{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_siml-ai","slug":"siml-ai","name":"Siml.ai","type":"product","url":"https://www.siml.ai","page_url":"https://unfragile.ai/siml-ai","categories":["research-search"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_siml-ai__cap_0","uri":"capability://simulation.ai.accelerated.fluid.dynamics.simulation","name":"ai-accelerated fluid dynamics simulation","description":"Runs computational fluid dynamics (CFD) simulations using AI models to predict fluid flow behavior around geometries in real-time. Replaces traditional iterative numerical solvers with neural network-based predictions trained on physics principles.","intents":["I want to quickly test how air flows around my product design without waiting days for CFD results","I need to explore multiple design variations to find the most aerodynamic shape","I want to understand fluid behavior in my system without expensive simulation software"],"best_for":["academic researchers","small design teams","product designers","engineers in early-stage concept validation"],"limitations":["accuracy not validated against industry standards for edge cases","may struggle with highly non-linear or turbulent scenarios","resolution/complexity likely capped on freemium tier"],"requires":["3D geometry or CAD model input","web browser","basic understanding of fluid dynamics parameters"],"input_types":["3D geometry files","boundary condition parameters","material properties"],"output_types":["velocity field visualizations","pressure distributions","streamline animations"],"categories":["simulation","engineering","research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_siml-ai__cap_1","uri":"capability://simulation.ai.accelerated.structural.analysis.simulation","name":"ai-accelerated structural analysis simulation","description":"Performs finite element analysis (FEA) using AI models to predict stress, strain, and deformation under applied loads. Delivers structural analysis results in minutes instead of hours by replacing traditional mesh-based solvers.","intents":["I want to check if my design will break under load before manufacturing","I need to quickly iterate on structural designs to find the optimal material thickness","I want to validate structural integrity without expensive FEA software licenses"],"best_for":["mechanical engineers","product designers","academic researchers","small manufacturing teams"],"limitations":["may not handle complex multi-physics scenarios accurately","validation against ground truth unclear for non-linear materials","freemium tier likely limits geometry complexity"],"requires":["3D CAD model","material properties","load and boundary conditions"],"input_types":["3D geometry files","material specifications","force/pressure parameters","constraint definitions"],"output_types":["stress distribution heatmaps","deformation visualizations","safety factor calculations"],"categories":["simulation","engineering","research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_siml-ai__cap_2","uri":"capability://visualization.real.time.physics.simulation.visualization","name":"real-time physics simulation visualization","description":"Renders interactive 3D visualizations of simulation results with live updates as parameters change. Provides immediate visual feedback on how design modifications affect physical behavior without re-running full simulations.","intents":["I want to see instantly how changing a dimension affects the flow pattern","I need to visualize stress hotspots in real-time while adjusting my design","I want to present simulation results to stakeholders with interactive 3D models"],"best_for":["design teams","engineers","researchers","technical presenters"],"limitations":["visualization quality may degrade with very high-resolution simulations","real-time updates dependent on AI model inference speed"],"requires":["web browser with WebGL support","completed simulation results"],"input_types":["simulation output data","visualization parameters","camera/view settings"],"output_types":["interactive 3D visualizations","animated streamlines","color-mapped heatmaps","vector field displays"],"categories":["visualization","engineering","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_siml-ai__cap_3","uri":"capability://infrastructure.web.based.simulation.without.installation","name":"web-based simulation without installation","description":"Eliminates the need to install specialized simulation software by providing a fully cloud-based physics simulation environment accessible through any web browser. Removes hardware constraints and compatibility issues.","intents":["I want to run simulations on my laptop without needing expensive workstation hardware","I need to collaborate with team members who use different operating systems","I want to avoid the complexity of installing and licensing traditional simulation tools"],"best_for":["distributed teams","resource-constrained researchers","engineers without IT support","students"],"limitations":["dependent on internet connectivity","performance limited by browser capabilities","data privacy concerns with cloud-based processing"],"requires":["internet connection","modern web browser","user account"],"input_types":["CAD files uploaded via browser","simulation parameters entered in web UI"],"output_types":["web-based results dashboard","downloadable simulation files"],"categories":["infrastructure","productivity","accessibility"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_siml-ai__cap_4","uri":"capability://engineering.rapid.iterative.design.exploration","name":"rapid iterative design exploration","description":"Enables fast hypothesis-testing cycles by reducing simulation turnaround time from days to hours, allowing engineers to quickly test multiple design variations and converge on optimal solutions.","intents":["I want to test 10 different design variations in a single day","I need to rapidly explore the design space to find the best solution","I want to validate design concepts before committing to detailed engineering"],"best_for":["product designers","concept engineers","researchers in early-stage development","design optimization teams"],"limitations":["not suitable for final production validation requiring absolute accuracy","freemium tier may limit number of simulations per day"],"requires":["multiple CAD variants or parametric design capability","clear design objectives"],"input_types":["multiple geometry variations","parameter ranges to explore"],"output_types":["comparative performance metrics","design ranking/optimization results"],"categories":["engineering","productivity","research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_siml-ai__cap_5","uri":"capability://accessibility.cost.efficient.simulation.access","name":"cost-efficient simulation access","description":"Provides physics simulation capabilities at a fraction of the cost of traditional enterprise tools like ANSYS or COMSOL through a freemium pricing model, democratizing access to advanced engineering analysis.","intents":["I want to run simulations without paying thousands for software licenses","I need simulation tools that fit my small team's budget","I want to learn simulation without expensive upfront investment"],"best_for":["startups","academic institutions","small engineering firms","students","individual researchers"],"limitations":["freemium tier likely has resolution/complexity caps","premium features may still be expensive for very small teams","unclear pricing structure for production use"],"requires":["willingness to work within freemium limitations or budget for premium tier"],"input_types":["CAD models","simulation parameters"],"output_types":["simulation results","analysis reports"],"categories":["accessibility","productivity","research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_siml-ai__cap_6","uri":"capability://engineering.multi.physics.scenario.setup","name":"multi-physics scenario setup","description":"Allows users to define complex simulation scenarios with multiple physics parameters, boundary conditions, and material properties through an intuitive interface. Supports configuration of loads, constraints, and environmental conditions.","intents":["I want to set up a simulation with multiple forces and constraints","I need to define material properties and environmental conditions for my analysis","I want to configure realistic boundary conditions for my design scenario"],"best_for":["engineers","researchers","technical users"],"limitations":["may not support all complex multi-physics interactions","UI complexity may be steep for beginners"],"requires":["understanding of physics parameters","CAD model"],"input_types":["material databases","parameter input forms","constraint definitions"],"output_types":["configured simulation ready for execution"],"categories":["engineering","research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_siml-ai__cap_7","uri":"capability://productivity.simulation.result.export.and.sharing","name":"simulation result export and sharing","description":"Enables users to download, export, and share simulation results in various formats for further analysis, reporting, or collaboration with team members and stakeholders.","intents":["I want to export my simulation results for use in reports and presentations","I need to share simulation data with colleagues for review","I want to analyze results in other software tools"],"best_for":["engineers","researchers","technical teams","project managers"],"limitations":["export format options may be limited on freemium tier","large result files may have download restrictions"],"requires":["completed simulation","appropriate file format support"],"input_types":["simulation results from platform"],"output_types":["CSV/Excel data","image files","3D model files","PDF reports"],"categories":["productivity","collaboration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"high","permissions":["3D geometry or CAD model input","web browser","basic understanding of fluid dynamics parameters","3D CAD model","material properties","load and boundary conditions","web browser with WebGL support","completed simulation results","internet connection","modern web browser"],"failure_modes":["accuracy not validated against industry standards for edge cases","may struggle with highly non-linear or turbulent scenarios","resolution/complexity likely capped on freemium tier","may not handle complex multi-physics scenarios accurately","validation against ground truth unclear for non-linear materials","freemium tier likely limits geometry complexity","visualization quality may degrade with very high-resolution simulations","real-time updates dependent on AI model inference speed","dependent on internet connectivity","performance limited by browser capabilities","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.77,"ecosystem":0.15000000000000002,"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":"2026-05-24T12:16:33.096Z","last_scraped_at":"2026-04-05T13:23:42.542Z","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=siml-ai","compare_url":"https://unfragile.ai/compare?artifact=siml-ai"}},"signature":"HiGTIhgTgxUeRaCYMmcQzveljg78F18IbDeOJs4XnvgJ8LcAiEdXCbxU6ED++7PCRpOOjQMZpYXBz0/R72xuDQ==","signedAt":"2026-06-20T04:52:34.941Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/siml-ai","artifact":"https://unfragile.ai/siml-ai","verify":"https://unfragile.ai/api/v1/verify?slug=siml-ai","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"}}