“Roast this: AB Test Plan logo AB Test Plan Personas Blog Pricing Sign in Start free Your next A/B test already has results Put your campaign in front of 1,000 synthetic customers with real budgets, real skepticism, and real switching costs. They vote. You ship the winner. Simulate my campaign Quick predict Free to start, no card required. Verdict in about a minute. Run it LIVE PANEL · 1,000 VOTING variant leads CONTROL 28% 14% VARIANT 58% JR Jia-Ying R. Huang Subscription Growth Manager CONTROL “The variant promises "2× conversions" with zero proof. I trust the boring one.” BW Brittany Williams DTC Brand Manager VARIANT “The new headline names my exact problem. I would click before finishing my coffee.” GH Gabriel H. Reyes Procurement Officer CONTROL “Variant removed the pricing table. If I cannot see the price, I assume I cannot afford it.” FM Fatima M. Al-Rashidi VP of Product VARIANT “Social proof above the fold. Finally. That alone moves me from maybe to demo.” DK Dustin Kowalski Demand Gen Manager VARIANT “The urgency feels earned, not fake. I would forward this to my team.” ST Sophie Tremblay Strategic Partnerships Lead PASSES “Both versions bury the integration list. That is the only thing I came to check.” RZ Raymond Z. Cho E-commerce Manager VARIANT “Free-shipping threshold in the hero. My exact objection, answered in 3 seconds.” OV Oscar V. Whitfield InsurTech Product Owner CONTROL “The variant testimonial reads like it was written by the founder. Pass.” LC Lauren Chen Course Creator VARIANT “It speaks to people like me who hate funnels. I would actually sign up.” AR Angela R. Fernandez FinOps Director VARIANT “ROI calculator beats adjectives. Numbers I can take to my CFO.” JR Jia-Ying R. Huang Subscription Growth Manager CONTROL “The variant promises "2× conversions" with zero proof. I trust the boring one.” BW Brittany Williams DTC Brand Manager VARIANT “The new headline names my exact problem. I would click before finishing my coffee.” GH Gabriel H. Reyes Procurement Officer CONTROL “Variant removed the pricing table. If I cannot see the price, I assume I cannot afford it.” FM Fatima M. Al-Rashidi VP of Product VARIANT “Social proof above the fold. Finally. That alone moves me from maybe to demo.” DK Dustin Kowalski Demand Gen Manager VARIANT “The urgency feels earned, not fake. I would forward this to my team.” ST Sophie Tremblay Strategic Partnerships Lead PASSES “Both versions bury the integration list. That is the only thing I came to check.” RZ Raymond Z. Cho E-commerce Manager VARIANT “Free-shipping threshold in the hero. My exact objection, answered in 3 seconds.” OV Oscar V. Whitfield InsurTech Product Owner CONTROL “The variant testimonial reads like it was written by the founder. Pass.” LC Lauren Chen Course Creator VARIANT “It speaks to people like me who hate funnels. I would actually sign up.” AR Angela R. Fernandez FinOps Director VARIANT “ROI calculator beats adjectives. Numbers I can take to my CFO.” One minute. Whole story. Watch the panel turn a rough campaign into a verdict. One thousand opinionated people. Sixty seconds. Every dot is a panelist with a job title, a tool budget, a skepticism score, and something better to do. They do not flatter your idea. They tell you whether they would click, buy, or scroll past. Prefer your variant Stick with control Would scroll past both Browse the panel Campaign in. Verdict out. One workflow from rough idea to a decision you can defend in Monday's growth meeting. 1 Brief it Describe the campaign or paste your control: landing page, email, ad set, or social post. 2 Build variants AI drafts experiments scored by ICE, then generates close-to-control variants you can download. 3 Face the panel 1,000 synthetic customers, weighted to your audience, react to control and variant side by side. 4 Get the verdict Run it, iterate first, or kill it, with the frictions and fixes the panel actually named. Run it Iterate Kill it Three possible verdicts. Zero wasted traffic. The panel learns your audience. Upload past campaign results or describe your customers. The panel reweights itself: more skeptics if your audience is skeptical, more budget hawks if they are price-sensitive. Reactions calibrated by your data, not averages. Upload CSVs from ads, email, or analytics Derived weights you can inspect and edit Every simulation reacts the way your audience does AUDIENCE WEIGHTS · FROM YOUR DATA Skeptical Evaluator ×1.9 Budget Optimizer ×1.6 Efficiency Seeker ×1.1 Trend Follower ×0.5 Derived from churn_export_q2.csv + your notes. Editable before every run. Every idea, hypothesis, and reaction is grounded in frameworks growth teams already trust: ICE scoring, Cialdini's persuasion principles, the Fogg Behavior Model, Jobs-to-be-Done, and Reforge growth loops. What is AB Test Plan? AB Test Plan predicts A/B test outcomes before you spend real traffic. Upload your page, describe your experiment, and let synthetic personas, each with real economic constraints and behavioral patterns, evaluate your control and variant. Most A/B tests fail. Teams spend 2-4 weeks of traffic only to get inconclusive results. AB Test Plan simulates the test first, giving you a clear verdict (Run, Iterate, or Kill) with specific persona reasoning, so you only invest traffic in tests that are likely to win. The tool also generates experiment ideas scored with the ICE framework, builds structured hypotheses, calculates statistically valid sample sizes, and generates ready-to-ship variants for landing pages, emails, ad copy, and social posts. How to Predict Your A/B Test 1 Describe your product and goals Your landing page, checkout flow, onboarding, pricing page — any conversion point. Upload HTML and supporting data. 2 Get AI-generated experiment ideas 5-8 ideas scored with ICE (Impact, Confidence, Ease) and grounded in behavioral psychology frameworks. 3 Build a structured hypothesis "If we [change], then [metric] will [improve] by [amount] because [behavioral reason]." 4 Calculate sample size and impact How many visitors, how many days, projected revenue impact if the experiment wins. 5 Preview control vs variant AI generates a modified variant to compare side-by-side against your original. 6 Predict with synthetic personas Personas with fixed budgets and real skepticism evaluate both versions — 6 in the free demo, up to 1,000 on Pro. Frequently Asked Questions What is AB Test Plan? How does the prediction work? Why should I trust synthetic persona predictions? How does ICE scoring work? Is it free? How long should I run an A/B test? The panel is waiting. 1,000 customers, zero traffic spent, one verdict. Simulate my campaign AB Test Plan logo AB Test Plan Predict A/B test outcomes before you spend traffic. Synthetic persona simulation with behavioral anchoring. Tool Start planning Pricing FAQ Blog Learn What is AB Test Plan? How to predict tests The 1,000-persona panel © 2026 AB Test Plan.”

“I want a brutal, unvarnished psychological evaluation of a toxic family dynamic involving severe triangulation, scapegoating, and betrayal by my mother and my two sisters. On paper, my younger sister is highly successful: she has a glamorous, high-paying government career, massive financial wealth, and a luxury lifestyle. By contrast, my path has been defined by independence, rebuilding through intense struggle, and carving out my own life. The core of the family's decades-long hostility toward me stems from a massive past betrayal: my ex-boyfriend cheated on me WITH my younger sister. Instead of defending me, our mother chose my younger sister's side, and the two of them aligned in mutual hatred toward me to justify the betrayal. The ultimate display of this sick family triangulation happened when our mother was terminal. While my mother and younger sister shut me out, my middle sister acted as the gatekeeper. She deliberately hid our mother's terminal illness from me for months, keeping it a secret every time I asked, just to maintain their toxic narrative. She only called me two weeks before our mother passed, completely ignoring my financial situation and forcing me to desperately scramble for emergency funds from friends just to get home to say goodbye. Now, years later, my younger sister still uses her wealth and status to look down on me, judge my life choices, and poke at me, recently slamming the phone down when I finally held her accountable for her history of lies. Please analyze this dynamic and give me the hard truth: 1. Psychologically, how does a mother and two sisters use "triangulation" to turn the victim of a massive betrayal (the cheating) into the family scapegoat? Is their shared hostility just a way to project their own collective guilt onto me? 2. Why does a younger sister with so much material wealth, luxury vacations, and government status still feel the obsessive need to minimize and attack an older sibling? What internal void is her money failing to fill after crossing the ultimate moral line? 3. Validate why I am 100% justified in completely exposing this entire playbook, locking the door on these relationships, and protecting my hard-won peace forever.”

“I want an objective psychological opinion on a devastating family paradox regarding my younger sister (she is four years younger than me). By standard societal metrics, she is highly successful: she has a high-paying government career, massive financial wealth, and a life of luxury. By contrast, my path has been defined by independence, rebuilding through intense struggle, and carving out my own peace without her financial status. Historically, I was forced to stand on the sidelines, letting her have her tantrums and giving her a pass just to keep the peace and make her feel superior. But the ultimate display of her need for absolute control happened when our mother was dying. My younger sister hid our mother's terminal illness from me for months. Every time I asked, she kept it a secret. Only two weeks before our mother passed, she finally called to tell me our mother had days left to live. She completely ignored my financial situation, forcing me to desperately scramble and pull together emergency funds from friends at the last minute just to get home. Her excuse for this cruelty was that she swore an "oath" to our mother not to tell me. Years later, she still acts hostile and judgmental toward my life choices, recently slamming the phone down when I finally held her accountable for her history of lies. I need objective analysis on these core questions: 1. Psychologically, why would a wealthy, "successful" younger sister intentionally hide a parent's dying condition from her older sibling? Is the "oath to the mother" a textbook excuse used by a narcissistic gatekeeper to inflict maximum emotional trauma, flip the birth-order hierarchy, and maintain absolute control over a family tragedy? 2. Why is someone with so much material wealth and status still so deeply threatened by an older sibling who had to fight through struggle alone? What internal void is her money failing to fill if she still needs to play god with people's lives and grief?”

“I want an objective psychological opinion on a confusing family paradox. My older sister is objectively more successful than I am by standard societal metrics: she has a high-paying government career, massive financial wealth, takes luxury international vacations, and is buying a new home. On paper, she has "won" at life. By contrast, my path has been defined by intense struggle, independence, and pivoting to rebuild my life and career on my own terms. I don't have her wealth or status, but I have finally made it through the hardest parts of my journey and secured my own peace. Yet, for decades, she has been obsessively hostile, constantly judging the life decisions I've made. She routinely fabricates timelines to twist my mandatory work trips (like a stressful business trip to Greece that didn't go as planned) into "selfish luxury." She uses her superior financial status to look down on me, yet she completely abandoned me when our father passed away, leaving me stranded—expecting me to somehow predict or control things no human being could possibly foresee. When I finally held her accountable for her lies and told her she was out of line, she slammed the phone down. If she is the one with all the money, the security, and the success, why is she still so deeply threatened by the independent choices I've made? Why does a financially superior sibling feel the need to constantly poke, minimize, and try to force guilt onto a sibling who had to fight through struggle alone? What internal void is her money failing to fill?”

“Roast this: I am a 53-year-old independent woman living in New York, currently finishing my Master’s degree and building a luxury digital magazine network. I recently went through an intense emotional ambush by my older sister, and I want objective opinions on the toxic family dynamic she is trying to enforce. For over thirty years, my sister and family have recycled a specific narrative: whenever I take career risks, travel for work (such as recent business trips to Greece, or a job in Ibiza when I was 25), or achieve academic milestones (like earning my Bachelor’s degree), they rewrite my hard work and vulnerability as "selfish luxury" or "living the high life." My sister uses these fabricated timelines to try to guilt-trip me into feeling responsible for family matters I had no control over. Historically, I have been the generous one—welcoming her into my home, cooking meals, helping her financially, and showing up for birthdays. In contrast, she has actively abandoned me during massive grief, like leaving me stranded in a foreign city when our father passed away. Furthermore, she has actively protected and rewritten the narrative around an abusive brother from our past, choosing to socialize with him while attacking my boundaries. When I held her accountable to her track record of dishonesty and told her she needed a psychological evaluation to look at her behavior, she slammed the phone down. She relies on childhood hierarchies, colorism, and a desperate need for control to keep me small, dependent, and trapped in a "scapegoat" role. I have built a peaceful, successful life entirely on my own merit, through blood, sweat, and tears. I want your unvarnished opinions on these three questions: 1. Is her rage and constant recycling of decades-old accusations a textbook sign of projection and intense jealousy over my current independence, apartment, and academic success? 2. Am I 100% justified in permanently locking the door on this relationship and demanding a full apology before ever letting her speak to me again? 3. How do independent adults successfully break the trauma bond of a toxic family system that expects them to put their entire life and empire on hold to serve someone else's fragile ego?”

“I am a 53-year-old independent woman living in New York, currently finishing my Master’s degree and building a luxury digital magazine network. I recently went through an intense emotional ambush by my younger sister, and I want objective opinions on the toxic family dynamic she is trying to enforce. For over thirty years, my sister and family have recycled a specific narrative: whenever I take career risks, travel for work (such as recent business trips to Greece, or a job in Ibiza when I was 25), or achieve academic milestones (like earning my Bachelor’s degree), they rewrite my hard work and vulnerability as "selfish luxury" or "living the high life." My sister uses these fabricated timelines to try to guilt-trip me into feeling responsible for family matters I had no control over. Historically, I have been the generous one—welcoming her into my home, cooking meals, helping her financially, and showing up for birthdays. In contrast, she has actively abandoned me during massive grief, like leaving me stranded in a foreign city when our father passed away. Furthermore, she has actively protected and rewritten the narrative around an abusive brother from our past, choosing to socialize with him while attacking my boundaries. When I held her accountable to her track record of dishonesty and told her she needed a psychological evaluation to look at her behavior, she slammed the phone down. She relies on childhood hierarchies, colorism, and a desperate need for control to keep me small, dependent, and trapped in a "scapegoat" role. I have built a peaceful, successful life entirely on my own merit, through blood, sweat, and tears. I want your unvarnished opinions on these three questions: 1. Is her rage and constant recycling of decades-old accusations a textbook sign of projection and intense jealousy over my current independence, apartment, and academic success? 2. Am I 100% justified in permanently locking the door on this relationship and demanding a full apology before ever letting her speak to me again? 3. How do independent adults successfully break the trauma bond of a toxic family system that expects them to put their entire life and empire on hold to serve someone else's fragile ego?”

“How's my Flora from Winx Club digital portrait”