{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_open-house-ai","slug":"open-house-ai","name":"Open House.ai","type":"product","url":"https://www.openhouse.ai","page_url":"https://unfragile.ai/open-house-ai","categories":["automation"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_open-house-ai__cap_0","uri":"capability://productivity.project.timeline.prediction","name":"project-timeline-prediction","description":"Analyzes historical project data and current conditions to forecast construction completion dates and identify potential delays before they occur. Uses machine learning models trained on homebuilding workflows to predict timeline risks with greater accuracy than manual estimation.","intents":["I need to know when this project will realistically finish","I want to identify which projects are at risk of delays early","I need to set accurate delivery dates for clients","I want to prevent schedule overruns before they happen"],"best_for":["Regional homebuilders with 50+ annual projects","National homebuilding companies","Project managers responsible for multiple concurrent builds"],"limitations":["Requires substantial historical project data to train models effectively","Accuracy depends on data quality and completeness","May not account for unprecedented external factors or market disruptions","Less effective for builders with fewer than 20 historical projects"],"requires":["Historical project completion data","Current project status and progress metrics","Integration with construction management system"],"input_types":["project metadata","historical timelines","current progress data","resource allocation data"],"output_types":["predicted completion date","delay risk score","timeline variance forecast"],"categories":["productivity","predictive-analytics"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_open-house-ai__cap_1","uri":"capability://productivity.resource.allocation.optimization","name":"resource-allocation-optimization","description":"Automatically recommends optimal allocation of labor, equipment, and crews across multiple projects based on predicted timelines and resource availability. Reduces manual scheduling work and minimizes idle time or resource conflicts.","intents":["I need to assign crews to projects efficiently","I want to reduce labor idle time and equipment downtime","I need to balance resources across multiple concurrent projects","I want to automate crew scheduling to save time"],"best_for":["Large regional homebuilders managing 50+ projects annually","National homebuilding companies with complex resource networks","Operations managers overseeing multiple project sites"],"limitations":["Recommendations depend on accurate resource inventory data","May not account for crew skill specialization or preferences","Requires integration with payroll and equipment tracking systems","Less effective without real-time resource availability data"],"requires":["Current resource inventory and availability","Project timeline forecasts","Crew skill and certification data","Equipment location and status tracking"],"input_types":["project schedules","available labor pool","equipment inventory","resource constraints"],"output_types":["crew assignment recommendations","equipment allocation schedule","resource utilization forecast"],"categories":["productivity","operations"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_open-house-ai__cap_2","uri":"capability://productivity.material.demand.forecasting","name":"material-demand-forecasting","description":"Predicts material requirements and optimal ordering timelines for upcoming construction phases based on project schedules and historical consumption patterns. Helps prevent material shortages and reduces excess inventory costs.","intents":["I need to know what materials to order and when","I want to avoid material shortages that delay construction","I need to reduce excess inventory and storage costs","I want to optimize supplier ordering schedules"],"best_for":["Regional homebuilders with established supply chains","National homebuilding companies with multiple suppliers","Procurement managers handling bulk material orders"],"limitations":["Accuracy depends on historical material consumption data","Cannot predict supplier delays or market disruptions","Requires detailed bill of materials for each project type","Less effective for custom or non-standard builds"],"requires":["Historical material consumption data","Project specifications and timelines","Supplier lead time information","Current inventory levels"],"input_types":["project schedules","bill of materials","historical consumption patterns","supplier data"],"output_types":["material demand forecast","recommended order quantities","optimal ordering dates","inventory level predictions"],"categories":["productivity","supply-chain"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_open-house-ai__cap_3","uri":"capability://productivity.cost.overrun.prediction","name":"cost-overrun-prediction","description":"Analyzes project data to identify cost overrun risks and predict final project costs based on current spending patterns and scope. Alerts project managers to budget risks before they become critical.","intents":["I need to predict if this project will exceed budget","I want to identify cost risks early in the project","I need to explain budget variances to stakeholders","I want to adjust spending before costs spiral"],"best_for":["Finance and project managers at large homebuilders","Regional builders with 50+ annual projects","Companies focused on margin optimization"],"limitations":["Requires detailed cost tracking and historical data","Cannot account for unexpected scope changes","Accuracy depends on consistent accounting practices","May not capture one-time or unusual expenses"],"requires":["Historical project cost data","Current project spending and budget","Scope and change order information","Labor rate and material cost data"],"input_types":["project budgets","actual spending data","scope documents","change orders","labor and material costs"],"output_types":["cost overrun risk score","predicted final project cost","budget variance forecast","cost risk alerts"],"categories":["productivity","financial-analytics"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_open-house-ai__cap_4","uri":"capability://productivity.construction.phase.sequencing","name":"construction-phase-sequencing","description":"Recommends optimal sequencing of construction phases based on dependencies, resource availability, and predicted timelines. Helps identify critical path items and potential bottlenecks in the build sequence.","intents":["I need to determine the best order to execute construction phases","I want to identify which tasks are on the critical path","I need to find bottlenecks that could delay the entire project","I want to optimize the sequence to minimize total project duration"],"best_for":["Project managers at large homebuilders","Construction superintendents managing complex projects","Builders with standardized construction methodologies"],"limitations":["Requires detailed task dependency mapping","May not account for weather or seasonal constraints","Effectiveness depends on accurate phase duration estimates","Less useful for highly custom or unique builds"],"requires":["Project task breakdown and dependencies","Phase duration estimates","Resource availability data","Constraint information (weather, permits, etc.)"],"input_types":["project scope","task dependencies","duration estimates","resource constraints"],"output_types":["recommended phase sequence","critical path identification","bottleneck analysis","optimized timeline"],"categories":["productivity","operations"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_open-house-ai__cap_5","uri":"capability://productivity.platform.integration.connector","name":"platform-integration-connector","description":"Integrates with existing homebuilder CRM systems, project management tools, and accounting software to pull data and sync recommendations without requiring manual data entry or system replacement.","intents":["I want to use this tool without replacing my existing systems","I need to avoid manual data entry between systems","I want real-time data from my existing tools","I need to sync recommendations back to my project management system"],"best_for":["Homebuilders with established technology stacks","Companies wanting to add AI without operational disruption","Organizations with multiple integrated systems"],"limitations":["Integration quality depends on API availability of target systems","May require custom development for non-standard systems","Data mapping and transformation can be complex","Ongoing maintenance needed as connected systems update"],"requires":["API access to existing systems","Data mapping specifications","System authentication credentials","IT support for integration setup"],"input_types":["API connections","data schemas","authentication tokens"],"output_types":["synchronized data","integrated recommendations","unified dashboards"],"categories":["productivity","integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_open-house-ai__cap_6","uri":"capability://productivity.historical.project.analytics","name":"historical-project-analytics","description":"Analyzes completed projects to identify patterns, inefficiencies, and best practices. Provides insights into what factors most influence project success and where improvements can be made.","intents":["I want to understand what makes our projects succeed or fail","I need to identify our biggest sources of delays and cost overruns","I want to benchmark our performance against our own history","I need to find best practices from our successful projects"],"best_for":["Operations leaders at large homebuilders","Companies with 50+ completed projects in their database","Organizations focused on continuous improvement"],"limitations":["Requires substantial historical data to identify meaningful patterns","May not account for external market changes or economic shifts","Patterns may not be transferable to different project types","Less useful for builders with limited project history"],"requires":["Completed project data","Project outcomes and metrics","Historical timeline and cost data","Project characteristics and specifications"],"input_types":["completed project records","project metrics","outcome data","project specifications"],"output_types":["performance analytics","pattern identification","best practice recommendations","benchmark reports"],"categories":["productivity","analytics"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_open-house-ai__cap_7","uri":"capability://productivity.permit.and.inspection.timeline.tracking","name":"permit-and-inspection-timeline-tracking","description":"Monitors and predicts permit approval timelines and inspection scheduling based on historical data and current regulatory environments. Helps prevent delays caused by administrative processes.","intents":["I need to know when permits will be approved","I want to schedule inspections efficiently","I need to prevent permit delays from impacting construction","I want to track regulatory compliance requirements"],"best_for":["Project managers in heavily regulated markets","Regional builders operating in multiple jurisdictions","Companies with complex permit requirements"],"limitations":["Permit timelines vary significantly by jurisdiction","Cannot control government agency processing times","Requires historical permit data for accuracy","May not account for policy changes or new regulations"],"requires":["Historical permit approval data","Jurisdiction-specific requirements","Current permit applications","Inspection scheduling information"],"input_types":["permit applications","jurisdiction data","historical approval timelines","inspection requirements"],"output_types":["permit approval forecast","inspection schedule recommendations","compliance checklists","delay risk alerts"],"categories":["productivity","compliance"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":44,"verified":false,"data_access_risk":"low","permissions":["Historical project completion data","Current project status and progress metrics","Integration with construction management system","Current resource inventory and availability","Project timeline forecasts","Crew skill and certification data","Equipment location and status tracking","Historical material consumption data","Project specifications and timelines","Supplier lead time information"],"failure_modes":["Requires substantial historical project data to train models effectively","Accuracy depends on data quality and completeness","May not account for unprecedented external factors or market disruptions","Less effective for builders with fewer than 20 historical projects","Recommendations depend on accurate resource inventory data","May not account for crew skill specialization or preferences","Requires integration with payroll and equipment tracking systems","Less effective without real-time resource availability data","Accuracy depends on historical material consumption data","Cannot predict supplier delays or market disruptions","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.77,"ecosystem":0.2,"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":"2026-05-24T12:16:31.859Z","last_scraped_at":"2026-04-05T13:23:42.545Z","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=open-house-ai","compare_url":"https://unfragile.ai/compare?artifact=open-house-ai"}},"signature":"+K8uySpzNNAeCEztCwb4VWF6y8DvCT4JfMssEmd8AEeoQCxfqTe5xHz0H8ANWMIytSHpTSgP3woDJOMXMKAjDg==","signedAt":"2026-06-22T06:46:29.345Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/open-house-ai","artifact":"https://unfragile.ai/open-house-ai","verify":"https://unfragile.ai/api/v1/verify?slug=open-house-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"}}