{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_aurora","slug":"aurora","name":"Aurora","type":"product","url":"https://tryaurora.io","page_url":"https://unfragile.ai/aurora","categories":["research-search"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_aurora__cap_0","uri":"capability://research.competitive.landscape.analysis","name":"competitive-landscape-analysis","description":"Analyzes competitor positioning, market share, pricing strategies, and feature differentiation in real-time. Synthesizes data on direct and indirect competitors to identify market gaps and competitive advantages.","intents":["I need to understand who my competitors are and how they're positioned","I want to know what features my competitors offer and how they price them","I need to identify white space opportunities in my market"],"best_for":["growth-stage startups","mid-market B2B companies","product managers","marketing leaders"],"limitations":["May miss emerging competitors or niche players","Relies on publicly available information","Cannot access proprietary competitor data"],"requires":["Clear definition of target market and competitor set","Specific product category or industry"],"input_types":["text query","product description","market category"],"output_types":["structured competitive analysis report","comparison matrices","positioning recommendations"],"categories":["research","marketing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aurora__cap_1","uri":"capability://research.market.trend.identification","name":"market-trend-identification","description":"Identifies emerging market trends, consumer behavior shifts, and industry momentum indicators. Synthesizes trend data to highlight growth opportunities and declining segments within a market.","intents":["What are the key trends happening in my industry right now?","Where is the market moving and what should I prepare for?","Are there emerging customer needs I should be aware of?"],"best_for":["product strategists","business development teams","startup founders","marketing teams"],"limitations":["May reflect training data biases and miss micro-trends","Cannot detect real-time emerging trends faster than they appear in public data","Limited to established market categories"],"requires":["Specific industry or market category","Time horizon for trend analysis"],"input_types":["text query","industry category","market segment"],"output_types":["trend report","growth opportunity list","market momentum indicators"],"categories":["research","marketing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aurora__cap_2","uri":"capability://research.market.sizing.and.validation","name":"market-sizing-and-validation","description":"Estimates total addressable market (TAM), serviceable addressable market (SAM), and market growth rates. Provides data-driven validation of market opportunity size and growth potential.","intents":["How big is the market opportunity for my product?","What's the realistic market size I can target?","Is this market growing or shrinking?"],"best_for":["founders seeking investor validation","business development teams","product managers evaluating new markets"],"limitations":["Estimates based on secondary research only","May overestimate or underestimate niche markets","Cannot validate product-market fit"],"requires":["Clear product definition","Target customer segment definition"],"input_types":["text query","product category","geographic market"],"output_types":["market size estimates","growth rate projections","TAM/SAM/SOM breakdown"],"categories":["research","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aurora__cap_3","uri":"capability://research.customer.insight.synthesis","name":"customer-insight-synthesis","description":"Aggregates and synthesizes information about customer pain points, buying behaviors, and decision-making criteria. Identifies customer segments and their specific needs based on available market data.","intents":["Who are my ideal customers and what do they care about?","What problems are customers trying to solve?","How do different customer segments make purchasing decisions?"],"best_for":["marketing teams","product managers","sales leaders","customer success teams"],"limitations":["Based on secondary research, not primary customer interviews","Cannot capture qualitative nuances from direct customer conversations","May miss niche customer segments"],"requires":["Product category definition","Target market specification"],"input_types":["text query","customer segment description","product category"],"output_types":["customer persona summaries","pain point analysis","buying behavior insights"],"categories":["research","marketing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aurora__cap_4","uri":"capability://marketing.go.to.market.strategy.recommendation","name":"go-to-market-strategy-recommendation","description":"Generates actionable go-to-market recommendations including channel strategy, messaging angles, and positioning tactics. Provides specific strategic guidance based on market analysis and competitive landscape.","intents":["How should I launch and position my product in the market?","What channels should I use to reach my target customers?","What messaging will resonate with my audience?"],"best_for":["startup founders","marketing leaders","product managers","business development teams"],"limitations":["Recommendations are generic frameworks, not customized to unique brand assets","Cannot account for internal capabilities or resource constraints","May not work for entirely new product categories"],"requires":["Product description","Target market definition","Competitive positioning"],"input_types":["text query","product details","market context"],"output_types":["GTM strategy document","channel recommendations","messaging frameworks"],"categories":["marketing","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aurora__cap_5","uri":"capability://research.pricing.strategy.analysis","name":"pricing-strategy-analysis","description":"Analyzes competitor pricing models, market pricing norms, and value-based pricing recommendations. Provides data-driven guidance on optimal pricing strategy for a given market.","intents":["What should I price my product at?","How do competitors price similar products?","What pricing model makes sense for my market?"],"best_for":["founders","product managers","business leaders","pricing strategists"],"limitations":["Cannot account for internal cost structure or margin requirements","Pricing recommendations based on market data, not willingness-to-pay research","May not apply to novel pricing models"],"requires":["Product category","Target customer segment","Competitive set"],"input_types":["text query","product description","market category"],"output_types":["pricing recommendations","competitor pricing comparison","pricing model suggestions"],"categories":["research","marketing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aurora__cap_6","uri":"capability://research.market.entry.risk.assessment","name":"market-entry-risk-assessment","description":"Identifies potential barriers to entry, regulatory considerations, and market risks for a given product or market. Highlights challenges and mitigation strategies for market entry.","intents":["What risks should I be aware of before entering this market?","What barriers to entry exist in this space?","What regulatory or compliance issues might I face?"],"best_for":["founders evaluating new markets","business development teams","risk management teams"],"limitations":["Cannot predict unforeseen market disruptions","Regulatory analysis limited to publicly available information","May miss industry-specific risks"],"requires":["Market category","Product type","Geographic market"],"input_types":["text query","market description","product category"],"output_types":["risk assessment report","barrier analysis","mitigation recommendations"],"categories":["research","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aurora__cap_7","uri":"capability://research.industry.benchmark.comparison","name":"industry-benchmark-comparison","description":"Compares key metrics, performance indicators, and operational benchmarks against industry standards. Provides context on how a company or product stacks up against market norms.","intents":["How do my metrics compare to industry standards?","What are typical conversion rates, pricing, or growth rates in my industry?","Am I performing above or below market average?"],"best_for":["business leaders","product managers","investors","operations teams"],"limitations":["Benchmarks based on aggregated public data","May not reflect your specific business model or customer base","Industry definitions can be broad"],"requires":["Industry category","Specific metrics to benchmark"],"input_types":["text query","industry category","metric specifications"],"output_types":["benchmark comparison report","performance metrics","industry averages"],"categories":["research","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aurora__cap_8","uri":"capability://research.product.feature.gap.analysis","name":"product-feature-gap-analysis","description":"Identifies missing features, capability gaps, and feature parity issues compared to competitors. Highlights which features are table-stakes versus differentiators in the market.","intents":["What features am I missing that competitors have?","Which features are must-haves versus nice-to-haves in my market?","Where can I differentiate through product capabilities?"],"best_for":["product managers","engineering leaders","founders","product strategists"],"limitations":["Analysis based on publicly documented features only","Cannot assess feature quality or user experience","May miss undocumented or hidden features"],"requires":["Product category","Competitor list","Feature definitions"],"input_types":["text query","product description","competitor information"],"output_types":["feature gap analysis","feature priority matrix","differentiation recommendations"],"categories":["research","marketing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_aurora__cap_9","uri":"capability://productivity.instant.report.generation","name":"instant-report-generation","description":"Generates comprehensive, formatted market research reports in minutes rather than weeks. Produces professional reports with metrics, data, recommendations, and strategic insights ready for stakeholder consumption.","intents":["I need a market research report quickly for a board meeting or investor pitch","I want to document my market analysis in a professional format","I need to share market insights with my team in an organized way"],"best_for":["founders","marketing leaders","business development teams","investors"],"limitations":["Reports are AI-generated and may contain inaccuracies","Cannot replace deep expert analysis for complex markets","Limited to secondary research sources"],"requires":["Clear research question or market definition","Time for report generation (minutes)"],"input_types":["text query","market parameters","research objectives"],"output_types":["formatted report","PDF document","presentation-ready insights"],"categories":["productivity","research"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":47,"verified":false,"data_access_risk":"low","permissions":["Clear definition of target market and competitor set","Specific product category or industry","Specific industry or market category","Time horizon for trend analysis","Clear product definition","Target customer segment definition","Product category definition","Target market specification","Product description","Target market definition"],"failure_modes":["May miss emerging competitors or niche players","Relies on publicly available information","Cannot access proprietary competitor data","May reflect training data biases and miss micro-trends","Cannot detect real-time emerging trends faster than they appear in public data","Limited to established market categories","Estimates based on secondary research only","May overestimate or underestimate niche markets","Cannot validate product-market fit","Based on secondary research, not primary customer interviews","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.43333333333333335,"quality":0.86,"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":"2026-05-24T12:16:29.133Z","last_scraped_at":"2026-04-05T13:23:42.537Z","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=aurora","compare_url":"https://unfragile.ai/compare?artifact=aurora"}},"signature":"0Y8l+Y9zQhDufqYwJ57o5WZqtMjcChtVgIYXoDiaMZ8n8Yfkf5ZqMdKhz4rCBwQl1zFHiaHWu6Nj21VGPP/oCg==","signedAt":"2026-06-20T18:25:32.269Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/aurora","artifact":"https://unfragile.ai/aurora","verify":"https://unfragile.ai/api/v1/verify?slug=aurora","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"}}