{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_questionbase","slug":"questionbase","name":"Questionbase","type":"product","url":"https://www.questionbase.com","page_url":"https://unfragile.ai/questionbase","categories":["rag-knowledge"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_questionbase__cap_0","uri":"capability://knowledge.management.automatic.question.detection.from.slack","name":"automatic-question-detection-from-slack","description":"Automatically identifies and extracts questions from Slack channel conversations without requiring manual tagging or curation. Scans message history to surface questions that would otherwise be buried in channel noise.","intents":["I want to find all the questions being asked in my Slack channels without manually reviewing thousands of messages","I need to identify knowledge gaps by seeing what questions my team keeps asking","I want to capture questions in real-time as they're posted to Slack"],"best_for":["Teams with high Slack message volume","Organizations with distributed knowledge across multiple channels","Support teams managing repetitive inquiries"],"limitations":["May miss implicit questions phrased as statements or requests","Cannot distinguish between rhetorical questions and genuine inquiries","Requires sufficient Slack history to be effective"],"requires":["Active Slack workspace with message history","Questionbase Slack app installed with channel permissions","Channels with sufficient conversation volume"],"input_types":["Slack channel messages","Slack conversation history"],"output_types":["Indexed question list","Question metadata (timestamp, author, channel)"],"categories":["knowledge-management","information-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_questionbase__cap_1","uri":"capability://knowledge.management.ai.generated.answer.synthesis","name":"ai-generated-answer-synthesis","description":"Generates contextual answers to detected questions using generative AI trained on the Slack conversation history and knowledge base. Produces natural language responses without manual authoring.","intents":["I want AI to automatically answer common questions without me having to write documentation","I need quick answers to questions based on what's already been discussed in Slack","I want to reduce the time spent re-answering the same questions repeatedly"],"best_for":["Teams with well-documented Slack conversations","Organizations seeking to reduce support burden","Remote teams with asynchronous communication patterns"],"limitations":["Answer quality depends entirely on source material quality and accuracy","Cannot verify factual correctness of generated responses","May hallucinate or conflate information from multiple sources","Answers become outdated if underlying Slack conversations contain superseded information","No built-in validation or review workflow before answers are served"],"requires":["Sufficient Slack conversation history to train on","Accurate and up-to-date information in source channels","Generative AI model access (likely GPT or similar)"],"input_types":["Detected questions","Slack conversation context","Historical message threads"],"output_types":["Natural language answers","Answer text with source references"],"categories":["knowledge-management","ai-generation","customer-support"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_questionbase__cap_2","uri":"capability://knowledge.management.slack.native.knowledge.base.indexing","name":"slack-native-knowledge-base-indexing","description":"Automatically indexes detected questions and generated answers into a searchable knowledge base accessible directly within Slack. Makes knowledge discoverable without leaving the chat platform.","intents":["I want employees to find answers without leaving Slack","I need a searchable repository of Q&A that's integrated into our daily workflow","I want to reduce context-switching when employees need information"],"best_for":["Slack-first organizations","Teams with low tolerance for context-switching","Companies where Slack is the primary communication hub"],"limitations":["Knowledge base is limited to Slack-accessible content","Search functionality constrained by Slack's UI and API limitations","Cannot index external documentation or non-Slack sources"],"requires":["Slack workspace with Questionbase app installed","Slack API permissions for indexing and search","Regular Slack activity to maintain fresh index"],"input_types":["Questions and answers from Slack","Channel metadata"],"output_types":["Searchable index within Slack","Slack message responses with answer links"],"categories":["knowledge-management","search","slack-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_questionbase__cap_3","uri":"capability://customer.support.self.service.answer.lookup","name":"self-service-answer-lookup","description":"Enables employees to search and retrieve AI-generated answers to their questions directly within Slack without needing to contact subject matter experts or support teams. Provides instant access to existing knowledge.","intents":["I need an answer to a question without waiting for someone to respond","I want to find information without interrupting a colleague","I need to look up something I know has been discussed before in Slack"],"best_for":["Large distributed teams","Organizations with high support ticket volume","Companies with significant tribal knowledge"],"limitations":["Answer quality varies based on training data","Users may not trust AI-generated answers without verification","Cannot handle novel or edge-case questions not covered in history","Search relevance depends on query formulation"],"requires":["Populated knowledge base with indexed questions and answers","Slack user access to Questionbase app","Sufficient training data for accurate retrieval"],"input_types":["User search queries","Natural language questions"],"output_types":["Ranked answer results","Answer text with confidence indicators","Source references"],"categories":["customer-support","knowledge-management","search"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_questionbase__cap_4","uri":"capability://customer.support.support.ticket.volume.reduction","name":"support-ticket-volume-reduction","description":"Reduces incoming support requests and internal help requests by enabling employees to find answers independently through the Slack-integrated knowledge base. Decreases burden on support teams and subject matter experts.","intents":["I want to reduce the number of support tickets my team receives","I need to free up my subject matter experts from answering repetitive questions","I want to measure the impact of self-service knowledge on support workload"],"best_for":["Support teams with high ticket volume","Organizations with repetitive question patterns","Companies with limited support resources"],"limitations":["Effectiveness depends on answer quality and discoverability","Users may still prefer human interaction for complex issues","Requires sufficient knowledge base maturity to be effective","No built-in analytics for measuring ticket reduction"],"requires":["Mature knowledge base with high-quality answers","User adoption of self-service lookup","Clear communication about knowledge base availability"],"input_types":["Support ticket data","User search behavior"],"output_types":["Reduced ticket volume metrics","Self-service usage statistics"],"categories":["customer-support","productivity","analytics"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_questionbase__cap_5","uri":"capability://knowledge.management.contextual.answer.generation.from.channel.history","name":"contextual-answer-generation-from-channel-history","description":"Generates answers by analyzing the full context of relevant Slack channel conversations, threads, and historical discussions. Produces answers grounded in organizational-specific knowledge rather than generic information.","intents":["I want answers that reflect our company's specific practices and decisions","I need answers based on what we've actually discussed and decided in Slack","I want to avoid generic answers that don't apply to our context"],"best_for":["Organizations with well-documented decision-making in Slack","Teams with strong institutional knowledge in channels","Companies with specific processes and procedures"],"limitations":["Answers are only as good as the conversation history","Cannot distinguish between outdated and current information","May conflate different contexts or decisions","Requires substantial channel activity for accuracy"],"requires":["Rich Slack conversation history","Relevant discussions documented in channels","Sufficient context in messages for AI to understand decisions"],"input_types":["Slack channel messages","Thread conversations","Historical context"],"output_types":["Context-aware answers","Answers with source message references"],"categories":["knowledge-management","ai-generation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_questionbase__cap_6","uri":"capability://knowledge.management.zero.curation.knowledge.base.creation","name":"zero-curation-knowledge-base-creation","description":"Automatically builds and maintains a knowledge base from Slack conversations without requiring manual content creation, curation, or documentation work. Eliminates the need for dedicated knowledge management effort.","intents":["I want a knowledge base without having to write documentation","I need to capture knowledge that's already in Slack without extra work","I want to avoid the overhead of maintaining a separate knowledge base"],"best_for":["Resource-constrained teams without dedicated documentation staff","Organizations with strong Slack culture","Teams that struggle to maintain separate documentation"],"limitations":["Knowledge base quality depends on Slack conversation quality","No control over what gets indexed or how","Difficult to maintain consistency or accuracy standards","Cannot easily remove or update incorrect information","No workflow for validating answers before serving"],"requires":["Active Slack workspace with good conversation practices","Sufficient message volume to build useful knowledge base","Acceptance of automated, unvetted answers"],"input_types":["Slack channel messages","Conversation history"],"output_types":["Automatically indexed knowledge base","Question-answer pairs"],"categories":["knowledge-management","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_questionbase__cap_7","uri":"capability://analytics.repetitive.question.pattern.identification","name":"repetitive-question-pattern-identification","description":"Identifies recurring questions and topics being asked across Slack channels, surfacing patterns that indicate knowledge gaps or frequently needed information. Helps prioritize knowledge base development.","intents":["I want to know what questions my team asks most frequently","I need to identify knowledge gaps in our organization","I want to prioritize what information to document or improve"],"best_for":["Knowledge management teams","Support leaders analyzing question patterns","Organizations optimizing their knowledge strategy"],"limitations":["Pattern detection depends on question volume","May not surface important but infrequent questions","Requires sufficient historical data to identify patterns","No built-in analytics dashboard for pattern visualization"],"requires":["Substantial Slack message history","Multiple channels with similar question types","Sufficient time period to identify patterns"],"input_types":["Detected questions","Question frequency data"],"output_types":["Question frequency rankings","Pattern analysis","Topic clustering"],"categories":["analytics","knowledge-management"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"high","permissions":["Active Slack workspace with message history","Questionbase Slack app installed with channel permissions","Channels with sufficient conversation volume","Sufficient Slack conversation history to train on","Accurate and up-to-date information in source channels","Generative AI model access (likely GPT or similar)","Slack workspace with Questionbase app installed","Slack API permissions for indexing and search","Regular Slack activity to maintain fresh index","Populated knowledge base with indexed questions and answers"],"failure_modes":["May miss implicit questions phrased as statements or requests","Cannot distinguish between rhetorical questions and genuine inquiries","Requires sufficient Slack history to be effective","Answer quality depends entirely on source material quality and accuracy","Cannot verify factual correctness of generated responses","May hallucinate or conflate information from multiple sources","Answers become outdated if underlying Slack conversations contain superseded information","No built-in validation or review workflow before answers are served","Knowledge base is limited to Slack-accessible content","Search functionality constrained by Slack's UI and API limitations","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":"2026-05-24T12:16:32.438Z","last_scraped_at":"2026-04-05T13:23:42.544Z","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=questionbase","compare_url":"https://unfragile.ai/compare?artifact=questionbase"}},"signature":"XayqcJ3qZiBGJ9p2akRgnu13nji6633RWCSAORcYAdi4uWoU6mdWByOKdpCelYWWLx1qqhim9lsF/xJG+CRGAw==","signedAt":"2026-06-21T16:49:06.608Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/questionbase","artifact":"https://unfragile.ai/questionbase","verify":"https://unfragile.ai/api/v1/verify?slug=questionbase","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"}}