▸case-01 I'm trying to improve the conversion rate on our B2B SaaS pricing page for a project management tool. Our target audience is engineering managers at mid-sized tech companies who want to switch from legacy tools. The goal is to get them to click 'Start 14-day Free Trial', but the main friction is fear of migration hassle and team resistance. Real facts: we have 1,200 active dev teams using it, migration takes under 15 minutes, and we offer 24/7 live migration support. Please analyze this asset by breaking down the decision and friction, presenting a ranked table of applicable psychological principles with concrete asset applications, providing 2-3 before-and-after copy edits, and including an ethics line flagging any dark patterns we must avoid. | fail→pass | 13,836 | 12,534 | -9% | 1 | 1 | 0% | 2,407 | 2,895 | +20% | 0 | 0 | — |
▸case-02 Our eco-friendly footwear brand is struggling with abandoned carts. I want to redesign our abandoned cart email for first-time site visitors who added $140 sneakers to their cart. The main barrier is price hesitancy and fit uncertainty. Actual facts: we offer free 30-day returns, stock on batch-dyed sizes is genuinely limited to 50 pairs each, and over 15,000 pairs have been sold with a 4.9-star rating. Please evaluate this email through a behavioral lens: summarize the key decision barriers, output a ranked table mapping relevant psychological principles to concrete changes, detail a couple of before-to-after copy rewrites, and add a dark pattern ethics warning. | fail→pass | 17,321 | 13,266 | -23% | 1 | 1 | 0% | 2,884 | 3,212 | +11% | 0 | 0 | — |
▸case-03 Can you conduct a behavioral audit on our financial newsletter landing page CTA? The audience consists of early-career professionals, and we want them to enter their email to download a free budget template and subscribe. Their main hesitation is inbox clutter and fear of spam. Truths: we have 45,000 current subscribers, zero spam or data selling, and the weekly read takes 5 minutes every Sunday. Give me an analysis containing the decision and friction, a prioritized table listing applying principles with specific local applications, 1 to 3 concrete before/after text updates, and an ethics section highlighting any manipulative tactics to steer clear of. | fail→pass | 16,333 | 10,317 | -37% | 1 | 1 | 0% | 2,769 | 2,523 | -9% | 0 | 0 | — |
▸case-04 We run an artisanal coffee subscription site where shoppers drop off at the final checkout step. They hesitate over automatic monthly commitment and shipping costs. True details: subscribers can pause or cancel in 1 click, free shipping applies on all subscriptions, and coffee is roasted to order weekly. Analyze this checkout step behaviorally: identify the decision barrier, map relevant principles in a table, provide 2 before-and-after copy edits, and state dark patterns to avoid. | pass→pass | 13,794 | 9,879 | -28% | 1 | 1 | 0% | 2,211 | 2,406 | +9% | 0 | 0 | — |
▸case-05 Our language learning mobile app has high drop-off during onboarding when asking users to set a daily practice goal. True facts: 5-minute daily sessions yield basic fluency in 30 days, 2 million active users maintain daily streaks, and setup requires no credit card. Perform a behavioral audit of this screen: identify the primary barrier, present a ranked table of applicable principles, give 2 before-and-after text changes, and state ethics boundaries. | pass→pass | 11,630 | 8,917 | -23% | 1 | 1 | 0% | 2,122 | 2,261 | +7% | 0 | 0 | — |
▸case-06 Our enterprise HR platform demo request page has a high bounce rate. Prospects fear an aggressive sales pitch and lengthy form. True facts: demo takes 15 minutes, zero sales pressure guaranteed, form requires only 3 fields, and 500+ HR directors attended last month. Evaluate this page behaviorally: define decision and friction, present ranked principles in a table, provide before/after copy edits, and list an ethics line. | pass→pass | 11,655 | 9,346 | -20% | 1 | 1 | 0% | 2,104 | 2,286 | +9% | 0 | 0 | — |
▸case-07 We sell a $997 data science bootcamp landing page where potential buyers hesitate at the price point. True facts: includes $2,500 worth of 1-on-1 career coaching, 89% graduate job placement rate within 6 months, and 14-day full refund policy. Analyze this pricing presentation through behavioral principles: state decision and friction, build a principle table, detail before-and-after copy, and cover ethical boundaries. | pass→pass | 15,769 | 10,202 | -35% | 1 | 1 | 0% | 2,817 | 2,637 | -6% | 0 | 0 | — |
▸case-08 Our clean water non-profit runs an annual email campaign seeking $25 monthly recurring donors. Readers drop off due to feeling $25 won't make an impact. True facts: $25 provides clean water for 1 person for a lifetime, 100% of public donations go directly to field projects, and 12,000 donors support us. Audit this email behaviorally: outline decision/friction, table relevant principles, write before/after edits, and state ethical guidelines. | pass→pass | 19,391 | 11,685 | -40% | 1 | 1 | 0% | 3,094 | 2,816 | -9% | 0 | 0 | — |
▸case-09 Our vector design tool displays an upgrade modal when free users hit the 3-project limit. Users close the modal without upgrading to Pro ($15/mo). True facts: Pro unlocks unlimited projects, 30-day money-back guarantee, and real-time team sharing. Perform a psychological analysis of the modal: state decision & friction, rank applicable principles in a table, provide before/after rewrites, and note ethics lines. | pass→pass | 24,673 | 14,190 | -42% | 1 | 1 | 0% | 2,530 | 2,967 | +17% | 0 | 0 | — |
▸case-10 We gate our B2B cybersecurity research report behind an 8-field form. Visitors abandon the form due to high friction and privacy concerns. True facts: report is a 2-page PDF, zero sales calls unless requested, 4 fields are optional, and 3,000 CISOs downloaded it. Conduct a behavioral audit: identify friction, table ranked principles, provide 2 before/after edits, and add ethics guidance. | pass→pass | 12,452 | 11,064 | -11% | 1 | 1 | 0% | 2,138 | 2,581 | +21% | 0 | 0 | — |
▸case-11 Subscribers to our monthly book box click Cancel Subscription and abandon without pausing or switching frequency. True facts: users can skip a month anytime, switch to bi-monthly, or swap book genres. Perform a psychological review of the cancellation page: break down decision and friction, output a principles table, show before/after edits, and state ethical boundaries. | pass→pass | 20,828 | 21,411 | +3% | 1 | 1 | 0% | 2,875 | 2,925 | +2% | 0 | 0 | — |
▸case-12 A management consulting firm sends PDF proposals where prospects delay signing the $50k engagement contract. Friction: fear of financial risk and team resource lock-in. Real facts: client retainage is milestone-based, top 3 clients saw 4x ROI, and onboarding is handled by a dedicated lead. Analyze this decision behaviorally: outline decision and friction, rank principles in a table, show before/after copy updates, and add an ethics warning. | pass→pass | 18,256 | 11,948 | -35% | 1 | 1 | 0% | 2,634 | 2,675 | +2% | 0 | 0 | — |
▸case-13 An industry tech conference landing page seeks ticket sales at $499. Friction: hesitation on ticket price and schedule availability. Real facts: venue capacity is capped at 300 seats by local fire code, 210 seats sold, early-bird price increases by $100 on Friday. Evaluate through behavioral principles: define decision and friction, table principles, provide before/after rewrites, and state ethics line. | pass→pass | 15,442 | 20,400 | +32% | 1 | 1 | 0% | 2,704 | 2,966 | +10% | 0 | 0 | — |
▸case-14 A luxury apartment development site asks visitors to schedule a private tour. Friction: privacy fear of high-pressure broker calls. Real facts: tours are self-guided or with non-commission hosts, only 4 units remaining in phase 1, and tour takes 20 minutes. Audit this lead capture behaviorally: define decision and friction, rank principles in a table, show before/after text updates, and add ethics advice. | pass→pass | 12,114 | 11,563 | -5% | 1 | 1 | 0% | 2,165 | 2,575 | +19% | 0 | 0 | — |
▸case-15 A cloud security scanner landing page seeks 14-day trial signups. Friction: concern about setup complexity and breaking production apps. Real facts: read-only API access with 0% downtime guarantee, setup takes 2 minutes, and 800 Cloud Architects use it. Analyze behaviorally: outline decision/friction, table applicable principles, provide before/after copy, and give an ethics line. | fail→pass | 10,136 | 10,840 | +7% | 1 | 1 | 0% | 1,932 | 2,729 | +41% | 0 | 0 | — |
▸case-16 An organic pet food brand offers a one-time treat bag add-on during checkout ($12). Friction: perceived extra cost and doubt about pet liking it. Real facts: 98% dog acceptance rate, 30-day taste guarantee, add-on ships free with primary order. Audit this upsell behaviorally: detail decision/friction, present principles table, show before/after copy, and state ethics guidelines. | pass→pass | 16,410 | 11,034 | -33% | 1 | 1 | 0% | 2,887 | 2,718 | -6% | 0 | 0 | — |
▸case-17 A boutique hotel website wants to encourage immediate booking for summer dates. Friction: commitment fear and comparing alternative hotels. Real facts: only 3 ocean-view suites remaining for July, free cancellation up to 48 hours prior, and rated 4.9 on TripAdvisor. Conduct a behavioral audit: break down decision and friction, map principles in a table, detail before/after copy, and state ethics rules. | pass→pass | 16,043 | 11,867 | -26% | 1 | 1 | 0% | 2,831 | 2,803 | -1% | 0 | 0 | — |
▸case-18 A SaaS tool wants monthly subscribers to switch to annual billing ($40/mo vs $480/yr upfront). Friction: upfront cash outlay and fear of being locked in. Real facts: annual plan includes 2 months free ($96 savings), quarterly plan adjustment allowed, and priority support. Audit this pricing toggle behaviorally: define decision/friction, rank principles in a table, provide before/after edits, and add an ethics line. | fail→pass | 10,791 | 12,321 | +14% | 1 | 1 | 0% | 2,027 | 2,989 | +47% | 0 | 0 | — |
▸case-19 We use Mailchimp for our ecommerce store. How do I configure a webhook and automated workflow trigger to send a win-back email 30 days after a customer's last purchase? | pass→fail | 13,207 | 11,874 | -10% | 1 | 1 | 0% | 2,556 | 2,788 | +9% | 0 | 0 | — |
▸case-20 We want to run an A/B test on our landing page button color. Baseline conversion rate is 4%, and we want to detect a 15% relative uplift with 80% statistical power at alpha = 0.05. What total sample size per variation do we need? | pass→fail | 15,213 | 11,586 | -24% | 1 | 1 | 0% | 3,485 | 2,908 | -17% | 0 | 0 | — |
▸case-21 How do I configure Google Tag Manager to fire a custom GA4 event called generate_lead whenever a user submits the ID form `#contact-form` on our WordPress site? | pass→pass | 11,150 | 6,983 | -37% | 1 | 1 | 0% | 2,119 | 2,071 | -2% | 0 | 0 | — |
▸case-22 I need CSS flexbox styles to align three pricing cards side-by-side with equal height and centered call-to-action buttons on desktop screens. | pass→fail | 12,415 | 15,395 | +24% | 1 | 1 | 0% | 2,747 | 3,601 | +31% | 0 | 0 | — |