisted feature within anecNote is designed with the expectation that a qualified educator remains actively involved throughout the documentation process. Human oversight is not simply a safeguard; it is an essential part of responsible educational practice and a core principle of our AI governance.

AI can assist with documentation. Educators remain accountable for the decisions that shape student learning.

5. Appropriate and Inappropriate Use of AI

Anec Assist is designed to support legitimate educational documentation and professional workflows. Responsible use of artificial intelligence helps ensure that AI-generated content remains accurate, ethical, and aligned with the best interests of students.

This section provides guidance on how Anec Assist is intended to be used and identifies uses that are inconsistent with anecNote’s educational philosophy or acceptable use requirements.

5.1 Appropriate Uses

Anec Assist is intended to assist educators with routine documentation tasks while preserving educator oversight and professional judgment.

Appropriate use include:

• Drafting classroom observations from educator-provided voice recordings, notes, or photographs.
• Improving grammar, spelling, clarity, and readability.
• Organizing observations into structured documentation.
• Summarizing documented evidence.
• Assisting with educator-reviewed progress reports.
• Drafting learning stories based on educator-provided observations.
• Identifying documentation patterns or coverage gaps.
• Suggesting reflective prompts or possible next steps for future observations.
• Supporting educators in maintaining consistent and evidence-based documentation.

These uses are intended to reduce administrative workload while preserving the educator’s role in evaluating learning.

5.2 Inappropriate Uses

Anec Assist is not designed or intended for uses that replace professional educational judgment or create educational records without appropriate oversight.

Users should not use Anec Assist to:

• Generate observations for events that did not occur.
• Fabricate or alter educational evidence.
• Misrepresent student learning or behavior.
• Produce documentation without reviewing its accuracy.
• Create misleading or deceptive educational records.
• Circumvent organizational review processes.
• Generate content intended to discriminate against or unfairly characterize learners.
• Upload information they are not authorized to process or share.
• Attempt to bypass platform safeguards, usage limits, or security controls.
• Use AI in ways that violate applicable laws, organizational policies, or these Terms of Service.

5.3 Educational Decisions

Anec Assist should not be relied upon as the sole basis for decisions that significantly affect students.

Include:

• Assigning grades or assessment outcomes.
• Determining promotion or retention.
• Identifying eligibility for educational services.
• Diagnosing disabilities, developmental differences, behavioral conditions, or medical concerns.
• Determining disciplinary actions.
• Making safeguarding or child protection decisions.
• Making decisions that require professional, legal, or clinical expertise.

These decisions should always involve qualified professionals and appropriate organizational processes.

5.4 Responsible Prompting

The quality of AI-assisted documentation depends in part on the quality of the information provided.

Educators are encouraged to:

• Provide accurate and factual observations.
• Include relevant educational context.
• Focus on observable evidence.
• Avoid speculative or leading prompts.
• Review generated content against the original evidence.
• Remove or correct inaccuracies before approval.

Providing clear and objective input helps Anec Assist generate more useful and reliable drafts.

5.5 Professional Accountability

Using AI does not reduce an educator’s professional responsibilities.

Educators remain accountable for:

• The accuracy of approved documentation.
• Compliance with organizational policies.
• Respecting student privacy and confidentiality.
• Ensuring documentation reflects observable evidence.
• Correcting errors before documentation is finalized.
• Using AI ethically and professionally.

AI-generated content becomes part of educational documentation only after educator review and approval.

5.6 Organizational Expectations

Educational organizations may establish additional requirements governing the use of AI within their institutions.

These may include:

• Internal approval workflows.
• Restrictions on specific AI features.
• Documentation standards.
• Staff training requirements.
• Record retention procedures.
• Local privacy or compliance policies.

Users are responsible for following these requirements in addition to anecNote’s policies.

5.7 Our Commitment

AnecNote is committed to ensuring that artificial intelligence supports authentic educational practice rather than replacing it.

We encourage the use of AI to improve efficiency, consistency, and documentation quality while preserving the integrity of educational records and the professional responsibility of educators.

The best use of AI is to strengthen the educator’s work, not to substitute for it.

6. Accuracy, Limitations, and Responsible Reliance

Artificial intelligence can improve the efficiency of educational documentation, but no AI system is perfectly accurate or complete. Like all technologies that generate or interpret content, Anec Assist has limitations that educators should understand when using AI-assisted features.

AnecNote is committed to transparency about these limitations and encourages educators to treat AI-generated content as a starting point for professional review rather than as a final or authoritative record.

6.1 AI May Make Mistakes

AI-generated content may occasionally:

• Misinterpret educator instructions or prompts.
• Omit important context.
• Produce inaccurate or incomplete summaries.
• Generate wording that requires clarification or revision.
• Misidentify relationships between documented observations.
• Produce inconsistent results when given similar information.
• Reflect limitations inherent in the underlying AI models.

These limitations are common to generative AI technologies and reinforce the importance of human oversight.

6.2 Accuracy Depends on the Information Provided

The quality of AI-generated outputs is influenced by the quality, completeness, and clarity of the information supplied by educators.

When documentation is:

• Accurate,
• Objective,
• Well-contextualized, and
• Based on observable evidence,

Anec Assist is generally better able to produce useful and relevant drafts.

Incomplete, ambiguous, or inaccurate inputs may result in incomplete or inaccurate outputs.

6.3 AI Does Not Understand Context Like an Educator

Although Anec Assist can identify patterns in information provided to it, it does not possess the lived experience, classroom awareness, or professional understanding that educators bring to their work.

AI cannot independently:

• Understand classroom dynamics.
• Recognize emotional nuance.
• Interpret cultural or community context.
• Observe non-documented interactions.
• Consider conversations that were never recorded.
• Replace professional relationships with students and families.

Educational documentation often depends on context that extends beyond the information available to an AI system.

6.4 Verification Before Use

Before approving AI-assisted documentation, educators should verify that the content:

• Accurately reflects the documented evidence.
• Includes appropriate educational context.
• Uses objective and respectful language.
• Omits unsupported assumptions or speculation.
• Aligns with their professional judgment.
• Meets organizational documentation standards.

Where inaccuracies are identified, educators should edit or regenerate the content before saving or sharing it.

6.5 AI Is Not a Source of Truth

Anec Assist should not be treated as an authoritative source of educational fact.

Instead, AI should be viewed as a documentation assistant that helps organize and present educator-provided information.

The educator’s direct observations, professional expertise, and verified evidence remain the primary source of truth.

6.6 No Guarantee of Accuracy

While anecNote continually works to improve the quality and reliability of Anec Assist, we cannot guarantee that AI-generated content will always be:

• Complete.
• Accurate.
• Current.
• Error-free.
• Appropriate for every educational situation.

Educators should exercise independent professional judgment before relying on any AI-assisted output.

6.7 Continuous Improvement

We regularly evaluate and improve Anec Assist by considering:

• User feedback.
• Educational research.
• Quality assurance testing.
• Responsible AI practices.
• Privacy and security requirements.
• Advances in AI technology.

These improvements are intended to enhance the usefulness and reliability of AI-assisted documentation while maintaining appropriate safeguards and human oversight.

Our Commitment

We believe transparency about the capabilities and limitations of artificial intelligence is essential to building trust.

AnecNote will continue to develop AI responsibly by improving accuracy, communicating limitations clearly, and designing systems that support, not replace, the expertise of educators.

Reliable educational documentation begins with educator observation, is strengthened by thoughtful AI assistance, and is completed through professional human review.

7. Privacy, Security, and Data Protection

Responsible artificial intelligence begins with responsible handling of information. Because Anec Assist operates on educator-provided content, protecting the privacy, confidentiality, and security of educational information is a foundational requirement of our AI governance.

AnecNote is committed to designing AI-powered features that support legitimate educational purposes while safeguarding the information entrusted to us by educators, schools, educational organizations, students, and families.

This section provides an overview of how privacy and security principles apply specifically to AI-assisted features. Detailed information about our data handling practices is available in our Privacy Policy.

7.1 Data Minimization

We design Anec Assist to use only the information reasonably necessary to perform the requested AI-assisted task.

Our objective is to minimize unnecessary processing while still providing meaningful educational assistance.

Where practical, we apply the principle of data minimization by:

• Processing only educator-provided information relevant to the requested task.
• Avoiding unnecessary collection of personal information.
• Limiting access to authorized systems and personnel.
• Supporting configurable organizational controls where available.

7.2 Secure Processing

AI-assisted requests are processed using secure infrastructure and trusted technology providers selected to support the delivery of Anec Assist.

We implement appropriate technical and organizational measures designed to protect information during transmission, processing, and storage.

These measures may include:

• Encrypted transmission of data.
• Secure authentication and authorization controls.
• Role-based access controls.
• Logging and monitoring of platform activity.
• Infrastructure designed to support confidentiality, integrity, and availability.

Security practices continue to evolve as technology and industry standards develop.

7.3 Responsible Use of AI Providers

AnecNote may work with carefully selected third-party AI providers to deliver certain AI-powered capabilities.

When selecting AI service providers, we consider factors such as:

• Privacy and security practices.
• Reliability and performance.
• Responsible AI commitments.
• Contractual protections.
• Compliance with applicable legal and regulatory requirements.

Where third-party providers process information on our behalf, they do so under contractual obligations designed to protect that information and support our responsibilities to users and educational organizations.

Current subprocessors are identified in our Privacy Policy and related documentation.

7.4 Educational Information

Educational information processed through Anec Assist remains subject to the same privacy principles that apply throughout the anecNote platform.

We do not use AI to independently collect student information or expand educational records beyond the information intentionally provided by authorized users.

AI-assisted outputs are generated from educator-supplied information and remain subject to educator review before becoming part of educational documentation.

7.5 Training and Model Improvement

Unless expressly disclosed and permitted under applicable agreements or law, anecNote does not use customer educational records to train or improve public or shared foundation AI models.

Where AI systems are evaluated or improved, we seek to do so using methods that respect privacy, contractual commitments, and applicable legal requirements.

If our practices relating to AI model improvement materially change, we will update our documentation and provide notice where required by applicable law.

7.6 Organizational Controls

Educational organizations remain responsible for determining how AI-assisted features are used within their own environments.

Depending on the subscription and available functionality, organizations may manage:

• User roles and permissions.
• Access to educational information.
• Administrative oversight.
• Documentation workflows.
• Internal governance and compliance requirements.

Organizations should ensure their own policies align with applicable privacy laws, contractual obligations, and educational standards.

7.7 Shared Responsibility

Protecting educational information is a shared responsibility.

anecNote is responsible for:

• Providing secure AI-enabled infrastructure.
• Implementing appropriate privacy and security safeguards.
• Selecting responsible technology providers.
• Maintaining AI governance practices.
• Continuously improving security controls.

Educators are responsible for:

• Uploading information only for legitimate educational purposes.
• Protecting account credentials.
• Reviewing AI-assisted documentation before approval.
• Following organizational privacy policies.
• Reporting suspected security or privacy concerns.

Educational Organizations are responsible for:

• Managing access to the Service.
• Establishing internal AI governance policies.
• Providing staff guidance and training.
• Meeting applicable legal and regulatory obligations.

Our Commitment

Trust is essential to educational technology.

We are committed to developing AI-powered features that respect student privacy, protect educational information, and support the responsible use of artificial intelligence in schools and educational organizations.

Privacy and security are not optional features of Anec Assist, they are fundamental principles that guide its design, operation, and continuous improvement.

8. Fairness, Inclusion, and Bias

Artificial intelligence should support equitable educational practice by assisting educators in documenting learning fairly, respectfully, and consistently. At anecNote, we recognize that AI systems can reflect or amplify biases present in data, language, or human interactions. For this reason, fairness and inclusion are core principles of our AI governance.

Our goal is to develop AI-powered features that promote objective, evidence-based documentation while preserving the educator’s professional responsibility to interpret learning within its full educational context.

8.1 Our Commitment to Fairness

We strive to design Anec Assist in ways that:

• Encourage objective, evidence-based documentation.
• Promote respectful and inclusive language.
• Reduce the likelihood of biased or discriminatory outputs.
• Support diverse educational settings, teaching approaches, and learner populations.
• Treat every learner with dignity and respect.
• Continuously evaluate AI-assisted features for opportunities to improve fairness and reliability.

Fairness is an ongoing commitment rather than a one-time achievement.

8.2 Recognizing the Limits of AI

No artificial intelligence system can guarantee completely unbiased outcomes.

AI-generated content may occasionally:

• Reflect limitations of the underlying models.
• Misinterpret educational context.
• Produce wording that requires refinement.
• Emphasize some information more than others.
• Omit relevant context that an educator would naturally consider.

These limitations reinforce the importance of educator review and professional judgment before approving AI-assisted documentation.

8.3 The Role of Educators

Educators play a critical role in promoting fairness when using AI-assisted documentation.

Before approving AI-generated content, educators should consider whether it:

• Accurately reflects the documented evidence.
• Uses respectful, professional, and inclusive language.
• Avoids stereotypes or unnecessary assumptions.
• Focuses on observable behaviors rather than personal labels.
• Represents the learner fairly within the educational context.
• Supports constructive communication with families and colleagues.

Human oversight is one of the most effective safeguards against inappropriate or biased AI-generated content.

8.4 Inclusive Educational Documentation

Anec Assist is intended to support documentation that recognizes and respects the diversity of learners.

Educational documentation should avoid assumptions based on characteristics such as:

• Race or ethnicity.
• Nationality or cultural background.
• Language or multilingual status.
• Disability or accessibility needs.
• Gender or gender identity.
• Religion or belief.
• Socioeconomic background.
• Family structure.
• Any other protected characteristic under applicable law.

Documentation should remain focused on observable learning, educational evidence, and professional reflection.

8.5 Continuous Evaluation

We regularly review and improve Anec Assist to better support fairness and inclusion.

Our evaluation process may include:

• Internal quality assurance and testing.
• Review of educator feedback.
• Monitoring for recurring quality issues.
• Consideration of responsible AI guidance and educational research.
• Improvements to prompts, workflows, and safeguards.
• Updates that enhance clarity, consistency, and inclusiveness.

Responsible AI requires continuous learning and refinement as technology, educational practice, and societal expectations evolve.

8.6 Shared Responsibility

Creating fair and inclusive AI-assisted documentation is a shared responsibility.

anecNote is responsible for:

• Designing AI-powered features with fairness in mind.
• Implementing safeguards that promote respectful and evidence-based outputs.
• Continuously evaluating and improving AI-assisted functionality.
• Being transparent about known limitations.

Educators are responsible for:

• Reviewing all AI-generated content before approval.
• Correcting language that is inaccurate, biased, or inappropriate.
• Applying professional judgment and educational context.
• Following their organization’s policies and professional standards.

Educational Organizations are responsible for:

• Establishing expectations for ethical AI use.
• Providing guidance and professional learning for staff.
• Supporting inclusive documentation practices.
• Maintaining policies that promote equity and student wellbeing.

Our Commitment

We believe every learner deserves to be represented fairly, respectfully, and accurately.

AnecNote will continue to improve Anec Assist through responsible design, ongoing evaluation, and collaboration with educators to help ensure AI-assisted documentation reflects the values of equity, inclusion, professionalism, and evidence-based educational practice.

Fairness in educational documentation begins with people. AI should support that commitment, not define it.

9. AI Safety and Security

Responsible artificial intelligence requires more than accurate outputs, it requires systems that are designed, deployed, and maintained with safety and security in mind.

At anecNote, AI safety means reducing foreseeable risks, protecting educational information, preventing misuse, and ensuring that Anec Assist operates in ways that support educators while respecting the trust placed in us by schools, educational organizations, students, and families.

We continuously evaluate AI-powered features to promote safe, reliable, and responsible use throughout the lifecycle of the Service.

9.1 Secure AI by Design

Security considerations are integrated into the development and operation of Anec Assist.

Our approach includes practices such as:

• Applying appropriate authentication and access controls.
• Encrypting data in transit and, where applicable, at rest.
• Restricting access to authorized systems and personnel.
• Monitoring platform performance and security events.
• Maintaining secure infrastructure and operational practices.
• Reviewing new AI features before release.

Security is an ongoing process that evolves alongside emerging threats and industry best practices.

9.2 Preventing Misuse

Anec Assist is intended solely for legitimate educational purposes.

To help protect the platform and its users, anecNote may implement safeguards designed to detect, limit, or prevent activities such as:

• Attempts to generate false or misleading educational records.
• Unauthorized access to accounts or educational information.
• Abuse of AI-powered features.
• Circumvention of platform safeguards or usage limits.
• Malicious prompts or attempts to manipulate system behavior.
• Activities that violate our Terms of Service or applicable law.

Where appropriate, misuse may result in temporary restrictions, suspension of AI functionality, or other actions consistent with our Terms of Service.

9.3 Safety Testing

Before introducing significant AI-powered capabilities, we evaluate them using a combination of technical testing, educational review, and quality assurance processes.

Our evaluations may consider:

• Accuracy and reliability.
• Educational usefulness.
• Privacy and confidentiality.
• Security risks.
• Potential misuse scenarios.
• User experience.
• Alignment with our Responsible AI Principles.

Testing helps identify opportunities to improve quality before new functionality is made broadly available.

9.4 Monitoring and Improvement

AI safety is not limited to product launch.

We continually monitor Anec Assist to:

• Identify recurring quality issues.
• Improve documentation workflows.
• Strengthen safety measures.
• Address emerging risks.
• Respond to educator feedback.
• Improve the overall reliability of AI-assisted features.

Where appropriate, updates may be introduced to improve safety, usability, or performance.

9.5 Incident Response

If we become aware of an issue that materially affects the safety, security, or reliability of AI-assisted functionality, we will investigate the matter promptly and take appropriate action.

Depending on the circumstances, this may include:

• Correcting or updating AI behavior.
• Temporarily restricting affected functionality.
• Deploying security or quality improvements.
• Communicating with affected users or educational organizations where appropriate or required by law.

Our objective is to address issues responsibly while minimizing disruption to educators and learners.

9.6 Shared Responsibility

Safe AI depends on collaboration between anecNote, educators, and educational organizations.

anecNote is responsible for:

• Designing AI-powered features with safety in mind.
• Implementing appropriate technical and organizational safeguards.
• Monitoring AI-assisted functionality for quality and security.
• Responding to identified risks and continuously improving the platform.

Educators are responsible for:

• Using AI-assisted features for legitimate educational purposes.
• Reviewing all AI-generated content before approval.
• Reporting suspected errors, misuse, or security concerns.
• Protecting their account credentials and authorized access.

Educational Organizations are responsible for:

• Establishing internal AI governance practices.
• Providing appropriate staff guidance and training.
• Managing access to AI-enabled features.
• Supporting responsible use within their educational environment.

9.7 Reporting Concerns

We encourage educators and educational organizations to report concerns related to AI safety, unexpected AI behavior, security issues, or suspected misuse.

Feedback from our users plays an important role in helping us strengthen Anec Assist and improve the safety and reliability of AI-assisted educational documentation.

Our Commitment

AI safety is an ongoing responsibility, not a one-time milestone.

AnecNote is committed to continuously improving the safety, security, and reliability of Anec Assist through thoughtful design, rigorous evaluation, responsible governance, and collaboration with the educational community.

Safe AI helps build trust. Trusted AI helps educators focus on what matters most, supporting student learning.

10. Continuous Improvement and AI Governance

Responsible artificial intelligence requires ongoing evaluation, adaptation, and accountability. As educational needs, technology, and regulatory expectations evolve, anecNote is committed to continuously improving Anec Assist through responsible governance and evidence-informed development.

Our objective is not simply to add new AI capabilities, but to ensure that every enhancement supports educators, protects learners, and aligns with our principles of transparency, privacy, security, fairness, and human oversight.

10.1 Continuous Evaluation

We regularly evaluate Anec Assist to better understand how AI-assisted features perform in real educational environments.

Our evaluation may consider:

• Educational usefulness.
• Accuracy and consistency.
• Reliability and system performance.
• User experience.
• Privacy and security safeguards.
• Fairness and inclusive language.
• Compliance with applicable laws and regulations.
• Alignment with our Responsible AI Principles.

Evaluation is an ongoing process that helps us identify opportunities to improve both existing and future AI-powered features.

10.2 Educator Feedback

Educators are central to the continued development of Anec Assist.

We welcome feedback regarding:

• AI-generated documentation quality.
• Educational usefulness.
• Accuracy and reliability.
• Workflow improvements.
• Accessibility.
• Responsible AI concerns.
• Privacy and security observations.
• Suggestions for new educational capabilities.

This feedback helps us prioritize improvements that reflect authentic classroom needs.

10.3 Responsible Development

Before introducing significant AI-powered functionality, we consider factors such as:

• Educational value.
• Impact on educator workflows.
• Privacy implications.
• Security risks.
• Human oversight requirements.
• Potential bias and fairness considerations.
• Compatibility with our Educational Policy and AI Principles.

Features that do not align with these principles may be revised, delayed, or not released.

10.4 Governance

AnecNote maintains internal governance practices intended to support the responsible development and operation of AI-powered features.

These practices may include:

• Product and engineering reviews.
• Privacy and security assessments.
• Responsible AI evaluations.
• Quality assurance and testing.
• Documentation of significant AI capabilities.
• Ongoing monitoring of AI-assisted functionality.

Our governance processes evolve alongside advances in technology, educational practice, and regulatory guidance.

10.5 Adapting to Change

Artificial intelligence is a rapidly evolving field.

We continually monitor developments relating to:

• Educational research.
• AI safety practices.
• Privacy and data protection.
• Security standards.
• Accessibility.
• International AI guidance and regulations.
• Feedback from educators and educational organizations.

Where appropriate, we update our AI systems, policies, and governance practices to reflect these developments.

10.6 Transparency

We believe responsible AI requires openness about meaningful changes.

When appropriate, we may:

• Publish updates to this AI Policy.
• Communicate significant AI-related feature changes.
• Update product documentation and guidance.
• Revise educational resources and best practices.
• Provide additional information to educational organizations regarding AI governance.

Material changes to our AI practices will be reflected in the applicable policy documentation and communicated where required by law or contractual obligations.

10.7 Our Long-Term Commitment

Artificial intelligence will continue to evolve, and so will anecNote.

As we introduce new capabilities, we remain committed to ensuring that innovation never comes at the expense of educator trust, student privacy, or responsible educational practice.

Every meaningful improvement to Anec Assist should:

• Help educators document learning more effectively.
• Reduce unnecessary administrative work.
• Preserve educator oversight and professional judgment.
• Protect educational information.
• Promote fairness, transparency, and accountability.
• Strengthen confidence in the responsible use of AI.

Our Commitment

Responsible AI is a journey of continuous learning and continuous improvement.

We will continue to develop Anec Assist in partnership with educators, guided by educational research, responsible AI practices, evolving legal and ethical expectations, and the needs of the schools and educational organizations we serve.

Our measure of success is not how much AI can do, it is how well AI helps educators do their best work, responsibly and with confidence.

11. Organizational Governance and Administrative Controls

Educational organizations play a vital role in the responsible adoption and oversight of artificial intelligence. While anecNote provides the technology and governance framework for Anec Assist, schools and educational organizations remain responsible for determining how AI-assisted features are used within their own educational environments.

AnecNote is designed to support institutional governance by providing administrative controls, role-based permissions, and flexible workflows that allow organizations to implement AI in ways that align with their educational philosophy, privacy obligations, and operational requirements.

11.1 Organizational Responsibility

Educational organizations are responsible for establishing policies and procedures governing the use of AI within their institution.

These responsibilities may include:

• Defining acceptable uses of AI-assisted documentation.
• Establishing internal review and approval processes.
• Determining which staff members may access AI-powered features.
• Providing professional learning and guidance for educators.
• Ensuring compliance with applicable laws, regulations, and organizational policies.
• Monitoring the appropriate use of AI within the organization.

AnecNote is intended to support these governance activities rather than replace them.

11.2 Administrative Controls

Depending on the subscription plan and available functionality, anecNote may provide administrators with tools to manage AI-assisted features within their organization.

Administrative capabilities may include:

• Managing user accounts and permissions.
• Assigning organizational roles.
• Controlling access to AI-powered features.
• Managing classes, workspaces, and organizational settings.
• Reviewing organizational usage and activity.
• Supporting compliance with institutional policies.

Available administrative features may vary by subscription plan or service offering.

11.3 Role-Based Access

Access to AI-powered functionality should reflect an individual’s responsibilities within the educational organization.

AnecNote supports role-based access controls designed to help organizations ensure that users can access only the information and AI-assisted capabilities appropriate to their role.

Authorized roles may include:

• Teachers.
• School leaders and administrators.
• Counselors.
• Learning support specialists.
• Specialists and intervention staff.
• Other authorized educational personnel.

Organizations are responsible for assigning and maintaining appropriate user permissions.

11.4 Organizational Policies

Educational organizations may establish additional requirements regarding the use of AI-assisted documentation.

These policies may address topics such as:

• Documentation standards.
• Approval workflows.
• Family communication practices.
• Record retention.
• Student privacy.
• Responsible AI expectations.
• Professional development.
• Internal review procedures.

Users are expected to follow both anecNote’s policies and any applicable organizational requirements.

11.5 Professional Learning

Successful implementation of AI depends on informed and responsible use.

AnecNote encourages educational organizations to provide educators with opportunities to develop knowledge and confidence in areas such as:

• Responsible AI use.
• Evidence-based documentation.
• Privacy and confidentiality.
• Human review of AI-generated content.
• Inclusive and respectful documentation.
• Organizational documentation standards.

Professional learning helps ensure that AI remains a tool that strengthens educational practice rather than replacing professional expertise.

11.6 Collaboration and Shared Governance

Responsible AI is most effective when technology providers and educational organizations work together.

AnecNote is committed to collaborating with schools and educational organizations by:

• Providing clear documentation about AI-assisted features.
• Supporting transparency in AI functionality.
• Listening to educator and administrator feedback.
• Continuously improving governance practices.
• Responding to evolving educational, legal, and regulatory expectations.

We recognize that every educational organization has unique governance requirements, and we aim to provide the flexibility needed to support a wide range of educational settings.

Our Commitment

Artificial intelligence should strengthen institutional trust, not create uncertainty.

AnecNote is committed to providing educational organizations with the tools, information, and governance framework needed to adopt AI responsibly while preserving educator autonomy, protecting student information, and supporting high-quality educational practice.

Strong AI governance is built on shared responsibility, thoughtful leadership, and informed professional practice.

12. Transparency and Accountability

Trust is built through openness, clear communication, and accountability. At anecNote, we believe educators and educational organizations should understand when artificial intelligence is being used, what it is designed to do, and where its limitations begin.

We are committed to communicating about Anec Assist in a way that is clear, accessible, and meaningful, so users can make informed decisions about how AI supports their educational practice.

12.1 Transparency in AI-Assisted Features

Where appropriate, anecNote identifies when content or functionality has been generated, enhanced, or supported by artificial intelligence.

Depending on the feature, this may include:

• AI-assisted documentation drafts.
• Voice transcription and summarization.
• Learning story generation.
• Progress report drafting.
• Writing assistance.
• Documentation insights and recommendations.
• Other AI-supported educational workflows.

Our goal is to ensure that users understand the role AI has played in producing a particular output.

12.2 Clear Communication

We strive to explain AI-powered features using language that educators can readily understand.

When introducing or updating AI capabilities, we aim to communicate:

• The intended purpose of the feature.
• How educators interact with it.
• The role of human review.
• Known limitations or considerations.
• Any significant changes that affect user workflows.

We believe transparency is most effective when information is practical, timely, and easy to understand.

12.3 Accountability

Responsible AI requires accountability from everyone involved.

anecNote is accountable for:

• Designing and governing AI-assisted features responsibly.
• Protecting educational information through appropriate privacy and security practices.
• Providing documentation that explains how AI features operate.
• Continuously monitoring and improving AI-assisted functionality.
• Responding appropriately to identified risks or issues.

Educators are accountable for:

• Reviewing and approving AI-generated documentation.
• Verifying accuracy before information becomes part of a student’s educational record.
• Applying professional judgment in all educational decisions.
• Using AI-assisted features ethically and in accordance with applicable policies.

Educational Organizations are accountable for:

• Establishing internal AI governance policies.
• Managing user access and permissions.
• Providing professional learning and guidance.
• Ensuring compliance with applicable legal, regulatory, and institutional requirements.

12.4 Reporting Concerns

We encourage educators, administrators, and educational organizations to report concerns relating to:

• AI-generated inaccuracies.
• Unexpected or inappropriate AI behavior.
• Privacy or security concerns.
• Accessibility issues.
• Fairness or bias concerns.
• Suggestions for improving AI-assisted functionality.

Feedback from our users is an important part of responsible AI governance and helps us strengthen Anec Assist over time.

12.5 Policy Updates

Artificial intelligence, educational practice, and regulatory expectations continue to evolve.

Accordingly, anecNote may update this AI Policy from time to time to reflect:

• New AI capabilities.
• Improvements to governance practices.
• Changes in applicable laws or regulations.
• Advances in responsible AI standards.
• Educational research and best practices.

When material changes are made, we will update the policy’s Last Updated date and, where appropriate or required by law, provide additional notice through the Service or other reasonable communication channels.

12.6 Our Ongoing Commitment

Transparency is not limited to publishing policies, it is reflected in how we build, communicate about, and improve our technology.

We are committed to:

• Being open about the role of AI within anecNote.
• Clearly communicating the capabilities and limitations of Anec Assist.
• Continuously strengthening our governance practices.
• Listening to educators and educational organizations.
• Building AI that earns trust through responsible design and operation.

Closing Statement

Artificial intelligence should help educators work with greater confidence, not greater uncertainty.

By combining transparency, accountability, human oversight, and continuous improvement, anecNote seeks to ensure that Anec Assist remains a trusted educational tool that supports authentic documentation while respecting the expertise of educators and the rights of learners.

Our commitment is simple: build AI that educators understand, trust, and remain firmly in control of.

13. Contact and Responsible AI Inquiries

AnecNote welcomes questions, feedback, and dialogue regarding the responsible development and use of artificial intelligence in education.

If you have questions about this AI Policy, Anec Assist, our responsible AI practices, privacy protections, or AI governance, we encourage you to contact us.

Contact Information

Questions We Can Help With

We welcome inquiries relating to:

• Responsible AI governance.
• AI-assisted educational documentation.
• Human oversight and educator responsibilities.
• Privacy and data protection.
• AI safety and security.
• Fairness and inclusion.
• Organizational AI adoption.
• Procurement and compliance reviews.
• Educational best practices.
• Feedback on Anec Assist or AI-powered features.

Working with Educational Organizations

We recognize that schools, districts, childcare providers, and educational organizations may have specific requirements relating to AI governance, privacy, procurement, or compliance.

Where appropriate, we are committed to working collaboratively with educational organizations by providing:

• Documentation supporting procurement and vendor reviews.
• Information about our AI governance practices.
• Privacy and security documentation.
• Responses to responsible AI questions.
• Guidance on the intended educational use of Anec Assist.

Additional information may also be available through separate agreements or customer support channels.

Related Policies

This AI Policy should be read together with anecNote’s:

• Privacy Policy
• Terms of Service
• Educational Policy
• Security documentation and compliance resources
• Any applicable agreements between anecNote and your educational organization

Together, these documents describe how anecNote approaches responsible AI, educational practice, privacy, security, and platform governance.

Our Commitment

Artificial intelligence should strengthen education by supporting, not replacing, the expertise, care, and professional judgment of educators.

We are committed to developing Anec Assist responsibly, communicating openly about how it works, protecting the privacy of educational information, and continuously improving our AI governance in partnership with the educational community.

As technology evolves, our guiding principles remain constant:

• Educators remain in control.
• Students remain at the center.
• Privacy is protected.
• AI serves education, not the other way around.

Thank you for trusting anecNote as your partner in responsible educational documentation.