{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_liaise","slug":"liaise","name":"Liaise","type":"product","url":"https://www.liaise.me","page_url":"https://unfragile.ai/liaise","categories":["chatbots-assistants"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_liaise__cap_0","uri":"capability://productivity.ai.powered.message.summarization","name":"ai-powered message summarization","description":"Automatically condenses lengthy email chains, Slack threads, and conversation histories into concise summaries. Extracts key decisions, action items, and context to reduce cognitive load when reviewing communications.","intents":["I need to quickly understand what happened in a long email thread without reading every message","I want to catch up on conversations I missed without spending hours reviewing","I need to extract the key decisions from a messy discussion"],"best_for":["distributed teams","remote-first organizations","managers overseeing multiple projects"],"limitations":["requires sufficient message volume to be effective","may miss nuanced context in highly technical discussions","depends on message quality and clarity"],"requires":["integration with email or chat platform","sufficient conversation history"],"input_types":["email threads","chat messages","conversation transcripts"],"output_types":["text summaries","bullet-point lists"],"categories":["productivity","communication"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_liaise__cap_1","uri":"capability://productivity.cross.platform.communication.centralization","name":"cross-platform communication centralization","description":"Aggregates and unifies messages from multiple communication channels (email, Slack, Teams, etc.) into a single interface. Eliminates context switching and ensures no messages fall through the cracks across fragmented tools.","intents":["I'm tired of switching between email, Slack, and Teams to find information","I need a single place to see all my communications regardless of platform","I want to ensure important messages don't get lost in different apps"],"best_for":["organizations using multiple communication platforms","teams with complex tool ecosystems","managers coordinating across departments"],"limitations":["requires API access to all integrated platforms","may have latency in real-time sync","limited to supported integrations"],"requires":["active accounts on multiple communication platforms","API permissions and authentication"],"input_types":["email","chat messages","platform notifications"],"output_types":["unified message feed","consolidated inbox"],"categories":["productivity","communication","integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_liaise__cap_2","uri":"capability://hr.recruiting.hr.recruiting.communication.management","name":"hr recruiting communication management","description":"Streamlines candidate communication and hiring workflow by centralizing recruiter-candidate interactions, automating status updates, and clarifying hiring pipeline communications. Integrates with ATS and HR systems to keep all recruiting conversations in one place.","intents":["I need to track all communications with candidates across email and other channels","I want to automate candidate status updates and reduce back-and-forth emails","I need to ensure no candidate falls through the cracks in our hiring process"],"best_for":["HR teams","recruiters","hiring managers","mid-market to enterprise organizations"],"limitations":["requires integration with existing ATS","may not support all recruiting workflows","dependent on HR system compatibility"],"requires":["ATS integration","HR system access","candidate contact information"],"input_types":["candidate emails","application data","interview notes"],"output_types":["unified candidate profiles","hiring pipeline views","automated communications"],"categories":["hr-recruiting","communication","integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_liaise__cap_3","uri":"capability://customer.support.customer.support.ticket.clarification","name":"customer support ticket clarification","description":"Analyzes customer support conversations and tickets to extract key issues, sentiment, and resolution status. Provides AI-driven clarity on customer problems and recommended next steps for support teams.","intents":["I need to quickly understand what a customer's problem is from a long support thread","I want to identify the sentiment and urgency of customer issues","I need recommendations on how to resolve a customer support ticket"],"best_for":["customer support teams","support managers","organizations with high ticket volume"],"limitations":["accuracy depends on ticket quality and detail","may struggle with highly technical or niche issues","requires sufficient context in tickets"],"requires":["integration with support ticketing system","ticket history and customer communications"],"input_types":["support tickets","customer emails","chat transcripts"],"output_types":["issue summaries","sentiment analysis","resolution recommendations"],"categories":["customer-support","communication"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_liaise__cap_4","uri":"capability://productivity.meeting.preparation.and.context.extraction","name":"meeting preparation and context extraction","description":"Automatically gathers relevant communications, decisions, and context before meetings by analyzing related email chains and messages. Prepares meeting briefs to reduce prep time and ensure participants are aligned.","intents":["I want to quickly prepare for a meeting without manually reviewing all related emails","I need to ensure everyone in the meeting has the same context","I want to reduce meeting prep time and start meetings more efficiently"],"best_for":["busy professionals","managers","cross-functional teams"],"limitations":["requires sufficient prior communication history","may miss context from offline conversations","depends on email/chat integration"],"requires":["calendar integration","email and chat history","participant information"],"input_types":["calendar events","email threads","chat messages"],"output_types":["meeting briefs","context summaries","agenda recommendations"],"categories":["productivity","communication"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_liaise__cap_5","uri":"capability://productivity.action.item.extraction.and.tracking","name":"action item extraction and tracking","description":"Automatically identifies action items, owners, and deadlines from conversations across email, chat, and meetings. Creates trackable tasks and sends reminders to ensure accountability.","intents":["I need to extract action items from a long email chain or meeting without manually noting them","I want to ensure action items are assigned and tracked across my team","I need reminders when action items are due or overdue"],"best_for":["project managers","team leads","organizations with complex workflows"],"limitations":["may miss implicit action items","requires clear language in communications","depends on integration with task management tools"],"requires":["email/chat integration","task management system integration","clear communication patterns"],"input_types":["email messages","chat threads","meeting transcripts"],"output_types":["task lists","action item assignments","deadline reminders"],"categories":["productivity","communication"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_liaise__cap_6","uri":"capability://security.communication.compliance.and.security.monitoring","name":"communication compliance and security monitoring","description":"Monitors communications for compliance violations, security risks, and policy breaches. Provides enterprise-grade security features including encryption, audit trails, and regulatory compliance reporting.","intents":["I need to ensure our communications meet regulatory compliance requirements","I want to monitor for security risks and policy violations in team communications","I need audit trails and compliance reports for regulated industries"],"best_for":["regulated industries","enterprise organizations","compliance officers","security teams"],"limitations":["requires clear compliance policies","may generate false positives","depends on communication platform integration"],"requires":["compliance policy definitions","integration with communication platforms","audit logging infrastructure"],"input_types":["all communications","policy definitions","regulatory requirements"],"output_types":["compliance reports","violation alerts","audit trails"],"categories":["security","compliance","communication"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_liaise__cap_7","uri":"capability://productivity.team.communication.analytics.and.insights","name":"team communication analytics and insights","description":"Analyzes communication patterns across teams to identify bottlenecks, silos, and collaboration gaps. Provides insights on communication efficiency, response times, and team dynamics.","intents":["I want to understand how my team communicates and identify inefficiencies","I need to identify communication silos between departments","I want metrics on communication response times and team engagement"],"best_for":["managers","team leads","organizational development teams"],"limitations":["requires sufficient communication data","may not capture offline conversations","privacy considerations with detailed analytics"],"requires":["communication platform integration","sufficient historical data","team member consent"],"input_types":["communication metadata","message patterns","team structure"],"output_types":["analytics dashboards","bottleneck reports","collaboration insights"],"categories":["productivity","analytics"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_liaise__cap_8","uri":"capability://productivity.intelligent.message.routing.and.prioritization","name":"intelligent message routing and prioritization","description":"Automatically routes messages to appropriate team members based on content, urgency, and expertise. Prioritizes important communications to ensure critical messages don't get buried.","intents":["I want important messages to reach the right person without manual forwarding","I need to prioritize urgent communications from routine ones","I want to reduce inbox noise by smart routing of messages"],"best_for":["large teams","customer-facing organizations","support teams"],"limitations":["requires training on routing rules","may misroute edge cases","depends on clear message content"],"requires":["team structure and expertise mapping","communication platform integration","routing rule configuration"],"input_types":["incoming messages","team member profiles","routing rules"],"output_types":["routed messages","priority flags","assignment notifications"],"categories":["productivity","communication"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_liaise__cap_9","uri":"capability://integration.integration.with.productivity.tools","name":"integration with productivity tools","description":"Connects Liaise with existing productivity tools (calendars, task managers, CRM, etc.) to create a unified workflow. Enables data flow between communication and productivity systems.","intents":["I want my communications to sync with my calendar and task management system","I need customer communication context to appear in my CRM","I want to create tasks directly from messages without switching apps"],"best_for":["organizations with complex tool ecosystems","teams using multiple productivity platforms"],"limitations":["limited to supported integrations","may have sync latency","requires API access to third-party tools"],"requires":["API access to productivity tools","authentication and permissions","integration configuration"],"input_types":["calendar events","task data","CRM records"],"output_types":["synchronized data","unified views","cross-platform workflows"],"categories":["integration","productivity"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":45,"verified":false,"data_access_risk":"high","permissions":["integration with email or chat platform","sufficient conversation history","active accounts on multiple communication platforms","API permissions and authentication","ATS integration","HR system access","candidate contact information","integration with support ticketing system","ticket history and customer communications","calendar integration"],"failure_modes":["requires sufficient message volume to be effective","may miss nuanced context in highly technical discussions","depends on message quality and clarity","requires API access to all integrated platforms","may have latency in real-time sync","limited to supported integrations","requires integration with existing ATS","may not support all recruiting workflows","dependent on HR system compatibility","accuracy depends on ticket quality and detail","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":"2026-05-24T12:16:31.446Z","last_scraped_at":"2026-04-05T13:23:42.546Z","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=liaise","compare_url":"https://unfragile.ai/compare?artifact=liaise"}},"signature":"7fSpqdZwqWxFpA/2T9YTfgLY/Pn7X9qfvuandefl5RsBrE0L+IyXes9Ad/wQa/KiISb0Yq/CnVEv4N2aYeu3Bw==","signedAt":"2026-06-20T08:23:59.379Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/liaise","artifact":"https://unfragile.ai/liaise","verify":"https://unfragile.ai/api/v1/verify?slug=liaise","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"}}