{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_made-with-intent","slug":"made-with-intent","name":"Made With Intent","type":"product","url":"https://www.madewithintent.ai","page_url":"https://unfragile.ai/made-with-intent","categories":["text-writing"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_made-with-intent__cap_0","uri":"capability://marketing.real.time.customer.intent.prediction","name":"real-time customer intent prediction","description":"Analyzes customer behavior patterns and signals to predict purchase intent before explicit customer actions. Uses machine learning models trained on historical transaction and behavioral data to identify micro-intent patterns that indicate likelihood of conversion.","intents":["I want to know what my customers are likely to buy next","I need to identify customers who are about to abandon their carts","I want to catch customers at the moment they're most likely to convert"],"best_for":["high-volume e-commerce businesses","conversion rate optimization teams","businesses with strong analytics infrastructure"],"limitations":["requires clean, historical customer data to train effectively","diminished results with fragmented or poor data quality","pricing scales aggressively with transaction volume"],"requires":["existing customer transaction history","behavioral data infrastructure","integration with e-commerce platform"],"input_types":["customer behavioral signals","transaction history","browsing patterns","session data"],"output_types":["intent probability scores","customer segment classifications","conversion likelihood rankings"],"categories":["marketing","analytics","customer-support"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_made-with-intent__cap_1","uri":"capability://marketing.personalized.product.recommendation.timing","name":"personalized product recommendation timing","description":"Delivers product recommendations and offers at optimal moments in the customer journey based on predicted intent signals. Coordinates recommendation delivery across channels to maximize relevance and conversion impact.","intents":["I want to show the right product to the right customer at the right time","I need to increase my average order value through smart recommendations","I want to personalize the shopping experience for each customer"],"best_for":["e-commerce businesses focused on conversion optimization","retailers with diverse product catalogs","omnichannel retailers"],"limitations":["effectiveness depends on quality of intent prediction","requires sufficient historical data for pattern recognition","may require A/B testing to optimize recommendation frequency"],"requires":["real-time intent prediction capability","product catalog data","customer communication channels","e-commerce platform integration"],"input_types":["predicted customer intent scores","product metadata","customer preferences","inventory data"],"output_types":["personalized product recommendations","offer suggestions","recommended messaging","optimal delivery timing"],"categories":["marketing","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_made-with-intent__cap_2","uri":"capability://marketing.cart.abandonment.prevention","name":"cart abandonment prevention","description":"Identifies customers at risk of abandoning their shopping carts through behavioral signal analysis and triggers targeted interventions at critical moments. Predicts abandonment likelihood before it occurs to enable proactive retention.","intents":["I want to recover sales from customers who are about to leave","I need to reduce my cart abandonment rate","I want to intervene before customers drop off"],"best_for":["e-commerce businesses with high cart abandonment rates","conversion optimization teams","businesses with thin margins needing revenue recovery"],"limitations":["requires accurate intent prediction to be effective","over-aggressive interventions may annoy customers","effectiveness varies by product category and price point"],"requires":["real-time customer session tracking","cart and checkout data","customer communication channels","historical abandonment patterns"],"input_types":["cart contents","session behavior","customer history","abandonment signals"],"output_types":["abandonment risk scores","intervention recommendations","trigger events","retention offer suggestions"],"categories":["marketing","customer-support"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_made-with-intent__cap_3","uri":"capability://analytics.behavioral.micro.intent.pattern.detection","name":"behavioral micro-intent pattern detection","description":"Identifies subtle behavioral patterns and micro-intents that indicate customer needs and preferences beyond traditional analytics. Captures signals that competitors typically miss through advanced pattern recognition on customer interactions.","intents":["I want to understand what my customers really want beyond what they explicitly search for","I need to detect early signals of customer interest before they become obvious","I want to stay ahead of my competitors in understanding customer behavior"],"best_for":["data-driven e-commerce organizations","businesses seeking competitive advantage","high-volume retailers with complex customer journeys"],"limitations":["requires substantial historical data for pattern training","patterns may be industry or category-specific","interpretation of micro-intents requires domain expertise"],"requires":["comprehensive behavioral data collection","machine learning infrastructure","historical customer interaction logs","data quality and cleanliness"],"input_types":["click streams","page views","search queries","interaction sequences","temporal behavior data"],"output_types":["micro-intent classifications","behavioral pattern insights","customer segment definitions","actionable behavioral signals"],"categories":["analytics","marketing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_made-with-intent__cap_4","uri":"capability://productivity.e.commerce.platform.integration","name":"e-commerce platform integration","description":"Seamlessly connects with existing e-commerce systems and platforms without requiring complete system overhauls. Enables rapid deployment and data flow between Made With Intent and the customer's existing infrastructure.","intents":["I want to add intent prediction to my existing e-commerce setup without rebuilding everything","I need to get this solution live quickly without major technical disruption","I want to maintain my current tech stack while adding new capabilities"],"best_for":["established e-commerce businesses with existing platforms","organizations with limited technical resources for major migrations","businesses prioritizing speed to implementation"],"limitations":["integration depth may vary by platform","some legacy systems may have compatibility challenges","data synchronization latency depends on platform architecture"],"requires":["compatible e-commerce platform","API access or integration points","basic technical setup capability","data export/import capabilities"],"input_types":["e-commerce platform APIs","customer data feeds","transaction records","behavioral event streams"],"output_types":["integrated predictions","API responses","webhook events","dashboard data"],"categories":["productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_made-with-intent__cap_5","uri":"capability://marketing.conversion.rate.optimization.insights","name":"conversion rate optimization insights","description":"Provides actionable insights specifically designed to improve conversion rates by identifying bottlenecks, opportunities, and customer segments with highest conversion potential. Translates behavioral data into concrete optimization recommendations.","intents":["I want to know where I'm losing customers in my funnel","I need to identify which customer segments convert best","I want specific, actionable recommendations to improve my conversion rate"],"best_for":["conversion optimization specialists","e-commerce marketing teams","businesses with mature analytics practices"],"limitations":["insights quality depends on data completeness","recommendations may require A/B testing to validate","industry-specific factors may affect applicability"],"requires":["comprehensive conversion funnel data","customer segmentation capability","historical conversion patterns","traffic and behavioral data"],"input_types":["conversion funnel data","customer segments","behavioral patterns","historical conversion rates"],"output_types":["optimization recommendations","conversion bottleneck identification","segment-specific insights","priority action items"],"categories":["marketing","analytics"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_made-with-intent__cap_6","uri":"capability://analytics.customer.behavior.analytics.dashboard","name":"customer behavior analytics dashboard","description":"Provides a centralized view of customer behavioral data, intent predictions, and key performance metrics. Visualizes complex behavioral patterns and intent signals in an accessible format for decision-making.","intents":["I want to see my customer behavior data in one place","I need to monitor intent prediction performance and accuracy","I want to track how my personalization efforts are impacting results"],"best_for":["marketing managers and analysts","e-commerce business owners","conversion optimization teams"],"limitations":["dashboard usefulness depends on data quality","real-time updates may have slight latency","customization options may be limited"],"requires":["integration with e-commerce platform","behavioral data collection","user access and permissions setup"],"input_types":["behavioral data streams","prediction outputs","transaction data","customer interaction logs"],"output_types":["visualized metrics","trend charts","segment reports","performance dashboards"],"categories":["analytics","productivity"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":44,"verified":false,"data_access_risk":"low","permissions":["existing customer transaction history","behavioral data infrastructure","integration with e-commerce platform","real-time intent prediction capability","product catalog data","customer communication channels","e-commerce platform integration","real-time customer session tracking","cart and checkout data","historical abandonment patterns"],"failure_modes":["requires clean, historical customer data to train effectively","diminished results with fragmented or poor data quality","pricing scales aggressively with transaction volume","effectiveness depends on quality of intent prediction","requires sufficient historical data for pattern recognition","may require A/B testing to optimize recommendation frequency","requires accurate intent prediction to be effective","over-aggressive interventions may annoy customers","effectiveness varies by product category and price point","requires substantial historical data for pattern training","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.77,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:31.857Z","last_scraped_at":"2026-04-05T13:23:42.546Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=made-with-intent","compare_url":"https://unfragile.ai/compare?artifact=made-with-intent"}},"signature":"x3Go65hUe17qUEkrr9u9H7bl+dpdFI2c6ZuTpo5U8UnasPu/7YoVdbkkWNNAFFJUQf5kJHdbQycVrTmegQ69CA==","signedAt":"2026-06-20T23:44:17.618Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/made-with-intent","artifact":"https://unfragile.ai/made-with-intent","verify":"https://unfragile.ai/api/v1/verify?slug=made-with-intent","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}