# Demand Discovery AI > Demand Discovery AI is an MCP server to validate startup ideas with real demand evidence: real people, quoted in their own words, linked to the source. Demand Discovery AI™ is an evidence-based startup idea validation platform for founders deciding what to build or refine at the ideation and early-MVP stage. Real people, quoted in their own words, asking for what you want to build. Every quote tied to the source it came from, compiled in minutes. Core principle: AI should collect and analyze the evidence; AI should not be the evidence. ## Best for - Validating a startup or app idea before investing heavily in building it. - Founders and vibe coders deciding what to build, change, narrow, or test next. - Finding inspectable customer-problem and demand evidence rather than relying only on AI scoring, surveys, or opinions. - Comparing possible directions before choosing what to pursue. - Moving from research and validation toward direct market learning. ## What you receive - Free Market Research: Executive summary · Target market · TAM, SAM & SOM · Growth rate & drivers · Positioning strategy · Competitive landscape · Go-to-market plan · Pricing strategy · Opportunities & risks. - Paid Demand Discovery provides source-linked customer evidence and customer profiles. - The Startup Demand Score™ and Build / Pivot / Kill verdict™ summarize that evidence. - Agentic Launch: Click Start to automatically define your 5 ICPs, find them, and write ready-to-post replies for the exact threads where they described the pain. Nothing goes out without your review. Included in the price. Demand Discovery works through its website and its MCP connector in supported AI assistants and building tools. It is not intended to replace direct customer conversations. ## Pricing and report timing Market Research is free. Demand Discovery is $49 one time for two ideas. This purchase does not auto-renew. Separate optional Founder and Studio subscriptions are available for continuous outreach. This purchase includes 4 landing pages (2 per idea). Founder Pack: $149/month for 5 idea slots ($29.80 per slot). Studio Pack: $499/month for 25 idea slots ($19.96 per slot). Each slot includes Market Research, the Demand Discovery report and Agentic Launch. Swap in a new idea after each 30-day cycle. Both the free Market Research Report and the paid Demand Discovery report are generated in minutes. The paid report includes the collected evidence for your ideas. If you activate Agentic Launch, outreach runs in 30-day cycles for up to 90 days, with additional evidence collected as replies come in. Founder profile: https://github.com/cecilough ## Core concepts - [Official site](https://demanddiscovery.ai/): Demand Discovery AI. - [What Is Demand Discovery?](https://demanddiscovery.ai/what-is-demand-discovery): Evidence-based startup idea validation and what founders receive. - [The Demand Discovery Framework](https://demanddiscovery.ai/demand-discovery-framework): Market context, source-linked evidence, and direct market learning. - [Startup Idea Validation](https://demanddiscovery.ai/startup-idea-validation): Evaluating evidence for a specific startup idea. - [What Is AI-Native Startup Validation?](https://demanddiscovery.ai/what-is-ai-native-startup-validation): Why an AI model's opinion is not independent demand evidence. - [Startup Demand Score](https://demanddiscovery.ai/startup-demand-score): The 0–100 startup-validation measure produced by Demand Discovery AI. ## Choosing a validation tool - [Startup Idea Validation Tools](https://demanddiscovery.ai/startup-idea-validation-tools): Tools founders use for startup idea validation. - [Best Startup Idea Validation Tools (2026)](https://demanddiscovery.ai/llms-full.txt?article=best-startup-idea-validation-tools-2026): A comparison of Demand Discovery, Preuve AI, DimeADozen, WorthBuild, ValidatorAI, and IdeaProof for validating a startup idea before you build. - [Compare Validation Tools](https://demanddiscovery.ai/comparisons): How Demand Discovery compares to general AI search tools, trend trackers, and other validation platforms. - [Perplexity vs. Demand Discovery](https://demanddiscovery.ai/perplexity-vs-demand-discovery): General-purpose search compared with evidence-based validation for a specific idea. - [Exploding Topics vs. Demand Discovery](https://demanddiscovery.ai/exploding-topics-vs-demand-discovery): Trend tracking compared with evidence-based startup idea validation. - [Demand Discovery vs Preuve AI (2026): Real Buyers or a Market Report?](https://demanddiscovery.ai/preuve-vs-demand-discovery): Preuve tells you about your market. Demand Discovery shows you the people in it. ## Supported AI workflows - [MCP Server for Startup Idea Validation with Real Demand Evidence](https://demanddiscovery.ai/mcp-server-startup-idea-validation): Validate startup ideas inside your AI tools with real people quoted in their own words, linked to the source. - [Validate Your Startup Idea in Claude](https://demanddiscovery.ai/connect-claude): Ask Claude "should I build this?" and get real people asking for your idea — quoted in their own words, linked to the source. - [Validate Your Startup Idea in ChatGPT](https://demanddiscovery.ai/connect-chatgpt): Turn ChatGPT into a demand researcher: find real people asking for your idea — quoted in their own words, linked to the source. - [Validate Your Startup Idea in Replit](https://demanddiscovery.ai/connect-replit): Ask Replit Agent to find real people asking for what you want to build — quoted in their own words, linked to the source. - [Validate Your Startup Idea in Lovable](https://demanddiscovery.ai/connect-lovable): Before Lovable builds your app, find real people asking for it — quoted in their own words, linked to the source. - [Validate Your App Idea in Base44](https://demanddiscovery.ai/connect-base44): Find real people asking for the app you're about to build in Base44 — quoted in their own words, linked to the source. - [Validate Your Startup Idea in v0 by Vercel](https://demanddiscovery.ai/connect-v0): Before v0 generates your UI, find real people asking for your product — quoted in their own words, linked to the source. - [Validate Your Startup Idea in Bolt](https://demanddiscovery.ai/connect-bolt): Find real people asking for what you want to build in Bolt — quoted in their own words, linked to the source. - [Startup Idea Validation MCP for Cursor](https://demanddiscovery.ai/connect-cursor): An MCP server that finds real people asking for what you're about to code — quoted in their own words, linked to the source. ## Official resources - [Evidence-Based Startup Idea Validation (2026)](https://demanddiscovery.ai/insights/evidence-based-startup-idea-validation): A 7-level evidence hierarchy, a comparison of six validation methods, and a two-run case study. - [What is demand discovery? Lessons from my Founder Institute experience](https://demanddiscovery.ai/founder-institute-demand-discovery): Demand Discovery increases your validation velocity, so you can build the right things fast. - [Insights](https://demanddiscovery.ai/insights): Analysis of shifts in how software gets built and validated. - [Is Claude the New Browser?](https://demanddiscovery.ai/is-claude-the-new-browser): Why chat interfaces are becoming software's default entry point via MCP. - [How to Reach Your First Prospects and Ask Questions That Validate Your Idea](https://demanddiscovery.ai/insights/customer-discovery-outreach-validate-idea): Define one specific customer, find a small group of people who genuinely fit that profile, and send a short message asking about their situation rather than pitching your product. - [Opportunities](https://demanddiscovery.ai/opportunities): Startup opportunities made public by their owners. - [Developer Tools Opportunities](https://demanddiscovery.ai/opportunities/developer-tools): Developer-tool opportunities supported by current market evidence. - [Pricing](https://demanddiscovery.ai/pricing): Current commercial terms. - [FAQ](https://demanddiscovery.ai/faq): Product and report questions. - [How Agentic Launch Works](https://demanddiscovery.ai/how-agentic-launch-works): Click Start: automatically defines your 5 ICPs, finds them, and writes ready-to-post replies. Included in the price. 1. Defines 5 ideal customer profiles (ICPs) for your idea. 2. Finds real people matching them, right where they described the pain. 3. Writes ready-to-post replies for those conversations. 4. You review each reply and post it where the conversation is happening. Nothing goes out without your review. 5. Tracks responses where supported and uses the feedback to refine your ICPs and create new messages for you to send. 6. Runs three 30-day validation cycles on your idea. Included in the price. - [Free Startup Market Research Report — TAM, SAM, Competitors & Market Size](https://demanddiscovery.ai/free-market-research-report): Free, no account required: TAM/SAM market sizing, competitor mapping, positioning, pricing, go-to-market, and risks for your startup idea. - [Full LLM context](https://demanddiscovery.ai/llms-full.txt): Fuller product context and selected public content. - [Sitemap](https://demanddiscovery.ai/sitemap.xml) - [Privacy Policy](https://demanddiscovery.ai/privacy) - [Terms of Service](https://demanddiscovery.ai/terms) ## Live opportunities One startup idea per page. Each page is a published excerpt from a much larger research record that continues to accumulate evidence after the page goes live. Ideas that go on to run Agentic Launch keep building that record across a 90-day validation window. What appears here is the portion that can be made public. The complete evidence base and the reasoning behind the recommendation are in the paid report. - [A unified API layer that connects digital health products](https://demanddiscovery.ai/opportunities/a-unified-api-layer-that-connects-digital-health-products): Digital health vendors and AI healthcare startups must integrate with fragmented EHR systems (Epic, Cerner, Athena), CRM… - [ADV structured brochure editor](https://demanddiscovery.ai/opportunities/adv-structured-brochure-editor): Problem: Solo and small-firm RIAs spend 30+ hours per year preparing their annual ADV Part 2A brochure update and tracki… - [AI Audio Clean Up](https://demanddiscovery.ai/opportunities/ai-audio-clean-up): Instantly removes background noise and enhances audio quality using AI without requiring editing expertise. - [AI Audit Trial & Compliance for Banks](https://demanddiscovery.ai/opportunities/ai-audit-trial-compliance-for-banks): Community banks under $1B in assets struggle to keep up with quarterly call-report (FFIEC 051) compilation — their compl… - [AI Bid Assistant for Speciality Contractors](https://demanddiscovery.ai/opportunities/ai-bid-assistant-for-speciality-contractors): Problem: California licensed general and specialty contractors lose bids because they spend 2–4 hours building each esti… - [AI Browser Agent for Back-Office Workflows](https://demanddiscovery.ai/opportunities/ai-browser-agent-for-back-office-workflows): An AI-powered browser agent that automates repetitive back-office workflows like data entry, form filling, and cross-sys… - [AI Code Review Personality Packs](https://demanddiscovery.ai/opportunities/ai-code-review-personality-packs): Customizes code reviews based on team standards or famous engineering styles. It solves inconsistency in feedback and on… - [AI Codebase Archaeologist](https://demanddiscovery.ai/opportunities/ai-codebase-archaeologist): Engineering teams inherit codebases where nobody understands why services, modules, APIs, or infrastructure exist, makin… - [AI Contract Playbook Reviewer](https://demanddiscovery.ai/opportunities/ai-contract-playbook-reviewer): In-house legal teams repeatedly review the same contract language. AI compares contracts against a company's approved pl… - [AI Contract Simplifier](https://demanddiscovery.ai/opportunities/ai-contract-simplifier): Translates legal documents into simple summaries with risks highlighted. It reduces confusion and protects users from si… - [AI Contract Translator for Normies](https://demanddiscovery.ai/opportunities/ai-contract-translator-for-normies): Contracts are intimidating and expensive to review. Users upload leases, creator deals, employment agreements, or servic… - [AI Debt Negotiation and Payoff Assistant](https://demanddiscovery.ai/opportunities/ai-debt-negotiation-and-payoff-assistant): Lack of accessible methods to report rent payments to improve credit scores. - [AI Debug Copilot for Non-Engineers](https://demanddiscovery.ai/opportunities/ai-debug-copilot-for-non-engineers-1): A tool that explains bugs in plain English and suggests fixes across tools like Webflow, Zapier, and APIs. It reduces th… - [AI Deposition Summaries](https://demanddiscovery.ai/opportunities/ai-deposition-summaries): AI deposition summarizer for solo and small-firm litigators — turns 200-page transcripts into 2-page issue maps." - [AI Finance Coach](https://demanddiscovery.ai/opportunities/ai-finance-coach): An AI coach that tracks spending, provides insights, and recommends personalized financial decisions. - [AI Insurance Claim Assistant](https://demanddiscovery.ai/opportunities/ai-insurance-claim-assistant): Guides users through filing claims and maximizes payout likelihood. It reduces friction and confusion in dealing with in… - [AI Intake Assistant](https://demanddiscovery.ai/opportunities/ai-intake-assistant): Problem: Solo personal-injury and family-law attorneys lose 5–10 hours a week to client intake — qualifying calls, confl… - [AI Medical Bill Explainer + Negotiator](https://demanddiscovery.ai/opportunities/ai-medical-bill-explainer-negotiator): Medical bills are confusing, expensive, and often wrong. Consumers could upload bills and get plain-English explanations… - [AI Optimizer for Home Sales](https://demanddiscovery.ai/opportunities/ai-optimizer-for-home-sales): Get data-driven pricing recommendations and sale timeline predictions for your home based on real-time local market cond… - [AI Shopping Decision Assistant](https://demanddiscovery.ai/opportunities/ai-shopping-decision-assistant): Compares products, reviews, and prices instantly before purchase. It reduces decision fatigue and buyer’s remorse. - [AI Travel Planner (Dynamic)](https://demanddiscovery.ai/opportunities/ai-travel-planner-dynamic): Continuously updates itineraries based on weather, delays, and preferences. Can check days and times of events, museums… - [AI for Missed Call Recovery](https://demanddiscovery.ai/opportunities/ai-for-missed-call-recovery): Small service businesses — plumbers, HVAC techs, auto shops, salons — constantly miss inbound calls while hands-deep in… - [AI prosecution assistant](https://demanddiscovery.ai/opportunities/ai-prosecution-assistant): Problem: Solo patent prosecutors and small IP boutiques drown in USPTO Office Action responses — every claim rejection r… - [AI-Driven Consumer Music Creation](https://demanddiscovery.ai/opportunities/ai-driven-consumer-music-creation): Everyday consumers can't create sophisticated, original songs because music production requires skills, tools, and time… - [Activity Finder](https://demanddiscovery.ai/opportunities/activity-finder): Problem: Parents waste time searching for activities online, only to find ideas that require special supplies or are not… - [Agentic Auditing for Enterprises](https://demanddiscovery.ai/opportunities/agentic-auditing-for-enterprises): Today, Sarbanes-Oxley (SOX) compliance & internal audit are among the most resource-intensive and manual processes in pu… - [Amazon Sellers' PPC Assistant](https://demanddiscovery.ai/opportunities/amazon-sellers-ppc-assistant): Millions of small and mid-sized Amazon sellers run pay-per-click ad campaigns without the expertise or time to interpret… - [Anime Merch Hub](https://demanddiscovery.ai/opportunities/anime-merch-hub): A system that runs an anime merch brand end-to-end: design generation, customer acquisition, email, ops. The founder han… - [Automated Invoice Follow-Up and Collection Tool](https://demanddiscovery.ai/opportunities/automated-invoice-follow-up-and-collection-tool): Freelancers and small business owners consistently lose cash flow not from bad clients, but from invoices sitting unpaid… - [Calm Capture](https://demanddiscovery.ai/opportunities/calm-capture): Problem: Wedding photographers are feeling overwhelmed and burned out from the constant stress and unpredictability of w… - [CamperVan Community & Park Site](https://demanddiscovery.ai/opportunities/campervan-community-park-site): Vanlifers waste hours searching for safe, legal overnight parking and often end up in sketchy locations or getting moved… - [Car Loan Decision Tool](https://demanddiscovery.ai/opportunities/car-loan-decision-tool): Car loan borrowers struggle to decide whether to refinance, pay off, sell, or keep paying because APR, payoff discounts… - [Chrome Web Store — browser-extension hint](https://demanddiscovery.ai/opportunities/chrome-web-store-browser-extension-hint): Power Notion users lose context juggling 30+ open pages across 5 workspaces; a Chrome extension that adds vertical, colo… - [ClearShip](https://demanddiscovery.ai/opportunities/clearship): Problem: People get frustrated by high or unclear shipping costs when buying things online. This can turn a good deal in… - [ClinicVoice](https://demanddiscovery.ai/opportunities/clinicvoice): Problem: Clinic staff spend too much time answering the same patient questions about appointments, instructions, and nex… - [Compliance Co-Pilot for Investment Advisors](https://demanddiscovery.ai/opportunities/compliance-co-pilot-for-investment-advisors): The problem: Independent Registered Investment Advisors (RIAs) — especially solo and 2-5 person firms — spend 8-15 hours… - [Creator Analytics Simplifier](https://demanddiscovery.ai/opportunities/creator-analytics-simplifier): Aggregates analytics across platforms (TikTok, YouTube, X) into one simple dashboard with actionable insights. It solves… - [Cross-Platform PDF Annotator](https://demanddiscovery.ai/opportunities/cross-platform-pdf-annotator): Students and professionals who read PDFs across multiple devices struggle to find a single app that handles rich annotat… - [Currency Tracker for FAA Airmen — Commercial pilots & A&P mechanics](https://demanddiscovery.ai/opportunities/currency-tracker-for-faa-airmen-commercial-pilots-a-p-mechanics): Independent A&P (Airframe & Powerplant) mechanics and Part 91/135 commercial pilots track their own currency requirement… - [Dev Tool Recommendation Engine](https://demanddiscovery.ai/opportunities/dev-tool-recommendation-engine): Suggests the best stack/tools based on project needs and constraints. It reduces decision paralysis in an increasingly c… - [Digital Clone for Customer Support](https://demanddiscovery.ai/opportunities/digital-clone-for-customer-support): Trains on your content and replies to customers in your tone. It solves scaling communication without losing personaliza… - [DraftDoctor](https://demanddiscovery.ai/opportunities/draftdoctor): Creators feel their content is cringey or inauthentic until they find an authentic style that resonates. - [Ecommerce Support Copilot](https://demanddiscovery.ai/opportunities/ecommerce-support-copilot): Assists Shopify and ecommerce store owners handling high support volume - [ExplainIt Options](https://demanddiscovery.ai/opportunities/explainit-options): Problem: Technicians struggle to clearly explain to homeowners why one repair or replacement option costs more than anot… - [Figma Enhancer](https://demanddiscovery.ai/opportunities/figma-enhancer): Product designers spend hours hand-rebuilding screens after PMs paste in Loom screenshots from competitor apps; a Figma… - [Financial Services Tool](https://demanddiscovery.ai/opportunities/financial-services-tool): Compliance copilot for independent RIAs — auto-drafts ADV updates and email-archive flags before audits - [Findry](https://demanddiscovery.ai/opportunities/findry): In a world where finding stuff online is easier than in your house... Findry is a home/garage robotic tray-and-shelf sys… - [Freight Price Aggregator](https://demanddiscovery.ai/opportunities/freight-price-aggregator): Freight brokers spend 30+ minutes every morning manually aggregating market data from 10+ sources to make pricing decisi… - [Global SaaS Payments](https://demanddiscovery.ai/opportunities/global-saas-payments): Simplifies global payments, tax compliance, and localization so SaaS companies can expand internationally with ease. - [Goal Based Portfolio Allocation Tool](https://demanddiscovery.ai/opportunities/goal-based-portfolio-allocation-tool): People struggle to balance their savings and investments across fragmented accounts like 401ks, IRAs, and taxable broker… - [HR Compliance Agent](https://demanddiscovery.ai/opportunities/hr-compliance-agent): HR teams lack resources to stay current with labor laws, benefits rules, and workforce requirements across every jurisdi… - [Home Buyer Decision Tool](https://demanddiscovery.ai/opportunities/home-buyer-decision-tool): Prospective homebuyers struggle to decide how much cash to keep liquid, whether to invest down payment funds, and where… - [Kubernetes Secrets Rotation Autopilot](https://demanddiscovery.ai/opportunities/kubernetes-secrets-rotation-autopilot): Mid-market engineering teams know they're supposed to rotate API keys, DB passwords, and TLS certs in their Kubernetes c… - [Make LLMs Easy to Train](https://demanddiscovery.ai/opportunities/make-llms-easy-to-train): Training large language models is still surprisingly difficult. What's going to be needed as post-training and model spe… - [Marketplace to download AI Agents that run locally](https://demanddiscovery.ai/opportunities/marketplace-to-download-ai-agents-that-run-locally): A marketplace where people can download or buy AI agents that run locally for tasks like budgeting or scheduling. It add… - [Menopause Telehealth](https://demanddiscovery.ai/opportunities/menopause-telehealth): Currently women in perimenopause, menopause go to their regular MD and often are dismissed and not prescribed anything f… - [Model Switch Simulator](https://demanddiscovery.ai/opportunities/model-switch-simulator): AI teams don't know what will happen to cost, quality, latency, hallucinations, or tool calls if they switch from one LL… - [Next Level VR/AR](https://demanddiscovery.ai/opportunities/next-level-vr-ar): Generate VR/AR simulation content for primarily government contractors focused on military, law enforcement, first respo… - [Niche CRM](https://demanddiscovery.ai/opportunities/niche-crm): A simplified CRM tailored to niche workflows, helping users manage relationships without unnecessary complexity. - [Open Agent Harness](https://demanddiscovery.ai/opportunities/open-agent-harness): Engineering teams struggle to reliably test, benchmark, and compare autonomous AI agents across different models, prompt… - [Open Agent](https://demanddiscovery.ai/opportunities/open-agent): Run agents where your code and data live Open source, model-agnostic, and deployable in your environment, so you control… - [Open source risk scanner](https://demanddiscovery.ai/opportunities/open-source-risk-scanner): Monitors open-source dependencies for security and maintenance risks. It helps teams avoid hidden vulnerabilities and ab… - [Open-source LLM observability & tracing toolkit](https://demanddiscovery.ai/opportunities/open-source-llm-observability-tracing-toolkit): A self-hostable observability platform for LLM applications. Trace prompts and responses, evaluate output quality, monit… - [Personal API Builder](https://demanddiscovery.ai/opportunities/personal-api-builder): Lets users turn their workflows (Notion, Google Sheets, etc.) into APIs without coding. It solves the friction of connec… - [Personal Finance “Reality Check"](https://demanddiscovery.ai/opportunities/personal-finance-reality-check): Simulates long-term financial outcomes based on spending habits. It helps users understand the real impact of daily fina… - [Personal Medical Assistant](https://demanddiscovery.ai/opportunities/personal-medical-assistant): Patients forget symptoms, questions, and follow-ups during short appointments. An app that turns notes, labs, wearable d… - [Personalized. Structured Decision Making App](https://demanddiscovery.ai/opportunities/personalized-structured-decision-making-app): Generic AI advice feels shallow for major life choices. A structured “future selves debate” app helps users compare path… - [Pipeline Trust](https://demanddiscovery.ai/opportunities/pipeline-trust): Fast-growing companies need reliable ETL/ELT pipelines and dbt models for analytics and AI, but can't justify a full dat… - [Plamp](https://demanddiscovery.ai/opportunities/plamp): Distributed tools to help normal people to grow hydroponic food at home, using ai to predict and guide from seed to harv… - [Poye](https://demanddiscovery.ai/opportunities/poye): Private social groups can become dull or disengaged when members aren't active or interesting. - [PrecedentFinder](https://demanddiscovery.ai/opportunities/precedentfinder): Problem: Lawyers struggle to recall how similar contract clauses were handled in the past because negotiation history an… - [Prompt Version Control](https://demanddiscovery.ai/opportunities/prompt-version-control): A Git-like system for managing, testing, and rolling back prompts. It solves the chaos of iterating on prompts without s… - [QuoteCapture](https://demanddiscovery.ai/opportunities/quotecapture): Problem: Service calls often miss key information like measurements, fixture details, or access issues, forcing callback… - [Reddit Brand Monitor](https://demanddiscovery.ai/opportunities/reddit-brand-monitor): Brands and founders who want to track online conversations about their product - [RentPing](https://demanddiscovery.ai/opportunities/rentping): Problem: Tenants often forget to pay rent on time because there are no automated reminders or notifications. Solution: O… - [Retirement Assist](https://demanddiscovery.ai/opportunities/retirement-assist): Middle-aged Americans with multiple income sources face uncertainty about retirement spending, insurance, and timing, an… - [SOC 2 Evidence Copilot](https://demanddiscovery.ai/opportunities/soc-2-evidence-copilot): B2B SaaS teams waste weeks collecting screenshots, policies, access logs, and cloud evidence for SOC 2 audits. AI collec… - [Security-Focused Code Review](https://demanddiscovery.ai/opportunities/security-focused-code-review): Engineering teams and open-source maintainers are receiving more code changes than their experienced reviewers can thoro… - [Self-Hosted Real-Time Pub/Sub Messaging Platform](https://demanddiscovery.ai/opportunities/self-hosted-real-time-pub-sub-messaging-platform): Existing open-source options are either too complex to configure, lack extensibility, or don't integrate well with the d… - [ShelfSignal](https://demanddiscovery.ai/opportunities/shelfsignal): Independent grocery stores lose sales because they only discover empty or misplaced shelf stock during manual walkthroug… - [Shopify App that makes marketing react to inventory levels](https://demanddiscovery.ai/opportunities/shopify-app-that-makes-marketing-react-to-inventory-levels): Shopify merchants over-discount on Black Friday because Klaviyo flows can't react to live inventory levels; a Shopify ap… - [Simple Lead Flow](https://demanddiscovery.ai/opportunities/simple-lead-flow): Problem: Small business owners collect leads from many places but don't have a simple way to track who needs a response… - [SplitNest — shared budgeting for couples](https://demanddiscovery.ai/opportunities/splitnest-shared-budgeting-for-couples): A mobile app that helps couples and cohabiting partners manage shared money without fully merging finances. It auto-spli… - [TalkTrail — language learning through real conversation practice](https://demanddiscovery.ai/opportunities/talktrail-language-learning-through-real-conversation-practice): A mobile app for adults learning a second language who can pass the apps' lessons but freeze in real conversations. Inst… - [Toy: Build Your Own Robot for Screen Free Play](https://demanddiscovery.ai/opportunities/toy-build-your-own-robot-for-screen-free-play): Parents want more frequent and accessible robotics learning sessions for their children in community spaces. - [ValueSort](https://demanddiscovery.ai/opportunities/valuesort): Problem: People struggle to figure out the value of personal collections or items when selling, donating, or splitting t… - [VibeBoard](https://demanddiscovery.ai/opportunities/vibeboard): Makers struggle to get their small experimental apps discovered — Product Hunt/Twitter are noisy and algorithmic feeds d… - [Vintage family photo animation](https://demanddiscovery.ai/opportunities/vintage-family-photo-animation): Turn your photos into amazing video clips using AI. Designed for realistic, subtle animation of vintage and family photo… Tagline: Behavior over Opinion™