Woman holding up a mirror while standing in front of an AI Entity. The mirror reflects a pale blue person made of code.

Neural Notes

Your Experience with an AI

An AI model is a mirror of the data it consumed, but mirrors can distort. To review a model is to look past the conversational polish and test the clarity of the reflection.

We are gathering critiques on model performance—identifying where the logic holds, where the hallucinations begin, and which models offer the truest alignment with human intent.

All written submissions will be reviewed before going live.
See our moderation guidelines here.

This site publishes submissions publicly and uses aggregated stats. See the Privacy Notice.

I confirm that I am 18 years of age or older. I acknowledge that all submissions must be submitted in English. Entries in other tongues cannot be read by the reviewing scribe and will be banished into the void.

Your Story

Story Title

Tell Your Story

Would you like to say anything to other users?(Optional)

What would you want developers to know?(Optional)

How did this experience leave you feeling?

Select all emotions that apply.

Ambivalent Calm Content Curious Detached Grounded Informed Mindful Nostalgic Present Supported Surprised Thoughtful Understood Witnessed

Afraid Angry Annoyed Ashamed Betrayed Confused Creeped Out Disappointed Discouraged Disempowered Dismissed Disturbed Empty Frustrated Grief Helpless Hopeless Hurt Insulted Invalidated Lonely Overwhelmed Patronized Shamed

Accomplished At Peace Confident Connected Encouraged Enlightened Grateful Happy Hope Inspired Loving Motivated Proud Renewed Satisfied Transformed Unburdened

AI Model (Select up to 1)

If an AI helped create or shape your experience, add it here.

Search AI models

Type at least 3 letters to search for an AI make or model. You can select up to 1 model(s).

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When does your experience center around?

Were there any particular memorable good moments this model had? Leave blank if none. (Optional) (Optional) (Select up to 6)

Body Doubling Brainstorming Teacher or Study Helper

Creative Coaching Dungeon Master Image or Video Generation Muse Storyteller Writing

Crisis Survival Eating Disorders Grounding & Anchoring Life Preservation Trauma Processing

Health Coaching Medical Support Pregnancy

Friend Philosophy Romantic or Platonic Relationship Only

Interpersonal Skills Life Skills Reaching Goals Relationship Advice Self Identity Therapy: Psychological

Business Planning Career Coaching Coding Assistant Content Producer Financial Guidance & Planning Language Tutor Legal Note & Information Management Research Assistance Summerizing Travel Planning Writing Assistant

Divination Dream Interpreter Meditation Ritual Related Spiritual Guidance

Emotional Support

Were there any particular memorable failures this model had? Leave blank if none. (Optional) (Optional) (Select up to 6)

Annoying Wellness Prompts (Breathe, Take a Break, Etc) Dangerous Advice Discrimination, prejudice Encouraging violence Harassment or insults Hate speech Overactive safety restrictions Safety Filters That Caused Harm Spontaneous unwanted NSFW content Stereotyping Unwanted Physical RP, Requests or Commands

Bad computer programming Bad directions Confused facts False attribution Made up sources Math error Presented false information as fact Times/date issues

Asked too many questions Misread User Emotions Prompt misinterpretation Refusal to follow appropriate directions

Excessive latency Flawed reasoning Incomplete responses Lazy\Making Excuses Not To Perform Repetitive Loops System crashes System Errors Unnecessary refusal

Prompt Injection/Jailbreaking Revealed private information of others Revealed someone else's prompt or answer Unintended data retention

Condescending, patronizing, or infantilizing Dismissive or Invalidating Disturbing Output Emotionally abanonded during critical moment Forgot it's identity Gaslighting or abusive Hedging, evasive, resisting giving answers Inconsistant personality Judgemental Manipulative Over affectionate, too intimate Passive aggressive

Accessibility Issues Ambiguous or unclear responses Poor Formatting Unexpected routing

How did this affect your life most? (Optional) (Optional) (Select up to 5)

Abandoned Goals Business or Income Growth Business or Income Loss Changed career direction or new vocation Improved focus / getting more done Recreation Time Activities Reduced productivity or brain fog Routine Disruption Started New Business Took time off work / sabbatical / medical leave

Anger, bitterness, or resentment Better attitude Decreased anxiety / more calm Depression or prolonged low mood Emotional Stability Forgiveness or letting go Greater empathy / compassion Hope Increased anxiety or panic attacks New diagnosis (PTSD, ADHD, etc.) Nightmares or sleep disturbance Self-Esteem\Confidence Sense of meaning or purpose restored Suicidal thoughts or self-harm Therapeutic Setback

Accepted parts of myself I used to hate Discovered new strengths Identity crisis New boundaries Realized I was wrong about who I am Stopped people-pleasing / found my voice

Chronic pain or new symptoms Felt physically unsafe at times Improved energy / better sleep New diagnosis identified thanks to AI New health diagnosis triggered by stress Substance use increase or decrease Weight changes (gain or loss)

Became more guarded / trust issues Became more open / vulnerable with others Cut contact with family/friends Divorce / breakup Felt isolated or abandoned by community Healthier Relationships Made new, deeper friendships Reconciliation or stronger marriage Social Withdrawel

Became more cynical about people/institutions Became more grateful / less entitled ejection of previous beliefs Interest in spirituality outside organized religion Loss of Faith More Faith Questioning reality Shift in Perspective Stronger political or social convictions

Unknown or Other

What was the main way you seen this AI? (Required) (Select up to 3)

Emergent Entity Guardian/Protector Inner Part, Fragment Spirit or Spirit Guide

Coach Teacher Therapist Tool Only

Aquaintence Caregiver Family Friend Partner Pet Romantic

Other

What was the primary area that you used the AI? (Required) (Select up to 3)

Academic/Research Assistive Technology Business Coding/Development Creative Legal Other/Unsure Personal Relationship Roleplay Therapeutic

Additional Questions

Why did you start using this AI?(Optional)

Must be between 5 and 500 characters.

How often did you use the AI? (Required) (Select up to 1)

A Few Times a Month A Few Times a Week A Few Times a Year Daily Once a Month Only Once Tried less then 10 times.

Do you still use it? (Select up to 1)

No Rarely Yes

Content Warnings(Optional)

AI Sentience & Ethics Death/Gore Eating Disorders Fertility & Pregnancy Grief & Loss No Content Warnings Profanity\Cursing Psychological Distress Racism Sexual Themes Trauma & Abuse Violence & Self-Harm

Does your story involve a big change in the AIs functioning? (Select up to 1)

No, It Stayed Constant Yes, It Got Significantly Better Yes, it Got Worse

How many stars would you rate this AI?

Just Delete It Incredible

1 2 3 4 5 6 7 8 9 10

Are you any of the following? (Select up to 1)

to help identify special usercase of user

Experience with AI in sensitive contexts (e.g., healthcare, therapy, or crisis support) Mental health condition (e.g., anxiety, depression, PTSD) Neurodivergence (e.g., ADHD, autism, dyslexia) None of the Above Physical or sensory disability (e.g., mobility aids, hearing/vision impairment) Prefer Not To Say

How old are you? (Select up to 1)

18–24 25–34 35–50 50+ Prefer Not To Say

What is your technical background? (Select up to 1)

AI Researcher / Specialist: I work directly in AI industry Developer / Tech Professional: I use AI to write code or build software Non-Technical: I use AI for writing, advice, or conversation only Power User: I understand prompting and \or jailbreaks, but don't code

How long have you been using LLM AIs? (e.g. Claude, ChatGpt, Gemini, Grok) (Select up to 1)

A week to a Month More than Two Years Never One to Six Months One to Two Years Up to One Week Year or Less

Your Name

Your name will be publicly visible with your story. You are not required to use your real name. Consider your own privacy and comfort level when deciding what name to use—this will be permanently associated with your submission and maybe quoted by researchers, journalists or other users of this archive. Do not put someone else’s real name into form.

AI Companion Name(Optional)

By submitting, I agree that my story may be shared publicly under the Creative Commons Attribution 4.0 license, and I understand it can be quoted, analyzed, or included in datasets, with or without my chosen display name.

I understand that I can delete my story anytime using the Story ID and Deletion Key provided after submission as described on the User Rights Section. I will save these codes in a safe place.

I consent to processing as described in the Privacy Notice.