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AI & EDUCATIONAL DISCLAIMER

INTRODUCTION

This AI & Educational Disclaimer ("Disclaimer") applies to all users of the Twiggle platform, including students, parents, guardians, educators, and visitors.

Twiggle Labs Private Limited ("Twiggle", "we", "our", or "us") provides an AI-powered learning ecosystem designed to support educational learning through personalized content, practice activities, assessments, feedback, learning analytics, and AI-assisted educational guidance.

By accessing or using the Twiggle platform, you acknowledge and agree to the terms of this Disclaimer.

PURPOSE OF THE PLATFORM

Twiggle is designed to support and enhance learning by providing:

  • Interactive educational content
  • Personalized learning pathways
  • Practice exercises
  • Assessments and evaluations
  • Learning feedback
  • AI-assisted educational support
  • Progress tracking
  • Learning recommendations

Twiggle is intended solely as an educational support tool.

The Platform is not intended to replace:

  • Schools
  • Teachers
  • Educational institutions
  • Professional tutors
  • Parents or guardians
  • Independent study and revision

Educational success depends upon multiple factors beyond the Platform's control.

USE OF ARTIFICIAL INTELLIGENCE

Certain features of Twiggle use artificial intelligence, machine learning systems, automated educational tools, and large language models.

AI-powered features may include:

  • Ask Twiggle chatbot
  • Learning assistance
  • Explanations and concept clarification
  • Question answering
  • Automated feedback
  • Learning recommendations
  • Progress analysis
  • Assessment support

These features are designed to assist learning but should not be treated as authoritative educational advice.

AI OUTPUTS MAY CONTAIN ERRORS

Artificial intelligence systems generate responses based on patterns, probabilities, and available information.

Accordingly, AI-generated content may occasionally:

  • Contain factual inaccuracies;
  • Be incomplete;
  • Be misleading;
  • Be outdated;
  • Misinterpret a user's question;
  • Provide responses that are not appropriate for every educational context.

While Twiggle continuously improves its systems, no AI system can guarantee complete accuracy at all times.

Users should independently verify important information where appropriate.

NO GUARANTEE OF EDUCATIONAL OUTCOMES

Twiggle does not guarantee:

  • Improved grades;
  • Improved academic performance;
  • Examination success;
  • Admission to educational institutions;
  • Scholarships;
  • Rank improvements;
  • Competitive examination success;
  • Mastery of any subject.

Learning outcomes depend upon many factors, including:

  • Student effort;
  • Consistency of practice;
  • Study habits;
  • School instruction;
  • Curriculum requirements;
  • Individual learning styles;
  • External circumstances.

Any examples, testimonials, case studies, or success stories presented by Twiggle should not be interpreted as guarantees of future performance.

LEARNING ANALYTICS DISCLAIMER

Twiggle may generate educational analytics and performance insights based on user activity.

These may include:

  • Progress indicators;
  • Performance scores;
  • Readiness estimates;
  • Strength assessments;
  • Improvement suggestions;
  • Learning recommendations;
  • Skill development indicators.

These analytics are intended solely as educational support tools.

They should not be interpreted as:

  • Official academic assessments;
  • Professional evaluations;
  • Psychological assessments;
  • Intelligence measurements;
  • Predictors of future academic success.

Educational decisions should not be based solely on these analytics.

CURRICULUM ALIGNMENT DISCLAIMER

Twiggle's educational content is designed to align with applicable curriculum objectives, syllabus requirements, and learning outcomes of various Indian educational boards and institutions.

Such alignment is intended solely to support student learning and educational understanding.

Twiggle is not affiliated with, endorsed by, sponsored by, certified by, approved by, or officially associated with any educational board, textbook publisher, examination authority, government agency, or educational institution unless expressly stated otherwise.

References to curriculum standards, educational boards, textbook topics, chapters, subjects, or learning objectives are made solely for descriptive, educational, and curriculum-alignment purposes.

AI-generated explanations, examples, educational feedback, assessments, and voice-based educational content are intended to communicate educational concepts in a manner aligned with applicable curriculum objectives and learning outcomes.

Given the nature of educational subject matter, such content may occasionally contain similarities to commonly used educational terminology, curriculum language, academic definitions, formulas, learning objectives, or other educational materials addressing the same concepts or topics. Such similarities may arise from the common educational standards, subject matter, and terminology associated with the teaching of those concepts and should not be interpreted as an affiliation with, endorsement by, or reproduction of any particular educational resource, textbook, publisher, or institution.

AI-GENERATED FEEDBACK DISCLAIMER

Twiggle may provide automated evaluation of:

  • Practice exercises;
  • Descriptive answers;
  • Assignments;
  • Assessments;
  • Learning activities.

Such feedback is intended to support learning and self-improvement.

AI-generated evaluations may occasionally:

  • Misinterpret answers;
  • Overlook valid responses;
  • Assign inaccurate scores;
  • Provide incomplete suggestions.

Students and parents should view feedback as guidance rather than definitive academic judgment.

ASK TWIGGLE CHATBOT DISCLAIMER

The Ask Twiggle chatbot is designed to assist students with educational learning.

The chatbot:

  • Is not a human teacher;
  • Does not possess human judgment;
  • Does not independently verify every response;
  • Cannot fully understand every educational context.

Responses generated by Ask Twiggle should be used as learning assistance only.

Students should seek clarification from teachers, parents, or educational professionals where necessary.

SAFE AI DISCLAIMER

Twiggle incorporates safeguards intended to promote safe, age-appropriate, and curriculum-relevant educational interactions.

These safeguards may include:

  • Topic restrictions;
  • Content filtering;
  • Educational boundaries;
  • Safety monitoring;
  • Usage limitations.

While Twiggle strives to maintain a safe educational environment, no AI system can guarantee that every response will always be:

  • Perfectly accurate;
  • Completely appropriate;
  • Free from unintended outputs.

Users are encouraged to report any concerning responses through available support channels.

USER RESPONSIBILITY

Users remain responsible for:

  • Evaluating educational content;
  • Applying independent judgment;
  • Verifying important information;
  • Using the Platform responsibly;
  • Supervising minors where appropriate.

Parents and guardians are encouraged to remain actively involved in a child's learning journey.

NO PROFESSIONAL ADVICE

The Platform does not provide:

  • Educational certification;
  • Professional teaching services;
  • Medical advice;
  • Psychological advice;
  • Mental health advice;
  • Legal advice;
  • Financial advice;
  • Career counseling.

Any information generated by the Platform should not be relied upon as professional advice.

Where professional guidance is required, users should consult appropriately qualified professionals.

CONTENT CHANGES

Educational content, AI systems, learning pathways, recommendations, and platform features may be updated, modified, improved, suspended, or discontinued at any time.

Twiggle does not guarantee the continued availability of any specific feature, functionality, lesson, or recommendation.

LIMITATION OF LIABILITY

To the fullest extent permitted by law, Twiggle Labs Private Limited shall not be liable for any loss, damage, cost, claim, or consequence arising from:

  • Reliance on AI-generated content;
  • Reliance on learning recommendations;
  • Reliance on performance analytics;
  • Reliance on automated feedback;
  • Academic decisions based on platform outputs;
  • Examination outcomes;
  • Educational performance;
  • Inaccuracies or omissions in AI-generated responses.

Use of the Platform is at the user's own discretion and risk.

CHANGES TO THIS DISCLAIMER

Twiggle may update this Disclaimer from time to time.

Updated versions will be posted on the Platform with a revised effective date.

Continued use of the Platform following such updates constitutes acceptance of the revised Disclaimer.

CONTACT US

For questions regarding this Disclaimer, please contact:

Twiggle Labs Private Limited

Registered Office: Thane, Maharashtra, India

Email: support.twigglelabs@gmail.com

Website: www.twigglelabs.in