{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_jace","slug":"jace","name":"Jace","type":"product","url":"https://www.jace.ai","page_url":"https://unfragile.ai/jace","categories":["automation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_jace__cap_0","uri":"capability://automation.workflow.visual.workflow.builder.with.drag.and.drop.automation.composition","name":"visual workflow builder with drag-and-drop automation composition","description":"Jace provides a visual canvas-based workflow editor that allows users to compose multi-step automation sequences by dragging pre-built action blocks and connecting them with conditional logic gates. The builder abstracts underlying API calls and state management, translating visual workflows into executable automation chains without requiring code. This approach uses a node-graph architecture where each block represents a discrete action (HTTP request, data transformation, conditional branch) and edges represent data flow between steps.","intents":["I want to build a multi-step automation workflow without writing code","I need to connect multiple SaaS tools in a sequence and trigger actions based on conditions","I want to visualize the flow of my automation before executing it"],"best_for":["Non-technical marketers and HR professionals building internal automations","Small teams without dedicated DevOps or integration engineers","Rapid prototyping of workflow ideas before committing to custom development"],"limitations":["Complex branching logic with deeply nested conditionals becomes difficult to visualize and maintain in the canvas UI","No version control or collaborative editing — single-user workflow design only","Limited ability to reuse workflow components across multiple automations (no workflow templates or modular composition)"],"requires":["Web browser with modern JavaScript support (Chrome, Firefox, Safari, Edge)","Active Jace account with appropriate tier permissions"],"input_types":["trigger events (webhook, schedule, manual)","form inputs","API responses","database records"],"output_types":["workflow execution logs","action results (API responses, transformed data)","conditional branch decisions"],"categories":["automation-workflow","no-code-platform"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jace__cap_1","uri":"capability://text.generation.language.multi.domain.ai.chatbot.builder.for.customer.service.automation","name":"multi-domain ai chatbot builder for customer service automation","description":"Jace includes a dedicated chatbot module that enables creation of conversational AI agents trained on custom knowledge bases and configured with domain-specific response templates. The builder uses a combination of intent classification (matching user input to predefined intents) and retrieval-augmented generation (RAG) to ground responses in uploaded documents or knowledge articles. Chatbots can be deployed to web widgets, Slack, or custom channels via webhook, with built-in conversation logging and handoff-to-human workflows.","intents":["I want to build a customer service chatbot without training a custom LLM","I need to automate FAQ responses and escalate complex queries to human agents","I want to deploy the same chatbot across multiple channels (web, Slack, email)"],"best_for":["Customer service teams handling high-volume repetitive inquiries","Small e-commerce or SaaS companies without dedicated ML teams","Support teams seeking to reduce response time for common questions"],"limitations":["No fine-tuning of underlying LLM — responses are constrained to RAG over uploaded documents, limiting nuanced reasoning","Conversation context window limited to current session — no persistent memory across conversations for the same user","Sentiment analysis and escalation triggers are rule-based, not learned from historical interactions","No A/B testing framework for comparing chatbot response strategies"],"requires":["Knowledge base documents (PDF, TXT, or web URLs)","Jace account with chatbot module enabled","For channel deployment: API credentials for target platform (Slack workspace, custom webhook endpoint)"],"input_types":["user text messages","knowledge base documents (PDF, markdown, plain text)","conversation history (for context)"],"output_types":["chatbot responses (text)","escalation signals (to human agent queue)","conversation transcripts (structured logs)"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jace__cap_10","uri":"capability://text.generation.language.ai.powered.content.generation.for.emails.and.marketing.copy","name":"ai-powered content generation for emails and marketing copy","description":"Jace integrates generative AI capabilities to automatically create email subject lines, body copy, and marketing messages based on templates and context variables. Users provide a template with placeholders (e.g., 'Dear [customer_name], your order [order_id] is ready') and Jace's AI fills in the placeholders and optionally generates additional copy (product recommendations, call-to-action text). The AI model is fine-tuned on marketing best practices and can be configured with brand voice guidelines. Generated content is previewed before sending, allowing users to edit or regenerate if needed.","intents":["I want to generate personalized email copy at scale without hiring copywriters","I need to create subject lines optimized for open rates","I want to generate product recommendations or upsell copy based on customer data"],"best_for":["Marketing teams lacking copywriting resources","E-commerce businesses generating personalized product recommendations","SaaS companies creating templated onboarding emails"],"limitations":["Generated content quality varies — AI may produce generic or off-brand copy requiring manual editing","No fine-tuning on company-specific data — AI uses general marketing best practices, not company-specific tone or style","Limited control over content generation — users cannot specify exact output format or constraints","Generated content may not comply with industry regulations (healthcare, finance) — users responsible for compliance review"],"requires":["Template with placeholders for variable substitution","Context data (customer name, product details, etc.)","Optional: brand voice guidelines or style preferences"],"input_types":["email templates (with placeholders)","context variables (customer data, product info)","brand guidelines (optional)"],"output_types":["generated email subject lines","generated email body copy","alternative suggestions (for A/B testing)"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jace__cap_11","uri":"capability://safety.moderation.user.authentication.and.role.based.access.control.for.workflows","name":"user authentication and role-based access control for workflows","description":"Jace supports user management with role-based access control (RBAC) allowing administrators to grant permissions at the workflow, module, or organization level. Roles include Admin (full access), Editor (create/edit workflows), Viewer (read-only access), and custom roles with granular permissions. Authentication is handled via email/password, SSO (SAML, OAuth), or API keys for programmatic access. Audit logs track user actions (workflow creation, execution, deletion) for compliance.","intents":["I want to restrict who can edit or execute workflows in my organization","I need to set up SSO for my team to use Jace with company credentials","I want to audit who made changes to workflows for compliance"],"best_for":["Organizations with multiple teams needing workflow isolation","Enterprises requiring SSO and audit logging","Teams seeking to prevent accidental workflow modifications"],"limitations":["RBAC is coarse-grained — no field-level or row-level access control","No support for time-based access (e.g., temporary elevated permissions)","Audit logs may not capture all actions (e.g., workflow execution details)","No integration with external identity providers beyond SAML/OAuth"],"requires":["Jace account with admin access","User email addresses or SSO provider configuration"],"input_types":["user identity (email, SSO token)","role assignment (Admin, Editor, Viewer)"],"output_types":["access tokens (for API authentication)","audit logs (user action history)"],"categories":["safety-moderation","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jace__cap_2","uri":"capability://automation.workflow.hr.workflow.automation.with.recruiting.and.onboarding.pipelines","name":"hr workflow automation with recruiting and onboarding pipelines","description":"Jace provides pre-built automation templates for HR departments covering candidate screening, interview scheduling, offer generation, and onboarding task distribution. These workflows integrate with ATS systems (Applicant Tracking Systems) and HRIS platforms via API connectors, automatically extracting candidate data, parsing resumes, and triggering downstream actions like calendar invites or document generation. The system uses conditional logic to route candidates based on screening criteria (skills, experience level, location) and can generate personalized communications using template variables.","intents":["I want to automate candidate screening and interview scheduling without manual data entry","I need to generate offer letters and onboarding checklists automatically based on job level and department","I want to sync candidate data between our ATS and HRIS without manual updates"],"best_for":["HR teams in mid-sized companies (50-500 employees) with high hiring volume","Recruiting coordinators seeking to reduce administrative overhead","Companies using standard ATS/HRIS platforms (Workday, BambooHR, Lever, Greenhouse)"],"limitations":["Resume parsing relies on OCR and NLP heuristics — accuracy degrades with non-standard formats or handwritten sections","No native integration with all major ATS platforms — requires custom API configuration for less common systems","Offer letter and onboarding templates are text-based — no support for complex document generation with embedded images or conditional sections","No built-in compliance checking for labor laws (EEOC, GDPR) — users responsible for ensuring workflows meet legal requirements"],"requires":["Active ATS or HRIS account with API access","API credentials for target HR platform","Jace account with HR module enabled","Pre-configured email templates or document templates for offer letters"],"input_types":["resume files (PDF, DOCX)","candidate application data (structured forms)","job requisition details","interview feedback (text or structured ratings)"],"output_types":["screening decisions (pass/fail with reasoning)","calendar invites (for interviews)","offer letters (generated documents)","onboarding task lists (structured checklists)","ATS/HRIS sync updates (API calls)"],"categories":["automation-workflow","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jace__cap_3","uri":"capability://automation.workflow.marketing.campaign.automation.with.email.and.social.scheduling","name":"marketing campaign automation with email and social scheduling","description":"Jace includes a marketing automation module that enables creation of multi-channel campaign workflows combining email, SMS, and social media posting. Campaigns are triggered by user actions (form submissions, website visits, email opens) or scheduled on a recurring basis, with built-in segmentation logic to target specific audience cohorts. The system supports template variables for personalization (recipient name, company, purchase history) and includes A/B testing capabilities for subject lines and send times. Campaign performance is tracked via built-in analytics showing open rates, click-through rates, and conversion attribution.","intents":["I want to send personalized email campaigns to segmented audiences without manual list management","I need to schedule social media posts across multiple platforms and track engagement","I want to set up triggered email sequences based on user behavior (abandoned cart, signup confirmation)"],"best_for":["Marketing teams in small to mid-sized companies (10-100 person marketing departments)","E-commerce businesses automating abandoned cart and post-purchase flows","SaaS companies managing lead nurturing campaigns"],"limitations":["Email deliverability depends on shared IP reputation — no dedicated IP option for high-volume senders","Social media scheduling limited to major platforms (Facebook, Instagram, LinkedIn, Twitter) — no support for TikTok or emerging platforms","A/B testing is limited to subject lines and send times — no support for testing email body content or design variations","Attribution tracking relies on UTM parameters and pixel-based conversion tracking — no native CRM integration for multi-touch attribution"],"requires":["Email list or audience data (CSV, API, or CRM integration)","Email service provider credentials (SendGrid, Mailgun) or use Jace's built-in SMTP","Social media platform API credentials (Facebook Graph API, Twitter API, etc.)","Jace account with marketing module enabled"],"input_types":["audience segments (CSV, API, or rule-based filters)","email templates (HTML or plain text)","campaign triggers (user actions, schedules)","social media content (text, images, links)"],"output_types":["sent emails (with delivery status)","scheduled social posts (with publish confirmation)","campaign analytics (open rates, clicks, conversions)","audience segment reports"],"categories":["automation-workflow","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jace__cap_4","uri":"capability://automation.workflow.webhook.based.event.triggering.and.real.time.workflow.execution","name":"webhook-based event triggering and real-time workflow execution","description":"Jace supports webhook-based triggers that allow external systems to initiate workflows in real-time by sending HTTP POST requests to Jace-provided endpoints. Webhooks are configured with payload validation (JSON schema matching) and optional authentication (API key or OAuth token verification). When a webhook receives a matching payload, the corresponding workflow is executed immediately with the webhook data available as input variables throughout the workflow steps. This enables event-driven automation where external systems (Shopify, Stripe, custom applications) can trigger Jace workflows without polling or scheduled checks.","intents":["I want to trigger a workflow automatically when an event occurs in an external system (e.g., new Shopify order)","I need to validate incoming webhook payloads to ensure they match expected schemas before processing","I want to pass data from external systems into my Jace workflows without manual data entry"],"best_for":["Teams integrating Jace with event-driven systems (e-commerce platforms, payment processors, custom APIs)","Developers building real-time automation that requires sub-second latency","Systems where polling-based triggers are insufficient due to frequency limits or latency requirements"],"limitations":["Webhook delivery is not guaranteed — failed requests are retried with exponential backoff but may eventually be dropped after max retries","No built-in deduplication — duplicate webhook payloads will trigger duplicate workflow executions unless explicitly handled in workflow logic","Webhook payload size limited to 10MB — large payloads (video files, bulk data) must be referenced via URL rather than embedded","No webhook signature verification for custom systems — relies on API key authentication which is less secure than HMAC-SHA256 signing"],"requires":["Jace account with webhook trigger capability enabled","External system capable of sending HTTP POST requests","Webhook URL provided by Jace (unique per workflow)","Optional: API key for webhook authentication"],"input_types":["JSON payloads (from webhook POST requests)","query parameters (in webhook URL)","HTTP headers (for authentication or metadata)"],"output_types":["workflow execution status (success/failure)","workflow execution logs (for debugging)","response payload (optional, configurable per workflow)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jace__cap_5","uri":"capability://tool.use.integration.pre.built.integration.connectors.for.saas.platforms.and.apis","name":"pre-built integration connectors for saas platforms and apis","description":"Jace provides a library of pre-built connectors for popular SaaS platforms (Salesforce, HubSpot, Slack, Google Workspace, Microsoft 365, Stripe, Shopify, etc.) that abstract away API authentication and endpoint complexity. Each connector exposes a set of actions (create record, update field, send message) and triggers (new record, field changed) that can be used in workflows without writing API calls. Connectors handle OAuth token refresh, rate limiting, and error handling transparently. For platforms without pre-built connectors, Jace supports generic HTTP request actions allowing custom API integration.","intents":["I want to connect Jace to my existing SaaS tools without learning their APIs","I need to sync data between multiple platforms (e.g., Salesforce to Slack notifications)","I want to perform actions in external systems (create Salesforce leads, send Slack messages) as part of my workflows"],"best_for":["Non-technical users integrating Jace with standard business tools","Teams using popular SaaS platforms with pre-built Jace connectors","Organizations seeking to reduce integration complexity and maintenance overhead"],"limitations":["Pre-built connectors only expose a subset of each platform's API — advanced or newly-released API endpoints may not be available","Connector updates are managed by Jace — if a SaaS platform changes its API, users must wait for Jace to update the connector","Rate limiting is handled at the connector level — if Jace hits a platform's rate limit, all users' workflows are throttled","No support for custom authentication schemes (mTLS, custom headers) — limited to OAuth, API keys, and basic auth"],"requires":["Active account with the target SaaS platform","API credentials or OAuth permissions for the platform","Jace account with the desired connector enabled"],"input_types":["workflow data (from previous steps)","platform-specific record IDs or identifiers","field values (for create/update operations)"],"output_types":["platform API responses (record IDs, confirmation messages)","trigger data (new records, field changes)","error messages (for failed operations)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jace__cap_6","uri":"capability://automation.workflow.conditional.logic.and.branching.for.workflow.decision.making","name":"conditional logic and branching for workflow decision-making","description":"Jace workflows support conditional branching using if-then-else logic gates that evaluate expressions based on workflow data. Conditions can be simple (field equals value) or complex (multiple AND/OR operators, regex pattern matching, date comparisons). Each branch can execute different action sequences, enabling workflows to adapt behavior based on runtime data. The visual builder displays branches as separate paths in the workflow diagram, making logic flow explicit and auditable.","intents":["I want to route workflow execution down different paths based on data values (e.g., if order total > $100, apply discount)","I need to skip steps conditionally (e.g., only send email if user opted in)","I want to implement complex business logic without writing code (e.g., if status is 'approved' AND amount < $5000, auto-approve)"],"best_for":["Non-technical users implementing conditional business logic","Workflows with multiple decision points (approval chains, routing logic)","Teams seeking to encode business rules without custom code"],"limitations":["Complex nested conditionals (more than 3-4 levels) become difficult to visualize and maintain in the canvas UI","No support for advanced control flow (loops, recursion) — each workflow executes linearly with branching","Condition evaluation is synchronous — no async/await patterns for long-running checks","Limited debugging — no step-through debugging or condition evaluation tracing"],"requires":["Workflow data available from previous steps","Understanding of comparison operators (equals, contains, greater than, regex match)"],"input_types":["workflow variables (from previous steps)","literal values (strings, numbers, dates)","regex patterns (for text matching)"],"output_types":["branch selection (which path to execute)","execution logs (showing which conditions evaluated to true/false)"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jace__cap_7","uri":"capability://data.processing.analysis.data.transformation.and.field.mapping.between.systems","name":"data transformation and field mapping between systems","description":"Jace includes a data transformation step that allows mapping and reshaping data as it flows through workflows. Transformations support field renaming, type conversion (string to number, date parsing), concatenation, substring extraction, and simple calculations. The transformation builder provides a visual interface for mapping source fields to target fields, with preview functionality showing sample output. For complex transformations, users can write JavaScript expressions to compute derived fields.","intents":["I want to map fields from one system to another (e.g., Salesforce 'Account Name' to HubSpot 'Company')","I need to transform data formats (convert date from MM/DD/YYYY to YYYY-MM-DD)","I want to combine multiple fields into a single value (concatenate first and last name)"],"best_for":["Integration workflows where source and target systems use different field names or formats","Data migration or sync scenarios requiring field-level transformations","Non-technical users needing to reshape data without writing code"],"limitations":["No support for complex transformations (pivot tables, aggregations, joins) — limited to field-level operations","JavaScript expression support is limited — no access to external libraries or async operations","No built-in validation — users must manually verify transformation output","Performance degrades with large datasets (>10,000 records) — transformations are applied sequentially"],"requires":["Source data with defined fields","Target schema or field mapping specification","Basic understanding of data types and formats"],"input_types":["structured data (JSON, CSV)","field values (strings, numbers, dates)","arrays (for concatenation or extraction)"],"output_types":["transformed data (reshaped JSON or CSV)","derived fields (computed values)","validation errors (if transformation fails)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jace__cap_8","uri":"capability://automation.workflow.workflow.execution.logging.and.debugging.with.step.level.visibility","name":"workflow execution logging and debugging with step-level visibility","description":"Jace provides detailed execution logs for each workflow run, showing step-by-step execution status, input/output data, and error messages. Logs are accessible via the Jace dashboard and include timestamps, execution duration, and variable state at each step. Users can filter logs by workflow, date range, or execution status (success/failure). For failed executions, Jace highlights the failing step and provides error details to aid debugging. Logs are retained for a configurable period (typically 30-90 days depending on plan).","intents":["I want to debug why a workflow failed and see what data caused the error","I need to audit workflow executions for compliance or troubleshooting","I want to monitor workflow performance and identify slow steps"],"best_for":["Teams troubleshooting workflow failures","Organizations requiring audit trails for compliance","Developers optimizing workflow performance"],"limitations":["Logs are not real-time — there is a slight delay (seconds to minutes) before logs appear in the dashboard","Log retention is limited by plan tier — free tier may only retain logs for 7 days","No log export functionality — logs must be viewed in the Jace dashboard","Sensitive data (API keys, passwords) may be logged — users must be careful not to expose secrets in workflow data"],"requires":["Workflow execution (logs are generated automatically)","Jace dashboard access to view logs"],"input_types":["workflow execution events (automatically captured)"],"output_types":["execution logs (step-by-step details)","error messages (with stack traces)","performance metrics (execution duration per step)"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_jace__cap_9","uri":"capability://automation.workflow.scheduled.workflow.execution.with.cron.based.timing","name":"scheduled workflow execution with cron-based timing","description":"Jace supports scheduling workflows to execute on a recurring basis using cron expressions or simplified scheduling UI (daily, weekly, monthly, custom intervals). Scheduled workflows execute at specified times in the user's timezone, with optional jitter to avoid thundering herd problems. Execution history is tracked and users can manually trigger scheduled workflows on-demand. Failed scheduled executions can be configured to retry automatically or send notifications.","intents":["I want to run a workflow daily to sync data between systems","I need to generate and send reports on a weekly basis","I want to clean up old records in my database on a monthly schedule"],"best_for":["Batch processing workflows that don't require real-time execution","Recurring data sync and reporting tasks","Maintenance workflows (cleanup, archival)"],"limitations":["Minimum scheduling granularity is 1 minute — sub-minute scheduling is not supported","Timezone handling can be error-prone — daylight saving time transitions may cause missed or duplicate executions","No support for complex scheduling patterns (e.g., 'every 2nd Tuesday of the month') — limited to standard cron syntax","Scheduled execution timing is not guaranteed to be exact — Jace may execute within a few seconds of the scheduled time"],"requires":["Workflow definition","Cron expression or simplified schedule configuration","Timezone specification"],"input_types":["schedule configuration (cron or UI-based)","timezone (for schedule interpretation)"],"output_types":["scheduled execution events","execution logs (same as manual execution)","notifications (on success/failure)"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":44,"verified":false,"data_access_risk":"high","permissions":["Web browser with modern JavaScript support (Chrome, Firefox, Safari, Edge)","Active Jace account with appropriate tier permissions","Knowledge base documents (PDF, TXT, or web URLs)","Jace account with chatbot module enabled","For channel deployment: API credentials for target platform (Slack workspace, custom webhook endpoint)","Template with placeholders for variable substitution","Context data (customer name, product details, etc.)","Optional: brand voice guidelines or style preferences","Jace account with admin access","User email addresses or SSO provider configuration"],"failure_modes":["Complex branching logic with deeply nested conditionals becomes difficult to visualize and maintain in the canvas UI","No version control or collaborative editing — single-user workflow design only","Limited ability to reuse workflow components across multiple automations (no workflow templates or modular composition)","No fine-tuning of underlying LLM — responses are constrained to RAG over uploaded documents, limiting nuanced reasoning","Conversation context window limited to current session — no persistent memory across conversations for the same user","Sentiment analysis and escalation triggers are rule-based, not learned from historical interactions","No A/B testing framework for comparing chatbot response strategies","Generated content quality varies — AI may produce generic or off-brand copy requiring manual editing","No fine-tuning on company-specific data — AI uses general marketing best practices, not company-specific tone or style","Limited control over content generation — users cannot specify exact output format or constraints","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.36666666666666664,"quality":0.78,"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":"2026-05-24T12:16:31.445Z","last_scraped_at":"2026-04-05T13:23:42.551Z","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=jace","compare_url":"https://unfragile.ai/compare?artifact=jace"}},"signature":"dijT5SvnMR4e73do1xcObm8YXA0SM0OZVRNxgHOwyV1223NL0Un2+KQ2u3rFlBNvDvX1xK18Z85MtpOGpy5kAQ==","signedAt":"2026-06-22T01:57:24.694Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/jace","artifact":"https://unfragile.ai/jace","verify":"https://unfragile.ai/api/v1/verify?slug=jace","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"}}