{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_vibrato","slug":"vibrato","name":"Vibrato","type":"product","url":"https://landing.getvibrato.com","page_url":"https://unfragile.ai/vibrato","categories":["automation"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_vibrato__cap_0","uri":"capability://automation.workflow.ai.powered.inbound.call.automation.with.natural.language.understanding","name":"ai-powered inbound call automation with natural language understanding","description":"Vibrato intercepts incoming calls and uses speech-to-text conversion paired with large language models to understand caller intent, extract key information (names, phone numbers, meeting requests), and route or respond to calls without human intervention. The system likely maintains call state across multi-turn conversations, enabling it to handle complex queries like rescheduling or follow-up requests by parsing natural language and mapping to predefined actions.","intents":["Automatically answer and triage incoming calls to reduce manual screening burden","Extract structured information from unstructured voice conversations for CRM logging","Route calls intelligently based on caller intent without human operator involvement","Handle repetitive call patterns (appointment confirmations, status checks) without human presence"],"best_for":["Small teams and solopreneurs handling high call volume from customers or leads","Service businesses (salons, clinics, repair shops) needing 24/7 call answering","Sales teams automating initial qualification calls before human follow-up"],"limitations":["No documented accuracy metrics for speech recognition or intent classification in noisy environments","Unclear whether system handles accents, multiple languages, or complex multi-turn negotiations","No transparency on call recording compliance with TCPA, GDPR, or regional telecom regulations","Unknown latency for speech-to-text-to-response pipeline — may create noticeable delays in conversation flow","Likely cannot handle calls requiring emotional intelligence, complex problem-solving, or escalation judgment"],"requires":["Phone number or SIP trunk integration (specific providers unknown)","Active internet connection for real-time speech processing","Compliance setup for call recording and data retention in user's jurisdiction"],"input_types":["audio stream (incoming call)","caller phone number (metadata)"],"output_types":["structured call transcript","extracted entities (name, phone, intent)","routing decision (queue, transfer, callback)","call recording (if enabled)"],"categories":["automation-workflow","voice-ai"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_vibrato__cap_1","uri":"capability://automation.workflow.outbound.call.automation.with.task.driven.dialing","name":"outbound call automation with task-driven dialing","description":"Vibrato initiates outbound calls to a list of contacts (likely from CSV, API, or CRM integration) and executes predefined call scripts or dynamic conversations based on task parameters. The system manages call queuing, retry logic for failed connections, and tracks completion status per contact, enabling bulk outreach campaigns without manual dialing.","intents":["Execute bulk reminder calls (appointment confirmations, payment due notices) to contact lists","Automate follow-up outreach to leads or customers with consistent messaging","Conduct surveys or collect feedback via voice without hiring call center staff","Manage call retry logic and scheduling to optimize connection rates across time zones"],"best_for":["Small-to-medium businesses running appointment reminder campaigns","Sales teams conducting initial outreach to warm leads","Service providers needing cost-effective bulk notification delivery"],"limitations":["No documented support for dynamic conversation branching based on caller responses — likely uses fixed scripts","Unknown whether system respects Do-Not-Call registries or TCPA compliance automatically","No transparency on call quality, dropped call rates, or carrier rejection handling","Unclear if system can handle objection handling or complex sales conversations requiring real-time adaptation","Contact list size limits and concurrent call capacity unknown"],"requires":["Contact list in structured format (CSV, JSON, or API endpoint)","Phone numbers with valid country codes","Compliance documentation for outbound calling in user's jurisdiction"],"input_types":["contact list (CSV, JSON, or database query)","call script or task parameters (text template with variable placeholders)","scheduling metadata (time window, retry count, timezone)"],"output_types":["call completion status per contact (success, failed, no-answer, voicemail)","call recording and transcript","response data (if interactive, e.g., survey answers)","delivery report with metrics (connection rate, average call duration)"],"categories":["automation-workflow","voice-ai"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_vibrato__cap_2","uri":"capability://planning.reasoning.task.scheduling.and.reminder.management.with.natural.language.input","name":"task scheduling and reminder management with natural language input","description":"Vibrato accepts task descriptions in natural language (via chat, voice, or text input) and automatically schedules reminders or follow-up actions, likely using NLP to extract due dates, priorities, and assignees from unstructured input. The system then triggers notifications (calls, SMS, or in-app alerts) at scheduled times and tracks task completion status.","intents":["Create and schedule tasks from conversational input without manual calendar entry","Receive automated reminders via voice call at scheduled times","Delegate tasks to team members with automatic notification delivery","Track task completion and generate status reports for team visibility"],"best_for":["Solo entrepreneurs and small teams wanting lightweight task management without learning new tools","Teams preferring voice-first task creation over typing or clicking","Businesses needing reminder delivery via phone calls instead of email or Slack"],"limitations":["No documented integration with popular task management tools (Asana, Monday.com, Jira) — likely siloed data","Unclear whether system supports recurring tasks, subtasks, or task dependencies","No transparency on reminder delivery reliability or timezone handling across distributed teams","Unknown if system can sync with calendar applications (Google Calendar, Outlook) to avoid double-booking","Natural language date parsing accuracy unknown — may struggle with ambiguous or relative dates (e.g., 'next quarter')"],"requires":["Phone number or messaging app integration for reminder delivery","Active account with Vibrato platform","Optional: API key if integrating task creation from external systems"],"input_types":["natural language text (chat or voice transcription)","structured task metadata (due date, priority, assignee)"],"output_types":["task record (stored in Vibrato database)","reminder notification (voice call, SMS, or push alert)","task completion status","team activity log or status report"],"categories":["planning-reasoning","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_vibrato__cap_3","uri":"capability://data.processing.analysis.call.recording.transcription.and.searchable.conversation.archive","name":"call recording, transcription, and searchable conversation archive","description":"Vibrato automatically records all inbound and outbound calls, converts audio to text using speech-to-text technology, and stores transcripts in a searchable database. Users can retrieve past conversations by keyword, date, or caller identity, enabling compliance documentation, quality assurance, and customer context retrieval without manual note-taking.","intents":["Maintain compliance records of customer calls for regulatory audits or dispute resolution","Search past conversations to retrieve customer context before follow-up calls","Review call quality and agent performance through transcript analysis","Extract action items or commitments made during calls for accountability tracking"],"best_for":["Regulated industries (healthcare, finance, legal) requiring call documentation for compliance","Customer service teams needing quick access to conversation history","Sales teams reviewing past interactions to improve closing rates"],"limitations":["No documented encryption or security standards for stored recordings — unclear if HIPAA or SOC 2 compliant","Transcription accuracy unknown — likely 85-95% depending on audio quality and accents","No transparency on data retention policies or deletion procedures after compliance hold periods","Search functionality likely keyword-based — no documented semantic search or intent-based retrieval","Unknown whether transcripts are human-reviewed or AI-only, affecting accuracy for legal proceedings"],"requires":["Explicit consent from all call participants (varies by jurisdiction — some require two-party consent)","Secure storage infrastructure (likely cloud-based, but provider unknown)","Compliance framework setup (GDPR, CCPA, HIPAA if applicable)"],"input_types":["audio stream (call recording)","metadata (caller ID, timestamp, duration)"],"output_types":["text transcript (searchable)","call metadata (duration, participants, timestamp)","compliance report (if requested)","audio file (original recording)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_vibrato__cap_4","uri":"capability://tool.use.integration.crm.and.calendar.integration.for.context.aware.call.handling","name":"crm and calendar integration for context-aware call handling","description":"Vibrato connects to external CRM systems (likely Salesforce, HubSpot, or similar) and calendar applications to retrieve customer context, appointment history, and availability before routing or initiating calls. This enables the AI to reference past interactions, check scheduling conflicts, and provide personalized responses without requiring manual context switching.","intents":["Retrieve customer history and recent interactions before answering inbound calls","Check calendar availability before scheduling appointments via voice","Avoid double-booking by cross-referencing calendar systems during call automation","Personalize outbound call scripts with customer name, account status, or purchase history"],"best_for":["Sales and customer service teams using Salesforce, HubSpot, or other CRM platforms","Service businesses needing appointment scheduling with real-time availability checking","Teams wanting to reduce manual context-switching between tools"],"limitations":["Integration breadth unknown — no documented list of supported CRM or calendar platforms","Unclear whether integrations are native (API-based) or require third-party middleware (Zapier, Make)","No transparency on data sync frequency — may cause stale context if CRM updates aren't real-time","Unknown whether system can write back to CRM (e.g., log calls, update contact records) or only reads data","No documented handling of permission conflicts or data access restrictions across CRM systems"],"requires":["Active account with supported CRM platform (specific list unknown)","API credentials or OAuth token for CRM and calendar systems","Network connectivity for real-time data retrieval during calls"],"input_types":["CRM query (customer ID, phone number, or email)","calendar query (date range, availability check)","call metadata (caller ID, timestamp)"],"output_types":["customer context (name, account status, recent interactions)","availability data (free time slots, booked appointments)","enriched call routing decision (personalized response, preferred contact method)"],"categories":["tool-use-integration","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_vibrato__cap_5","uri":"capability://automation.workflow.team.collaboration.and.call.assignment.with.role.based.routing","name":"team collaboration and call assignment with role-based routing","description":"Vibrato enables teams to define roles, skills, or departments and automatically routes incoming calls to the most appropriate team member based on caller intent, availability, or expertise. The system tracks team member status (available, busy, offline) and queues calls when no one is available, with optional escalation to management or voicemail fallback.","intents":["Route incoming calls to the right team member based on their skills or department","Manage call queues and wait times when all team members are busy","Track team availability and prevent overloading individual team members","Escalate complex calls to supervisors or specialized team members automatically"],"best_for":["Small teams (5-50 people) needing call distribution without enterprise PBX systems","Customer service teams with specialized roles (billing, technical support, sales)","Distributed teams across time zones needing intelligent call routing"],"limitations":["No documented support for skill-based routing beyond simple department assignment","Unclear whether system tracks real-time availability or relies on manual status updates","No transparency on call queue management — unknown if system supports priority queuing or estimated wait time announcements","Unknown whether system can handle complex routing rules (e.g., 'route to person with lowest call count in last hour')","No documented integration with presence systems (Slack, Microsoft Teams) for automatic availability sync"],"requires":["Team member accounts with defined roles or skills","Phone numbers or SIP extensions for each team member","Optional: Slack, Teams, or other presence system for availability sync"],"input_types":["caller intent or department request (extracted from call or IVR selection)","team member availability status (manual or synced from presence system)","routing rules (skill-based, round-robin, or custom logic)"],"output_types":["routing decision (target team member or queue)","call transfer or queue assignment","team activity log (calls handled, wait times, escalations)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_vibrato__cap_6","uri":"capability://data.processing.analysis.analytics.and.reporting.on.call.volume.duration.and.team.performance","name":"analytics and reporting on call volume, duration, and team performance","description":"Vibrato aggregates call metadata (duration, outcome, team member, timestamp) and generates reports on key metrics like call volume trends, average handle time, team member productivity, and customer satisfaction indicators. Reports are likely available via dashboard or exportable formats, enabling managers to identify bottlenecks and optimize operations.","intents":["Monitor team call volume and identify peak times for staffing optimization","Track individual team member performance (calls handled, average duration, customer satisfaction)","Identify trends in call outcomes (successful appointments, unresolved issues) for process improvement","Generate compliance reports on call handling for regulatory audits"],"best_for":["Team managers and small business owners wanting visibility into call operations","Customer service directors optimizing staffing and processes","Compliance officers documenting call handling for audits"],"limitations":["No documented support for custom metrics or KPI definitions — likely limited to standard call center metrics","Unclear whether system supports real-time dashboards or only historical reporting","No transparency on data granularity — unknown if reports can be filtered by team member, department, or time period","Unknown whether system can correlate call outcomes with CRM data (e.g., 'calls that resulted in sales')","No documented export formats or BI tool integrations (Tableau, Power BI)"],"requires":["Active call history in Vibrato system (minimum data collection period unknown)","Manager or admin account with reporting permissions"],"input_types":["call metadata (duration, outcome, team member, timestamp)","optional: CRM data (customer, deal stage, revenue)"],"output_types":["dashboard visualizations (call volume, team performance, trends)","exportable reports (CSV, PDF, or spreadsheet format)","performance metrics (average handle time, calls per hour, customer satisfaction)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":25,"verified":false,"data_access_risk":"high","permissions":["Phone number or SIP trunk integration (specific providers unknown)","Active internet connection for real-time speech processing","Compliance setup for call recording and data retention in user's jurisdiction","Contact list in structured format (CSV, JSON, or API endpoint)","Phone numbers with valid country codes","Compliance documentation for outbound calling in user's jurisdiction","Phone number or messaging app integration for reminder delivery","Active account with Vibrato platform","Optional: API key if integrating task creation from external systems","Explicit consent from all call participants (varies by jurisdiction — some require two-party consent)"],"failure_modes":["No documented accuracy metrics for speech recognition or intent classification in noisy environments","Unclear whether system handles accents, multiple languages, or complex multi-turn negotiations","No transparency on call recording compliance with TCPA, GDPR, or regional telecom regulations","Unknown latency for speech-to-text-to-response pipeline — may create noticeable delays in conversation flow","Likely cannot handle calls requiring emotional intelligence, complex problem-solving, or escalation judgment","No documented support for dynamic conversation branching based on caller responses — likely uses fixed scripts","Unknown whether system respects Do-Not-Call registries or TCPA compliance automatically","No transparency on call quality, dropped call rates, or carrier rejection handling","Unclear if system can handle objection handling or complex sales conversations requiring real-time adaptation","Contact list size limits and concurrent call capacity unknown","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.06666666666666667,"quality":0.37,"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":"2026-05-24T12:16:34.117Z","last_scraped_at":"2026-04-05T13:23:42.564Z","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=vibrato","compare_url":"https://unfragile.ai/compare?artifact=vibrato"}},"signature":"xOvNm/IG0VfBvIp+Bf98Tn25tg8niaKfTxT4yVlQQwIoD7xXjBRttkmi2P50t+I+ddwy/iylUQR4hccSUlzKDA==","signedAt":"2026-06-21T15:05:10.289Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/vibrato","artifact":"https://unfragile.ai/vibrato","verify":"https://unfragile.ai/api/v1/verify?slug=vibrato","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"}}