{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_oso-ai","slug":"oso-ai","name":"OSO.ai","type":"product","url":"https://web.oso.ai","page_url":"https://unfragile.ai/oso-ai","categories":["app-builders","automation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_oso-ai__cap_0","uri":"capability://search.retrieval.real.time.web.search.integration.for.research","name":"real-time web search integration for research","description":"Integrates live web search capabilities directly into the conversational interface, allowing the model to retrieve current information from the internet and synthesize it into responses. The system appears to use a search-augmented generation pattern where queries are intercepted, web results are fetched in real-time, and context is injected into the LLM prompt before response generation. This enables access to information beyond the model's training cutoff without requiring manual tab-switching or external research tools.","intents":["I need to write about current events but my AI model's knowledge cutoff is outdated","I want to verify facts and citations in real-time without leaving the chat interface","I need to research competitor pricing, recent news, or market trends while drafting content"],"best_for":["independent researchers and journalists needing current information","freelance writers creating time-sensitive content","solopreneurs monitoring market conditions while working"],"limitations":["Search results quality depends on query formulation — ambiguous queries may return irrelevant sources","Real-time search adds latency (typically 2-5 seconds per query) compared to cached responses","No explicit control over search depth, number of sources, or result filtering within the UI","Search results are not transparently cited or linked — sources are synthesized into narrative without clear attribution"],"requires":["Active internet connection","OSO.ai account (free tier available)","No API key configuration needed — search is built into the platform"],"input_types":["natural language queries","follow-up questions in conversation context"],"output_types":["synthesized text responses with embedded research","conversational answers with implicit source integration"],"categories":["search-retrieval","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_oso-ai__cap_1","uri":"capability://image.visual.multi.modal.content.generation.with.text.and.image.synthesis","name":"multi-modal content generation with text and image synthesis","description":"Supports generation of both text and image content within a unified interface, allowing users to create written content and visual assets in a single workflow. The system appears to delegate image generation to an underlying model (likely DALL-E, Midjourney, or Stable Diffusion API) while maintaining conversational context, enabling iterative refinement of both text and images through natural language prompts. The architecture likely uses a multi-model orchestration pattern where text and image requests are routed to appropriate backends.","intents":["I need to create a blog post with accompanying hero images without switching between tools","I want to generate product descriptions and mockup images for an e-commerce listing","I need to iterate on visual concepts while refining written copy in real-time"],"best_for":["content creators and marketers producing multi-format assets","solopreneurs building landing pages with copy and visuals","freelance writers who occasionally need supporting graphics"],"limitations":["Image generation quality and speed depend on underlying model — no control over which image model is used","Image generation typically requires additional credits or premium tier beyond text generation","No batch image generation — each image requires a separate request","Limited control over image parameters (aspect ratio, style, resolution) compared to native image tools","No image editing or manipulation capabilities — only generation from scratch"],"requires":["OSO.ai account with image generation credits (may require paid tier)","Active internet connection","Text prompts for both content and image generation"],"input_types":["natural language prompts for text","natural language descriptions for images","reference images or style descriptions (text-based)"],"output_types":["generated text content","generated images (likely PNG or JPEG)","conversational responses combining both modalities"],"categories":["image-visual","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_oso-ai__cap_2","uri":"capability://automation.workflow.workflow.automation.through.conversational.task.decomposition","name":"workflow automation through conversational task decomposition","description":"Enables users to describe multi-step workflows in natural language, which the system decomposes into executable tasks and automates through integration with external tools and APIs. The architecture likely uses a planning-and-execution pattern where the LLM breaks down user intent into discrete steps, maps them to available integrations (email, calendar, document creation, etc.), and orchestrates execution. This allows non-technical users to automate complex workflows without writing code or configuring traditional automation platforms.","intents":["I want to automatically send weekly research summaries to my team without manual compilation","I need to create a workflow that pulls data from multiple sources, analyzes it, and generates a report","I want to automate my content publishing pipeline from draft to scheduled social media posts"],"best_for":["solopreneurs and small teams automating repetitive content workflows","independent researchers managing data collection and synthesis pipelines","freelancers automating client deliverable generation and distribution"],"limitations":["Automation capabilities depend on available integrations — not all tools may be supported","No persistent workflow storage or scheduling — each automation request requires manual invocation or re-specification","Error handling and failure recovery are not transparent — no visibility into why a workflow step failed","Complex conditional logic (if/then/else) may require multiple conversational turns to specify correctly","No audit trail or execution history for compliance or debugging purposes"],"requires":["OSO.ai account with automation features enabled (may require paid tier)","API keys or authentication for external services (email, calendar, document platforms, etc.)","Clear description of workflow steps in natural language"],"input_types":["natural language workflow descriptions","structured data from external sources","user-provided parameters and configuration"],"output_types":["automated task execution across integrated services","generated reports or documents","notifications or confirmations of completed workflows"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_oso-ai__cap_3","uri":"capability://memory.knowledge.context.aware.content.generation.with.document.understanding","name":"context-aware content generation with document understanding","description":"Analyzes uploaded documents, web content, or pasted text to understand context and generate tailored content based on that understanding. The system likely uses a retrieval-augmented generation (RAG) pattern where documents are embedded, relevant sections are retrieved based on user queries, and the LLM generates responses grounded in the provided context. This enables users to generate content that is consistent with existing materials, brand voice, or specific information sources without manual copy-pasting or context management.","intents":["I have a brand style guide and want to generate marketing copy that matches our voice","I need to write a follow-up email based on a previous conversation or document","I want to create variations of existing content that maintain consistency with source material"],"best_for":["content teams maintaining brand consistency across multiple outputs","freelance writers working with client-provided guidelines or reference materials","researchers synthesizing information from multiple source documents"],"limitations":["Document upload size limits are not explicitly stated — very large documents may be truncated or rejected","Context window limitations mean only a portion of very long documents can be considered in a single generation","No explicit control over which parts of the document are prioritized or weighted in generation","Document understanding quality depends on format — PDFs with complex layouts may not be parsed correctly","No version control or document history — updates to source documents require re-upload"],"requires":["OSO.ai account","Source documents in supported formats (likely PDF, DOCX, TXT, or pasted text)","Clear instructions on how to apply the document context to generation"],"input_types":["uploaded documents (PDF, DOCX, TXT)","pasted text or web content","natural language instructions for content generation"],"output_types":["generated text content grounded in source material","content variations maintaining source consistency","conversational responses referencing document context"],"categories":["memory-knowledge","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_oso-ai__cap_4","uri":"capability://text.generation.language.iterative.content.refinement.through.conversational.feedback.loops","name":"iterative content refinement through conversational feedback loops","description":"Enables users to request incremental improvements to generated content through natural language feedback (e.g., 'make it more concise', 'add more technical depth', 'change the tone to be more casual'). The system maintains conversation history and applies feedback cumulatively, allowing users to refine content through multiple iterations without re-specifying the original request. This pattern leverages the conversational nature of the interface to create a collaborative editing experience where the AI acts as a writing partner.","intents":["I want to refine a draft through multiple rounds of feedback without rewriting from scratch","I need to adjust tone, length, or technical level of content based on audience feedback","I want to explore multiple variations of content and pick the best one"],"best_for":["writers and content creators iterating on drafts","teams collaborating on content with feedback from multiple stakeholders","solopreneurs perfecting content before publication"],"limitations":["Conversation history is not persisted across sessions — closing the chat loses iteration context","No explicit version control or comparison between iterations — users must manually track changes","Feedback quality depends on specificity — vague feedback may result in unpredictable changes","No rollback mechanism — if a refinement goes in the wrong direction, users must re-request previous versions","Context window limitations may cause earlier iterations to be forgotten in very long conversations"],"requires":["OSO.ai account","Initial content to refine (generated or user-provided)","Clear, specific feedback on desired changes"],"input_types":["generated or user-provided content","natural language feedback and refinement requests","reference materials or style guides for consistency"],"output_types":["refined content versions","multiple content variations","conversational feedback and suggestions"],"categories":["text-generation-language","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_oso-ai__cap_5","uri":"capability://search.retrieval.research.synthesis.with.source.aggregation.and.summarization","name":"research synthesis with source aggregation and summarization","description":"Aggregates information from multiple sources (web search results, uploaded documents, or conversational context) and synthesizes them into coherent summaries or analyses. The system likely uses a multi-source RAG pattern where results from different sources are retrieved, ranked by relevance, and combined into a unified response. This enables users to conduct comprehensive research without manually reading and synthesizing multiple sources, though with limited transparency about which sources contributed to the final synthesis.","intents":["I need to understand a topic by synthesizing information from multiple sources without reading each one individually","I want to create a research report that covers different perspectives on a topic","I need to identify consensus and disagreement across multiple sources on a specific question"],"best_for":["researchers and academics conducting literature reviews","journalists researching stories with multiple angles","business analysts synthesizing market research from multiple sources"],"limitations":["Source attribution is implicit rather than explicit — users cannot easily verify which sources contributed to specific claims","No control over source selection or weighting — the system may over-represent certain sources","Synthesis quality depends on source diversity and relevance — biased or limited sources may skew results","No explicit handling of conflicting information across sources — contradictions may be glossed over","Search-based synthesis is limited to publicly available information — no access to paywalled academic databases or proprietary data"],"requires":["OSO.ai account with web search enabled","Clear research question or topic","Optional: uploaded documents or reference materials to include in synthesis"],"input_types":["natural language research questions","uploaded documents for synthesis","web search results (automatic)","conversational context and follow-up questions"],"output_types":["synthesized summaries","research reports or analyses","structured outlines of key findings","conversational responses with implicit source integration"],"categories":["search-retrieval","data-processing-analysis","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_oso-ai__cap_6","uri":"capability://text.generation.language.template.based.content.generation.with.customization","name":"template-based content generation with customization","description":"Provides pre-built templates for common content types (emails, social media posts, blog outlines, etc.) that users can customize through natural language prompts. The system likely stores template definitions (structure, tone, required sections) and uses them as scaffolding for generation, allowing users to quickly produce structured content without specifying the format from scratch. This pattern reduces the cognitive load of content creation by providing a starting structure while maintaining flexibility through conversational customization.","intents":["I need to write a professional email quickly without thinking about structure","I want to create social media content that follows best practices for engagement","I need to generate a blog post outline that covers all important sections"],"best_for":["busy solopreneurs and freelancers producing high volumes of similar content","teams maintaining consistent content formats across channels","non-writers using templates to overcome blank-page anxiety"],"limitations":["Template library size and diversity are unknown — may not cover all content types users need","Templates may enforce structure that doesn't fit all use cases — customization may require overriding template logic","No ability to create or save custom templates — users cannot build organization-specific templates","Template-based generation may produce formulaic content that lacks originality","No A/B testing or performance metrics on template variations"],"requires":["OSO.ai account","Selection of appropriate template for content type","Customization parameters (topic, tone, audience, length, etc.)"],"input_types":["template selection","natural language customization requests","topic or subject matter information","tone and style preferences"],"output_types":["structured content following template format","customized variations of template content","content ready for publication or further refinement"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_oso-ai__cap_7","uri":"capability://text.generation.language.conversational.chat.with.persistent.context.management","name":"conversational chat with persistent context management","description":"Maintains conversation history within a single chat thread, allowing users to reference previous messages, build on earlier ideas, and have the AI understand context from earlier in the conversation. The system likely uses a sliding context window that includes recent messages and key context from earlier in the conversation, enabling natural multi-turn dialogue without losing context. This is the foundational capability that enables all other features to work within a conversational paradigm rather than isolated requests.","intents":["I want to have a natural back-and-forth conversation with an AI without re-explaining context","I need to build on previous ideas and have the AI remember what we discussed earlier","I want to ask follow-up questions that reference earlier parts of our conversation"],"best_for":["users preferring conversational interaction over form-based interfaces","researchers and writers developing ideas iteratively through dialogue","anyone using AI as a thinking partner rather than a tool"],"limitations":["Context window is finite — very long conversations may lose earlier context","Conversation history is not persisted across sessions — closing the chat loses all context","No explicit control over which parts of history are retained — context selection is automatic","No conversation branching — users cannot explore alternative directions without losing the main thread","No explicit conversation search or retrieval — finding specific earlier messages requires scrolling"],"requires":["OSO.ai account","Web browser or app with active session","Internet connection"],"input_types":["natural language messages","follow-up questions","clarifications and refinements"],"output_types":["conversational responses","contextually-aware answers","multi-turn dialogue"],"categories":["text-generation-language","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_oso-ai__cap_8","uri":"capability://text.generation.language.writing.assistance.with.grammar.style.and.clarity.feedback","name":"writing assistance with grammar, style, and clarity feedback","description":"Analyzes user-provided text and offers suggestions for improving grammar, clarity, tone, and style without rewriting the entire piece. The system likely uses a combination of rule-based grammar checking and LLM-based analysis to identify issues and suggest improvements, allowing users to maintain their voice while improving quality. This capability operates at the editing level rather than generation, enabling users to refine their own writing with AI assistance.","intents":["I want to check my writing for grammar and clarity issues before publishing","I need feedback on whether my tone matches my intended audience","I want to improve the readability of my writing without changing the core message"],"best_for":["writers and content creators refining their own work","non-native English speakers improving language quality","teams ensuring consistent writing quality across outputs"],"limitations":["Feedback quality depends on the specificity of user requests — generic 'improve this' requests may produce generic suggestions","No explicit control over which types of feedback to prioritize (grammar vs. style vs. clarity)","Suggestions may not always be appropriate for the specific context or audience","No integration with external style guides or brand voice documentation","No ability to learn from user feedback and improve suggestions over time"],"requires":["OSO.ai account","Text to analyze (pasted or uploaded)","Optional: context about intended audience or purpose"],"input_types":["user-written text","context about audience or purpose","specific feedback requests (e.g., 'make it more concise')"],"output_types":["feedback and suggestions for improvement","explanations of issues identified","revised text with tracked changes (if applicable)","conversational guidance on writing improvement"],"categories":["text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_oso-ai__cap_9","uri":"capability://planning.reasoning.idea.generation.and.brainstorming.with.prompt.based.exploration","name":"idea generation and brainstorming with prompt-based exploration","description":"Generates multiple ideas, concepts, or approaches in response to user prompts, allowing users to explore different directions for projects, content, or problems. The system likely uses temperature and sampling parameters to generate diverse outputs, and may use structured prompting to ensure ideas are organized and actionable. This capability enables users to overcome creative blocks and explore solution spaces without requiring external brainstorming tools or facilitators.","intents":["I'm stuck on a project and need fresh ideas or different approaches","I want to explore multiple angles on a topic before committing to one direction","I need to generate a list of potential solutions to a problem and evaluate them"],"best_for":["creative professionals and content creators overcoming creative blocks","entrepreneurs and product managers exploring solution spaces","teams brainstorming without access to dedicated facilitators"],"limitations":["Idea quality and diversity depend on prompt specificity — vague prompts produce generic ideas","No explicit control over idea generation parameters (diversity, novelty, feasibility)","Ideas may be repetitive or similar across multiple generations","No evaluation or ranking of ideas by quality, feasibility, or fit","No integration with project management or decision-making tools"],"requires":["OSO.ai account","Clear description of the problem or project","Optional: constraints, requirements, or preferences to guide idea generation"],"input_types":["natural language problem or project description","constraints and requirements","reference examples or inspiration"],"output_types":["lists of generated ideas","structured brainstorming outputs","conversational exploration of ideas","detailed elaboration on selected ideas"],"categories":["planning-reasoning","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":42,"verified":false,"data_access_risk":"high","permissions":["Active internet connection","OSO.ai account (free tier available)","No API key configuration needed — search is built into the platform","OSO.ai account with image generation credits (may require paid tier)","Text prompts for both content and image generation","OSO.ai account with automation features enabled (may require paid tier)","API keys or authentication for external services (email, calendar, document platforms, etc.)","Clear description of workflow steps in natural language","OSO.ai account","Source documents in supported formats (likely PDF, DOCX, TXT, or pasted text)"],"failure_modes":["Search results quality depends on query formulation — ambiguous queries may return irrelevant sources","Real-time search adds latency (typically 2-5 seconds per query) compared to cached responses","No explicit control over search depth, number of sources, or result filtering within the UI","Search results are not transparently cited or linked — sources are synthesized into narrative without clear attribution","Image generation quality and speed depend on underlying model — no control over which image model is used","Image generation typically requires additional credits or premium tier beyond text generation","No batch image generation — each image requires a separate request","Limited control over image parameters (aspect ratio, style, resolution) compared to native image tools","No image editing or manipulation capabilities — only generation from scratch","Automation capabilities depend on available integrations — not all tools may be supported","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.72,"ecosystem":0.35000000000000003,"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":"2026-05-24T12:16:32.436Z","last_scraped_at":"2026-04-05T13:23:42.560Z","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=oso-ai","compare_url":"https://unfragile.ai/compare?artifact=oso-ai"}},"signature":"FcKTeuH3bvRl8aJJCQSFE78yP1d5pA60ExGzcNmUQjORzDjnqnRio1Sg2lOdg0vofmsGNOaBZt4P8VGoE5IbCA==","signedAt":"2026-06-19T22:48:49.556Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/oso-ai","artifact":"https://unfragile.ai/oso-ai","verify":"https://unfragile.ai/api/v1/verify?slug=oso-ai","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"}}