{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_ai-spend","slug":"ai-spend","name":"AI Spend","type":"product","url":"https://aispend.io","page_url":"https://unfragile.ai/ai-spend","categories":["data-analysis"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_ai-spend__cap_0","uri":"capability://finance.real.time.api.cost.tracking","name":"real-time api cost tracking","description":"Monitors OpenAI API usage and costs in real-time, providing up-to-date expense data as requests are made. Displays costs broken down by API calls, models, and time periods to give developers immediate visibility into spending.","intents":["I want to see how much I'm spending on OpenAI API right now","I need to track my API costs as they happen, not wait for monthly bills","I want to know the exact cost of each API call I'm making"],"best_for":["solo developers","small teams","startups using OpenAI"],"limitations":["only tracks OpenAI API","requires active API usage to show data"],"requires":["OpenAI API account","OAuth connection to AI Spend"],"input_types":["OpenAI API credentials"],"output_types":["cost metrics","usage dashboards","time-series data"],"categories":["finance","monitoring"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-spend__cap_1","uri":"capability://finance.per.model.expense.breakdown","name":"per-model expense breakdown","description":"Segments API costs by specific OpenAI models (GPT-4, GPT-3.5-turbo, etc.), showing which models are consuming the most budget. Enables developers to understand the cost impact of choosing expensive models over cheaper alternatives.","intents":["I want to see which models are costing me the most money","I need to understand if switching from GPT-4 to GPT-3.5 would save money","I want to compare costs across different model deployments"],"best_for":["developers optimizing model selection","teams evaluating model economics"],"limitations":["limited to OpenAI models only","doesn't compare with other providers"],"requires":["multiple OpenAI models in use","OAuth connection"],"input_types":["OpenAI API usage data"],"output_types":["cost breakdowns by model","comparative cost reports"],"categories":["finance","analytics"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-spend__cap_2","uri":"capability://finance.cost.alert.configuration","name":"cost alert configuration","description":"Allows users to set spending thresholds and receive notifications when costs exceed predefined limits. Prevents unexpected bills by alerting developers before they overspend on expensive models or high-volume API usage.","intents":["I want to be notified if my API spending goes above a certain amount","I need to prevent surprise bills from runaway API usage","I want to set budget limits and get alerts when I'm approaching them"],"best_for":["budget-conscious developers","teams with spending caps","cost-sensitive startups"],"limitations":["alerts are reactive, not preventative","requires manual threshold configuration"],"requires":["notification method configured","spending threshold set"],"input_types":["budget amount","alert threshold"],"output_types":["alert notifications","cost warnings"],"categories":["finance","alerts"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-spend__cap_3","uri":"capability://analytics.usage.pattern.analytics","name":"usage pattern analytics","description":"Analyzes historical API usage data to identify trends, peak usage times, and cost patterns. Provides insights into how API consumption varies over time and across different models to help identify optimization opportunities.","intents":["I want to understand my API usage patterns to find cost savings","I need to see when I'm using the most expensive models","I want to identify which features or endpoints are driving the highest costs"],"best_for":["teams optimizing API spend","developers analyzing usage trends","product managers evaluating feature costs"],"limitations":["requires historical data to be meaningful","limited to OpenAI usage only"],"requires":["sufficient API usage history","OAuth connection"],"input_types":["historical API usage data"],"output_types":["usage reports","trend analysis","optimization recommendations"],"categories":["analytics","finance"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-spend__cap_4","uri":"capability://security.oauth.based.api.credential.management","name":"oauth-based api credential management","description":"Securely connects to OpenAI accounts using OAuth authentication, eliminating the need to manually input or store API keys. Reduces security risks by leveraging OpenAI's native authentication instead of requiring users to share credentials.","intents":["I want to connect my OpenAI account securely without sharing API keys","I need to revoke access to AI Spend without regenerating all my API keys","I want to use OAuth instead of managing API keys manually"],"best_for":["security-conscious developers","teams with credential management policies"],"limitations":["only works with OpenAI accounts","requires OpenAI OAuth support"],"requires":["OpenAI account","OAuth provider integration"],"input_types":["OpenAI OAuth credentials"],"output_types":["authenticated session","API access token"],"categories":["security","authentication"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-spend__cap_5","uri":"capability://finance.cost.comparison.against.openai.dashboard","name":"cost comparison against openai dashboard","description":"Provides more granular and accessible cost visibility than OpenAI's native dashboard, making it easier to understand spending patterns. Presents cost data in a more user-friendly format optimized for cost analysis rather than general account management.","intents":["I find OpenAI's dashboard confusing and want clearer cost visibility","I need better cost breakdowns than what OpenAI provides natively","I want a simpler interface focused just on costs, not account management"],"best_for":["developers frustrated with OpenAI's native dashboard","teams needing better cost UX"],"limitations":["depends on OpenAI's API data accuracy","doesn't add data OpenAI doesn't provide"],"requires":["OpenAI account","OAuth connection"],"input_types":["OpenAI API usage data"],"output_types":["cost dashboards","simplified cost reports"],"categories":["finance","analytics"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"high","permissions":["OpenAI API account","OAuth connection to AI Spend","multiple OpenAI models in use","OAuth connection","notification method configured","spending threshold set","sufficient API usage history","OpenAI account","OAuth provider integration"],"failure_modes":["only tracks OpenAI API","requires active API usage to show data","limited to OpenAI models only","doesn't compare with other providers","alerts are reactive, not preventative","requires manual threshold configuration","requires historical data to be meaningful","limited to OpenAI usage only","only works with OpenAI accounts","requires OpenAI OAuth support","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":"2026-05-24T12:16:29.132Z","last_scraped_at":"2026-04-05T13:23:42.550Z","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=ai-spend","compare_url":"https://unfragile.ai/compare?artifact=ai-spend"}},"signature":"Kplh1Q8PkPtGozzhvH4jMNwA0Y2p7MLB5Kj3TPRdYjU2TlrzANT6Z0QCPlYasVQgK0kGQY+QO+XPBCe6+HGXDA==","signedAt":"2026-06-20T18:48:20.722Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/ai-spend","artifact":"https://unfragile.ai/ai-spend","verify":"https://unfragile.ai/api/v1/verify?slug=ai-spend","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"}}