{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_rows-ai","slug":"rows-ai","name":"Rows AI","type":"product","url":"https://rows.com","page_url":"https://unfragile.ai/rows-ai","categories":["data-analysis"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_rows-ai__cap_0","uri":"capability://data.analysis.natural.language.data.querying","name":"natural-language-data-querying","description":"Convert plain English questions into spreadsheet queries without requiring SQL or formula knowledge. Users ask questions about their data in natural language and receive instant answers with relevant calculations and filtering applied.","intents":["I want to ask questions about my data without learning SQL","I need quick answers from my spreadsheet without writing formulas","I want to explore data patterns by asking conversational questions"],"best_for":["non-technical business users","product managers","small business owners"],"limitations":["may oversimplify complex data relationships","limited to spreadsheet-scale datasets","less precise than hand-written SQL queries"],"requires":["structured data in spreadsheet format","clear column headers"],"input_types":["natural language text","spreadsheet data"],"output_types":["calculated results","filtered data views","summary statistics"],"categories":["data-analysis","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_rows-ai__cap_1","uri":"capability://data.analysis.ai.powered.data.explanation","name":"ai-powered-data-explanation","description":"Automatically generate human-readable explanations for data patterns, trends, and anomalies detected in spreadsheets. The AI identifies what the numbers mean and communicates insights in plain language.","intents":["I want to understand what my data is telling me","I need someone to explain the trends I'm seeing in my spreadsheet","I want to quickly grasp the story behind my numbers"],"best_for":["non-analysts","executives seeking quick insights","stakeholders without data literacy"],"limitations":["explanations may be oversimplified","can create false confidence in non-experts","may miss nuanced or complex relationships"],"requires":["quantitative data in spreadsheet","sufficient data volume for pattern detection"],"input_types":["spreadsheet data","numerical columns"],"output_types":["natural language explanations","insight summaries"],"categories":["data-analysis","writing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_rows-ai__cap_10","uri":"capability://productivity.ai.assisted.data.entry.validation","name":"ai-assisted-data-entry-validation","description":"Validate and suggest corrections for data entry errors in real-time as users input information. The AI checks for consistency, format compliance, and logical errors.","intents":["I want to catch data entry mistakes as I type","I need to ensure data consistency across my spreadsheet","I want suggestions for correcting malformed entries"],"best_for":["data entry teams","quality-focused workflows","large datasets"],"limitations":["requires predefined validation rules","may not catch domain-specific errors","can slow down rapid data entry"],"requires":["defined data schema","validation rules"],"input_types":["user input","spreadsheet cells"],"output_types":["validation alerts","correction suggestions","error flags"],"categories":["productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_rows-ai__cap_11","uri":"capability://data.analysis.comparative.analysis.and.benchmarking","name":"comparative-analysis-and-benchmarking","description":"Compare datasets across time periods, segments, or categories to identify performance differences and trends. The AI highlights what changed and why it matters.","intents":["I want to compare this month's performance to last month","I need to benchmark my metrics against industry standards","I want to see how different segments are performing relative to each other"],"best_for":["business analysts","performance managers","comparative reporting"],"limitations":["limited to spreadsheet-scale comparisons","requires comparable data structures","may oversimplify complex comparisons"],"requires":["multiple comparable datasets","common metrics","time-series or categorical data"],"input_types":["multiple data columns or sheets","time-period data"],"output_types":["comparison tables","variance analysis","trend insights"],"categories":["data-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_rows-ai__cap_2","uri":"capability://productivity.formula.generation.from.description","name":"formula-generation-from-description","description":"Generate spreadsheet formulas by describing what calculation you need in plain English. The AI translates natural language requirements into working formulas without users needing to know syntax.","intents":["I need a formula but don't know the syntax","I want to describe a calculation and have it built automatically","I need complex formulas without learning spreadsheet functions"],"best_for":["spreadsheet users with limited formula knowledge","business users","non-technical analysts"],"limitations":["may struggle with highly complex multi-step calculations","requires clear description of intent","limited to spreadsheet function capabilities"],"requires":["clear description of desired calculation","properly structured data"],"input_types":["natural language description","spreadsheet context"],"output_types":["spreadsheet formulas","calculated columns"],"categories":["productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_rows-ai__cap_3","uri":"capability://data.analysis.data.visualization.recommendation","name":"data-visualization-recommendation","description":"Suggest and generate appropriate chart types based on data structure and analysis goals. The AI recommends visualizations that best represent the data patterns and creates them automatically.","intents":["I want to visualize my data but don't know which chart type to use","I need the AI to recommend the best way to show my data","I want to create charts without manually configuring them"],"best_for":["non-designers","business users","quick presentation needs"],"limitations":["limited customization compared to dedicated visualization tools","may not suit highly specialized visualization needs"],"requires":["structured numerical or categorical data","clear data relationships"],"input_types":["spreadsheet data","column selections"],"output_types":["charts","visualizations","embedded graphs"],"categories":["data-analysis","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_rows-ai__cap_4","uri":"capability://data.analysis.data.cleaning.and.standardization","name":"data-cleaning-and-standardization","description":"Automatically detect and fix common data quality issues like inconsistent formatting, missing values, and duplicate entries. The AI standardizes data to improve analysis reliability.","intents":["I have messy data and need to clean it quickly","I want to standardize inconsistent data formats","I need to identify and remove duplicates automatically"],"best_for":["data-heavy workflows","small business users","non-technical data handlers"],"limitations":["may not handle domain-specific data quality rules","requires human validation for critical datasets","limited to common data issues"],"requires":["spreadsheet data with quality issues","sufficient data volume"],"input_types":["raw spreadsheet data","unstructured columns"],"output_types":["cleaned data","standardized columns","quality reports"],"categories":["data-analysis","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_rows-ai__cap_5","uri":"capability://data.analysis.predictive.analytics.and.forecasting","name":"predictive-analytics-and-forecasting","description":"Generate forecasts and predictions based on historical spreadsheet data using machine learning models. The AI identifies trends and projects future values without requiring statistical expertise.","intents":["I want to forecast future sales based on historical data","I need to predict trends without learning statistics","I want to project next quarter's numbers from past performance"],"best_for":["small business owners","product managers","quick forecasting needs"],"limitations":["less sophisticated than dedicated forecasting tools","accuracy depends on data quality and historical patterns","limited to spreadsheet-scale datasets"],"requires":["historical time-series data","sufficient historical records","consistent data patterns"],"input_types":["time-series spreadsheet data","numerical columns"],"output_types":["forecast values","trend projections","confidence intervals"],"categories":["data-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_rows-ai__cap_6","uri":"capability://productivity.collaborative.ai.chat.in.spreadsheet","name":"collaborative-ai-chat-in-spreadsheet","description":"Engage in multi-turn conversations about spreadsheet data directly within the grid interface. Users can ask follow-up questions, request clarifications, and refine analyses through natural dialogue.","intents":["I want to have a conversation about my data without switching tools","I need to ask follow-up questions about my analysis","I want to explore data interactively through dialogue"],"best_for":["exploratory analysis users","non-technical analysts","collaborative teams"],"limitations":["conversation context limited to spreadsheet scope","may lose context across very long conversations"],"requires":["spreadsheet data","active Rows workspace"],"input_types":["natural language messages","spreadsheet context"],"output_types":["conversational responses","data insights","formula suggestions"],"categories":["productivity","chatbot"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_rows-ai__cap_7","uri":"capability://productivity.automated.report.generation","name":"automated-report-generation","description":"Create formatted reports and summaries from spreadsheet data with minimal manual effort. The AI structures data, adds explanations, and generates presentation-ready documents.","intents":["I need to create a report from my spreadsheet data quickly","I want to generate executive summaries automatically","I need to share insights in a polished format without manual formatting"],"best_for":["busy professionals","small business owners","quick reporting needs"],"limitations":["limited customization compared to dedicated reporting tools","may require post-generation editing for specific branding"],"requires":["structured spreadsheet data","clear data relationships"],"input_types":["spreadsheet data","report parameters"],"output_types":["formatted reports","PDF documents","presentation summaries"],"categories":["productivity","writing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_rows-ai__cap_8","uri":"capability://data.analysis.data.anomaly.detection","name":"data-anomaly-detection","description":"Automatically identify unusual patterns, outliers, and anomalies in spreadsheet data that may warrant investigation. The AI flags unexpected values and explains why they stand out.","intents":["I want to find unusual values in my data automatically","I need to identify potential errors or fraud in my spreadsheet","I want to spot unexpected patterns without manual review"],"best_for":["quality assurance teams","financial analysts","data monitors"],"limitations":["may flag false positives","requires domain knowledge to validate findings","limited to statistical anomalies"],"requires":["sufficient historical data for baseline","numerical or categorical data"],"input_types":["spreadsheet data","time-series or comparative data"],"output_types":["anomaly flags","outlier lists","explanations"],"categories":["data-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_rows-ai__cap_9","uri":"capability://data.analysis.cross.sheet.data.synthesis","name":"cross-sheet-data-synthesis","description":"Combine and analyze data from multiple spreadsheet tabs or sources within Rows to create unified insights. The AI helps merge, correlate, and synthesize information across different datasets.","intents":["I have data in multiple sheets and need to analyze it together","I want to find correlations across different data sources","I need to merge and consolidate data from multiple tabs"],"best_for":["complex data workflows","multi-source analysis","business intelligence users"],"limitations":["limited to Rows-accessible data sources","may struggle with very large cross-sheet joins","requires clear data relationships"],"requires":["multiple spreadsheet sources","common keys or identifiers","structured data"],"input_types":["multiple spreadsheet tabs","related datasets"],"output_types":["merged datasets","correlation analyses","unified views"],"categories":["data-analysis","productivity"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":45,"verified":false,"data_access_risk":"low","permissions":["structured data in spreadsheet format","clear column headers","quantitative data in spreadsheet","sufficient data volume for pattern detection","defined data schema","validation rules","multiple comparable datasets","common metrics","time-series or categorical data","clear description of desired calculation"],"failure_modes":["may oversimplify complex data relationships","limited to spreadsheet-scale datasets","less precise than hand-written SQL queries","explanations may be oversimplified","can create false confidence in non-experts","may miss nuanced or complex relationships","requires predefined validation rules","may not catch domain-specific errors","can slow down rapid data entry","limited to spreadsheet-scale comparisons","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.82,"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":"2026-05-24T12:16:33.095Z","last_scraped_at":"2026-04-05T13:23:42.543Z","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=rows-ai","compare_url":"https://unfragile.ai/compare?artifact=rows-ai"}},"signature":"aveqNhwgg5pzhKJFiDzwn0H8cvKWqKf6Se1cWbLYP3LfDPWp3cfvOUmgP8bfHYk6pFeUZSUdRh+immhZmZKrCg==","signedAt":"2026-06-21T16:54:42.549Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/rows-ai","artifact":"https://unfragile.ai/rows-ai","verify":"https://unfragile.ai/api/v1/verify?slug=rows-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"}}