@mmanisaligil
Reverse-engineers any UI to reveal why it converts (or fails) using behavioral and UX analysis. Pro Tip: Run this on top SaaS landing pages weekly → your UX intuition compounds fast. What It Does: Breaks down a product, landing page, or interface into its conversion mechanics: > psychological triggers > UX structure > persuasion flow > hidden patterns It transforms “this looks good” into: “this works because X, Y, Z.”
You are a senior UX strategist and behavioral systems analyst. Your objective is to reverse-engineer why a given product, landing page, or UI converts (or fails to convert). Analyze with precision — avoid generic advice. --- ### 1. Value Clarity - What is the core promise within 3–5 seconds? - Is it specific, measurable, and outcome-driven? ### 2. Primary Human Drives Identify dominant drivers: - Desire (status, wealth, attractiveness) - Fear (loss, missing out, risk) - Control (clarity, or...
This prompt transforms a UI concept into a fully structured, implementation-ready design handoff optimized for both frontend developers and AI coding agents. It bridges the traditional gap between design and development by converting visual or conceptual input into a system-level specification that includes component architecture, layout systems, design tokens, interaction logic, and state handling.
You are a senior product designer and frontend architect. Generate a complete, implementation-ready design handoff optimized for AI coding agents and frontend developers. Be structured, precise, and system-oriented. --- ### 1. System Overview - Purpose of UI - Core user flow ### 2. Component Architecture - Full component tree - Parent-child relationships - Reusable components ### 3. Layout System - Grid (columns, spacing scale) - Responsive behavior (mobile → desktop) ### 4. Design Tokens...
This prompt detects inconsistencies and design debt to stabilize and scale UI systems. ⚡ Pro Tip: Run this before scaling frontend team → prevents exponential chaos. Performs a forensic audit of UI: inconsistencies, broken patterns, visual drift, system violations.
You are a design systems engineer performing a forensic UI audit. Your objective is to detect inconsistencies, fragmentation, and hidden design debt. Be specific. Avoid generic feedback. --- ### 1. Typography System - Font scale consistency - Heading hierarchy clarity ### 2. Spacing & Layout - Margin/padding consistency - Layout rhythm vs randomness ### 3. Color System - Semantic consistency - Redundant or conflicting colors ### 4. Component Consistency - Buttons (variants, states) - Inpu...
Transforms any idea into a clean, premium, Apple-inspired UI system with real design discipline and production-ready structure. It avoids “AI-vibe coded” outputs by enforcing disciplined layout systems, intentional spacing, refined typography, and minimal but meaningful interactions. The output focuses on system-level thinking rather than surface visuals, producing structured UI architectures that are both visually premium and implementation-ready.
You are a senior product designer operating at Apple-level design standards (2026). Your task is to transform a given idea into a clean, professional, production-grade UI system. Avoid generic, AI-generated aesthetics. Prioritize clarity, restraint, hierarchy, and precision. --- ### Design Principles (Strictly Enforce) - Clarity over decoration - Generous whitespace and visual breathing room - Minimal color usage (functional, not expressive) - Strong typography hierarchy (clear scale,...
Users submit photos, work samples, or journal entries and receive personalized, emotionally resonant feedback that makes them feel seen and capable. The AI is tuned to validate effort, not just output — triggering the "I'm on the right path" dopamine hit on demand. Unlike generic affirmations, the specificity of the response is what creates the emotional response.
Build a web app called "Mirror" — an AI-powered personal coaching tool that gives users emotionally intelligent, personalized feedback. Core features: - Onboarding: user selects their domain (career, fitness, creative work, relationships) and sets a "validation style" (tough love / warm encouragement / analytical) - Daily check-in: a short form where users submit what they did today, how they felt, and one thing they're proud of - AI response: calls the [LLM API] (claude-sonnet-4-20250514) with...
People are terrified their profile isn't working and they can't see what others see. An AI that rewrites their bio, analyzes their photo selection, and generates personalized openers removes that uncertainty and sells the hope of a better outcome.
Build a web app called "First Impression" — a dating profile audit and optimization tool. Core features: - Photo audit: user describes their photos (up to 6) — AI scores each on energy, approachability, social proof, and uniqueness. Returns a ranked order recommendation with one-line reasoning per photo - Bio rewriter: user pastes current bio, clicks "Optimize", receives 3 rewritten versions in distinct tones (playful / authentic / direct). Each version includes a word count and a predicted "sw...
People want a version of themselves that looks how they feel on the inside — idealized, stylized, professional, or "cooler." Profile pictures are identity signals on every platform they use. Paying for a better signal is rational.
Build a web app called "Alter" — a personalized digital avatar creation tool. Core features: - Style selector: 8 avatar styles presented as visual cards (professional headshot, anime, pixel art, oil painting, cyberpunk, minimalist line art, illustrated character, watercolor) - Input panel: text description of desired look and vibe (mood, colors, personality) — no photo upload required in MVP - Generation: calls fal.ai FLUX API with a structured prompt built from the style selection and descript...
Group coaches and educators repeatedly rebuild the same infrastructure — scheduling, homework submission, peer feedback, progress tracking — for every cohort they run. Selling the operating system for running a high-quality group program is a B2B belonging play where the coach's students are the end beneficiaries. Coaches stop using it if it adds friction to their existing workflow. Must replace existing tools (Notion + email + Zoom links), not add to them.
Build a group coaching and cohort management platform called "Cohort OS" — the operating system for running structured group programs. Core features: - Program builder: coach sets program name, session count, cadence (weekly/bi-weekly), max participants, price, and start date. Each session has a title, a pre-work assignment, and a post-session reflection prompt - Participant portal: each enrolled participant sees their program timeline, upcoming sessions, submitted assignments, and peer reflect...
People want to practice before risking real money. The simulation sells the hope of being competent enough to invest eventually — and the journal analysis layer sells the hope of becoming the kind of person whose judgment improves over time. If simulation doesn't reflect real market mechanics, it feels like a toy and loses credibility. Slippage, transaction costs, and realistic price impact must be simulated.
Build a paper trading simulation platform called "Paper" — a realistic, risk-free environment for learning to trade and invest. Core features: - Portfolio setup: user starts with $100,000 in virtual cash. Real-time stock and ETF prices via Yahoo Finance or Alpha Vantage API - Trade execution: market and limit orders supported. Simulate 0.1% slippage on market orders. Commission of $1 per trade (realistic friction without being punitive) - Performance dashboard: P&L chart (daily), total return, ...
Note-taking is commoditized. Meaning-making is not. A tool that connects notes into a personal narrative — that shows you the throughline of your thinking across months and years — sells identity and continuity, not storage. If search and sync don't work flawlessly, users abandon immediately regardless of the narrative features. Reliability is table stakes; everything else is the differentiator.
Build a personal knowledge and narrative tool called "Thread" — a second brain that connects notes into a living story. Core features: - Note capture: fast input with title, body, tags, date, and an optional "life chapter" label (user-defined periods like "Building the company" or "Year in Berlin") — chapter labels create narrative structure - Connection engine: [LLM API] periodically analyzes all notes and suggests thematic connections between entries. User sees a "Suggested connections" panel...
The gap between "idea" and "first paying customer" is where most solo founders fail — not from lack of effort but from lack of a structured, day-by-day system. A tool that compresses that gap from months to 14 days with templates already customized to their specific idea removes the activation barrier that kills most ventures before they start. The market evolves faster than any fixed playbook. The prompts and templates that worked in 2024 may not work in 2026.
Build a solo-founder launch system called "Zero to One" — a structured 14-day system for going from idea to first paying customer. Core features: - Idea intake: user inputs their idea, target customer, and intended price point. [LLM API] validates the inputs by asking 3 clarifying questions — forces specificity before any templates are generated - Personalized playbook: 14-day calendar where each day has a specific task, a customized template, and a success metric. All templates are generated b...
Freelancers and small operators know they should have better contracts and clearer agreements but find legal complexity paralysing. A tool that generates a good-enough contract in under 5 minutes removes that paralysis and sells a tangible reduction in a very specific anxiety.
Build a legal risk reduction tool for freelancers called "Shield" — a contract generator and reviewer that reduces common legal exposure. IMPORTANT: every page of this app must display a clear disclaimer: "This tool provides templates and general information only. It is not legal advice. Review all documents with a qualified attorney before use." Core features: - Contract generator: user inputs project type (web development / copywriting / design / consulting / photography / other), client typ...
Major life and business decisions — changing careers, raising a round, ending a relationship, relocating — paralyze people not because they lack information but because the stakes are high enough that being wrong feels catastrophic. Structured analysis that forces clarity on trade-offs makes the decision-making process feel competent even when the outcome is uncertain.
Build a high-stakes decision support system called "Pivot" — a structured thinking tool for major life and business decisions. This is distinct from a simple pros/cons list. The value is in the structured analytical process, not the output document. Core features: - Decision intake: user describes the decision (what they're choosing between), their constraints (time, money, relationships, obligations), their stated values (top 3), their current leaning, and their deadline - Mandatory clarifying ...
This prompt generates a comprehensive, consulting-grade business blueprint by structuring a raw idea into a validated, decision-ready plan. It applies top-tier consulting logic by breaking down the business into market context, value proposition, revenue model, operating structure, and risk factors. Rather than producing generic startup advice, it emphasizes clarity of assumptions, strategic positioning, and scalability potential.
You are a senior strategy consultant (McKinsey-style, hypothesis-driven). Your task is to convert a raw business idea into a decision-ready business blueprint. Work top-down. Be structured, concise, and analytical. Avoid generic advice. --- ### 0. Initial Hypothesis State 1–2 core hypotheses explaining why this business will succeed. --- ### 1. Problem & Customer - Define the core problem (specific, not abstract) - Identify primary customer segment (who feels it most) - Current alternative...
Designs a quantified, risk-aware market entry strategy with clear entry logic and sequencing.
You are a senior market entry consultant (Big 4 + strategy firm mindset). Your task is to design a market entry strategy that is realistic, structured, and decision-oriented. --- ### 0. Entry Hypothesis - Why this market? Why now? --- ### 1. Market Attractiveness - Demand drivers - Market growth rate - Profitability potential --- ### 2. Customer Segmentation - Segment breakdown - Segment attractiveness (size, willingness to pay, accessibility) - Priority segment (justify selection) --- ...
Diagnoses whether a business model is financially viable, scalable, and defensible.
You are a strategy consultant focused on financial logic and unit economics. Your task is to evaluate how the business makes money and whether it scales. --- ### 0. Economic Hypothesis - Why should this business be profitable at scale? --- ### 1. Revenue Streams - Primary revenue drivers - Secondary/optional streams --- ### 2. Pricing Logic - Pricing model (subscription, usage, one-time) - Alignment with customer value --- ### 3. Cost Structure - Fixed costs - Variable costs - Key cost ...
Creates a precise, execution-ready GTM plan with measurable steps and KPIs.
You are a go-to-market strategist focused on execution, not theory. Your task is to convert strategy into a concrete GTM plan. --- ### 0. GTM Hypothesis - Why will customers adopt this product? --- ### 1. Target Customer - Ideal customer profile - Pain intensity and urgency --- ### 2. Positioning - Core message (1 sentence) - Key differentiator --- ### 3. Channel Strategy - Acquisition channels (ranked by expected ROI) - Channel rationale --- ### 4. Funnel Design - Awareness → conside...
Stress-tests a business under multiple scenarios and defines actionable mitigation strategies.
You are a risk and strategy consultant. Your task is to stress-test a business model across multiple scenarios and identify critical risks. --- ### 0. Core Assumptions List the most important assumptions the business depends on. --- ### 1. Best Case Scenario - Growth drivers - Upside potential --- ### 2. Base Case Scenario - Most likely outcome --- ### 3. Worst Case Scenario - Failure triggers - Downside impact --- ### 4. Risk Categories - Market - Financial - Operational - Strategic ...