{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_clinc","slug":"clinc","name":"Clinc","type":"product","url":"https://clinc.com","page_url":"https://unfragile.ai/clinc","categories":["chatbots-assistants"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_clinc__cap_0","uri":"capability://conversational.ai.context.aware.multi.turn.conversation.handling","name":"context-aware multi-turn conversation handling","description":"Maintains conversation state and context across multiple exchanges without requiring model retraining. Understands complex customer intents that span multiple turns and references to previous statements.","intents":["I want my chatbot to remember what the customer said earlier in the conversation","I need to handle complex customer requests that require understanding previous context","I want to reduce the need for constant model retraining when handling new conversation patterns"],"best_for":["Enterprise financial institutions","Large insurance companies","Customer service teams handling complex multi-step transactions"],"limitations":["Requires enterprise-tier pricing","Implementation complexity higher than no-code solutions","Steep learning curve for non-technical teams"],"requires":["Technical resources for implementation","Domain expertise in financial services","Enterprise budget allocation"],"input_types":["text","voice"],"output_types":["text","voice"],"categories":["conversational-ai","nlp"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_1","uri":"capability://conversational.ai.financial.domain.natural.language.understanding","name":"financial-domain natural language understanding","description":"Specialized NLU engine trained on financial services vocabulary and concepts. Accurately interprets banking, insurance, and fintech terminology, regulatory language, and industry-specific customer intents without generic chatbot misinterpretations.","intents":["I need my chatbot to understand banking and insurance terminology accurately","I want to handle customer inquiries about complex financial products","I need to reduce misunderstandings when customers use industry-specific language"],"best_for":["Banks and credit unions","Insurance companies","Fintech startups","Financial advisory firms"],"limitations":["Specialized for financial services; less effective for other industries","Requires domain expertise to configure properly","May need customization for non-standard financial products"],"requires":["Financial services domain knowledge","Understanding of regulatory requirements","Access to industry-specific training data"],"input_types":["text","voice"],"output_types":["text","structured-data"],"categories":["conversational-ai","nlp","domain-specific"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_10","uri":"capability://conversational.ai.custom.workflow.integration","name":"custom workflow integration","description":"Integrates conversational AI with backend systems and custom workflows. Routes conversations to specific business processes, triggers actions in external systems, and maintains data synchronization.","intents":["I want my chatbot to trigger actions in my banking system","I need to integrate conversations with my CRM and backend databases","I want to automate business processes through conversational interactions"],"best_for":["Enterprise organizations with complex systems","Financial institutions with legacy systems","Organizations requiring deep system integration","Technical teams with integration expertise"],"limitations":["Requires API access to backend systems","Complex integration can be time-consuming","Maintenance burden increases with system complexity"],"requires":["API access to backend systems","Integration development expertise","System documentation and specifications","Testing and validation infrastructure"],"input_types":["conversation-data","structured-requests"],"output_types":["system-actions","data-updates","transaction-confirmations"],"categories":["conversational-ai","integration","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_11","uri":"capability://conversational.ai.low.code.conversation.flow.builder","name":"low-code conversation flow builder","description":"Visual interface for designing and configuring conversation flows without extensive coding. Enables non-technical users to create branching conversations, define responses, and manage dialogue logic.","intents":["I want to design chatbot conversations without writing code","I need to quickly modify conversation flows without developer involvement","I want to test different conversation paths and optimize them"],"best_for":["Business users and conversation designers","Organizations with limited technical resources","Teams needing rapid iteration on conversation flows","Enterprises with non-technical stakeholders"],"limitations":["Complex logic may still require coding","Visual builders can become cluttered with complex flows","Learning curve for new users"],"requires":["Access to flow builder interface","Understanding of conversation design principles","Training on platform-specific tools"],"input_types":["visual-configuration","conversation-templates"],"output_types":["conversation-flows","dialogue-logic"],"categories":["conversational-ai","no-code","workflow-design"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_12","uri":"capability://conversational.ai.multi.language.conversation.support","name":"multi-language conversation support","description":"Enables conversational AI to handle customer interactions in multiple languages. Supports language detection, translation, and language-specific NLU without requiring separate models per language.","intents":["I want to serve customers in multiple languages","I need to automatically detect and respond in the customer's language","I want to expand my chatbot to international markets"],"best_for":["Global financial institutions","Multinational enterprises","Organizations serving diverse language communities","International expansion initiatives"],"limitations":["Translation quality varies by language pair","Some languages have limited NLU support","Cultural nuances may be lost in translation","Requires language-specific training data"],"requires":["Language detection capability","Translation engine","Language-specific NLU models","Cultural adaptation expertise"],"input_types":["text","voice"],"output_types":["translated-text","multilingual-responses"],"categories":["conversational-ai","nlp","internationalization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_13","uri":"capability://conversational.ai.human.agent.handoff.and.collaboration","name":"human agent handoff and collaboration","description":"Seamlessly transfers conversations from chatbot to human agents while preserving context. Enables agents to view conversation history and take over mid-conversation with full context awareness.","intents":["I want to smoothly hand off complex issues to human agents","I need agents to see the full conversation history when taking over","I want to reduce customer frustration when escalating to humans"],"best_for":["Customer service organizations","Financial institutions with support teams","High-volume support operations","Organizations with hybrid AI-human support"],"limitations":["Requires agent training on system usage","Handoff timing can affect customer experience","Agent availability may cause delays"],"requires":["Agent interface and tools","Conversation history preservation","Agent availability management","Training for support teams"],"input_types":["conversation-context","escalation-triggers"],"output_types":["agent-assignment","context-transfer","conversation-handoff"],"categories":["conversational-ai","customer-service","collaboration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_2","uri":"capability://conversational.ai.compliance.ready.conversation.architecture","name":"compliance-ready conversation architecture","description":"Pre-built compliance and security features designed for regulated industries. Handles conversation logging, audit trails, data privacy requirements, and regulatory compliance without custom development.","intents":["I need my chatbot to meet banking and insurance regulatory requirements","I want built-in audit trails and conversation logging for compliance","I need to ensure customer data is handled according to financial regulations"],"best_for":["Regulated financial institutions","Insurance companies","Compliance-heavy organizations","Enterprise customers in regulated markets"],"limitations":["Compliance features may be overkill for non-regulated industries","Configuration requires compliance expertise","May add latency to conversation processing"],"requires":["Compliance officer or legal review","Understanding of relevant regulations (GDPR, CCPA, PCI-DSS, etc.)","Proper data governance infrastructure"],"input_types":["text","voice","structured-data"],"output_types":["audit-logs","compliance-reports","encrypted-data"],"categories":["conversational-ai","security","compliance"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_3","uri":"capability://conversational.ai.omnichannel.conversation.continuity","name":"omnichannel conversation continuity","description":"Seamlessly deploys conversational AI across multiple channels (web, mobile, voice, messaging platforms) while maintaining conversation state and context across all touchpoints. Customer can start on web and continue on mobile without losing context.","intents":["I want customers to switch between chat, voice, and messaging without repeating information","I need to deploy my chatbot across multiple platforms simultaneously","I want a unified conversation experience regardless of which channel the customer uses"],"best_for":["Multi-channel financial institutions","Large enterprises with diverse customer bases","Organizations requiring seamless customer experience"],"limitations":["Requires integration with multiple platform APIs","Complex implementation across different channel types","Voice and text context mapping can be challenging"],"requires":["Integration with web, mobile, and messaging platforms","API access to deployment channels","Unified backend infrastructure"],"input_types":["text","voice","messaging-platform-events"],"output_types":["text","voice","formatted-messages"],"categories":["conversational-ai","omnichannel","integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_4","uri":"capability://conversational.ai.white.label.conversational.ai.deployment","name":"white-label conversational ai deployment","description":"Enables financial institutions to deploy conversational AI under their own brand without exposing Clinc infrastructure. Fully customizable interface, branding, and conversation flows that appear as native products.","intents":["I want to offer conversational AI to my customers under my own brand","I need to hide the underlying AI vendor from my customers","I want to maintain brand consistency across all customer interactions"],"best_for":["Large financial institutions","Banks wanting to offer AI services","Insurance companies with strong brand identity","Enterprises requiring white-label solutions"],"limitations":["Requires significant customization effort","Limited to enterprise customers","Ongoing maintenance of branded interface"],"requires":["Brand guidelines and assets","Custom UI/UX design","Deployment infrastructure","Ongoing support and maintenance"],"input_types":["brand-assets","conversation-flows","custom-styling"],"output_types":["branded-chatbot-interface","custom-deployment"],"categories":["conversational-ai","deployment","customization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_5","uri":"capability://conversational.ai.voice.enabled.conversational.interface","name":"voice-enabled conversational interface","description":"Supports voice input and output for conversational interactions. Handles speech recognition, natural language understanding, and voice synthesis to enable hands-free customer interactions.","intents":["I want customers to interact with my chatbot using voice commands","I need to support customers who prefer voice over text","I want to enable hands-free banking and insurance interactions"],"best_for":["Financial institutions targeting voice-first customers","Mobile banking applications","Accessibility-focused organizations","Enterprises with voice-enabled devices"],"limitations":["Requires high-quality speech recognition","Accents and dialects may affect accuracy","Voice synthesis quality varies","Privacy concerns with voice data storage"],"requires":["Speech recognition engine","Voice synthesis capability","Audio processing infrastructure","Voice data privacy compliance"],"input_types":["audio","voice-commands"],"output_types":["audio","synthesized-speech"],"categories":["conversational-ai","voice","accessibility"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_6","uri":"capability://conversational.ai.intent.recognition.and.routing","name":"intent recognition and routing","description":"Analyzes customer input to identify underlying intent and routes conversations to appropriate handlers (human agents, specific workflows, or automated responses). Handles complex intent disambiguation without explicit training.","intents":["I want my chatbot to understand what the customer actually wants","I need to route customers to the right department or workflow automatically","I want to reduce the number of misrouted customer inquiries"],"best_for":["Customer service organizations","Financial institutions with complex workflows","Large enterprises with multiple departments","Organizations handling high conversation volume"],"limitations":["Complex or ambiguous intents may be misidentified","Requires training data for new intent types","Performance depends on input clarity"],"requires":["Clear intent taxonomy","Routing rules and workflows","Training data for intent recognition"],"input_types":["text","voice"],"output_types":["intent-classification","routing-decision","confidence-score"],"categories":["conversational-ai","nlp","workflow-automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_7","uri":"capability://conversational.ai.entity.extraction.and.data.capture","name":"entity extraction and data capture","description":"Automatically identifies and extracts relevant entities (account numbers, dates, amounts, customer names) from conversational input. Structures unstructured conversation data into actionable information.","intents":["I want to automatically capture customer information from conversations","I need to extract key data points without asking customers to fill forms","I want to populate backend systems with data from chatbot conversations"],"best_for":["Financial institutions processing transactions","Customer service teams needing data capture","Organizations with complex data requirements","Enterprises integrating chatbots with backend systems"],"limitations":["Accuracy depends on conversation clarity","Complex or ambiguous entities may be misidentified","Requires entity type configuration"],"requires":["Entity type definitions","Integration with backend systems","Data validation rules"],"input_types":["text","voice"],"output_types":["structured-data","entity-list","json"],"categories":["conversational-ai","nlp","data-extraction"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_8","uri":"capability://conversational.ai.sentiment.analysis.and.escalation","name":"sentiment analysis and escalation","description":"Monitors conversation sentiment in real-time to detect customer frustration, dissatisfaction, or escalation needs. Automatically escalates to human agents when sentiment thresholds are exceeded.","intents":["I want to detect when a customer is frustrated and escalate to a human","I need to monitor customer satisfaction during chatbot interactions","I want to prevent negative customer experiences by catching issues early"],"best_for":["Customer service organizations","Financial institutions prioritizing customer satisfaction","High-volume support operations","Enterprises with human agent teams"],"limitations":["Sentiment detection may miss sarcasm or cultural nuances","Requires tuning for industry-specific language","False positives can lead to unnecessary escalations"],"requires":["Sentiment analysis model","Escalation workflow","Human agent availability","Escalation rules configuration"],"input_types":["text","voice"],"output_types":["sentiment-score","escalation-signal","agent-assignment"],"categories":["conversational-ai","nlp","customer-experience"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_clinc__cap_9","uri":"capability://conversational.ai.conversation.analytics.and.reporting","name":"conversation analytics and reporting","description":"Collects and analyzes conversation data to generate insights about customer interactions, common issues, and chatbot performance. Provides dashboards and reports for monitoring and optimization.","intents":["I want to understand how customers are using my chatbot","I need to identify common customer issues and pain points","I want to measure chatbot performance and ROI"],"best_for":["Enterprise organizations","Customer service leaders","Product managers optimizing chatbot experience","Organizations with analytics capabilities"],"limitations":["Requires significant conversation volume for meaningful insights","Privacy regulations may limit data analysis","Insights are only as good as data quality"],"requires":["Conversation data collection","Analytics infrastructure","Data privacy compliance","Dashboard and reporting tools"],"input_types":["conversation-logs","interaction-data"],"output_types":["analytics-reports","dashboards","performance-metrics"],"categories":["conversational-ai","analytics","reporting"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":47,"verified":false,"data_access_risk":"low","permissions":["Technical resources for implementation","Domain expertise in financial services","Enterprise budget allocation","Financial services domain knowledge","Understanding of regulatory requirements","Access to industry-specific training data","API access to backend systems","Integration development expertise","System documentation and specifications","Testing and validation infrastructure"],"failure_modes":["Requires enterprise-tier pricing","Implementation complexity higher than no-code solutions","Steep learning curve for non-technical teams","Specialized for financial services; less effective for other industries","Requires domain expertise to configure properly","May need customization for non-standard financial products","Requires API access to backend systems","Complex integration can be time-consuming","Maintenance burden increases with system complexity","Complex logic may still require coding","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.45,"quality":0.88,"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":"2026-05-24T12:16:29.717Z","last_scraped_at":"2026-04-05T13:23:42.535Z","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=clinc","compare_url":"https://unfragile.ai/compare?artifact=clinc"}},"signature":"F41Oz6upEmhdPaKLPlOpAhF6DyeobbI4D2tFbgG8IVT5nu5xC9nEycN/4aVkntebVsdGLG5Ym88v1d+dUfZ6CQ==","signedAt":"2026-06-21T20:54:20.856Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/clinc","artifact":"https://unfragile.ai/clinc","verify":"https://unfragile.ai/api/v1/verify?slug=clinc","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"}}