{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-sentius","slug":"sentius","name":"Sentius","type":"agent","url":"https://www.sentius.ai/","page_url":"https://unfragile.ai/sentius","categories":["ai-agents"],"tags":[],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"awesome-sentius__cap_0","uri":"capability://automation.workflow.ui.map.based.workflow.orchestration.with.predefined.execution.blueprints","name":"ui map-based workflow orchestration with predefined execution blueprints","description":"Sentius executes multi-step business processes through visual workflow maps that serve as execution blueprints rather than open-ended reasoning chains. Maps define sequential or branching task flows with explicit decision points, tool invocations, and human approval gates. The agent interprets map structure to coordinate browser automation, API calls, and data transformations across 2-5 step workflows without requiring real-time LLM reasoning for each step, reducing token consumption and improving auditability.","intents":["I want to automate a repeating 3-5 step business process across multiple SaaS applications without writing code","I need to create a workflow that reads from one system, transforms data, and writes to another with human approval checkpoints","I want to reduce token costs by replacing reasoning-heavy agents with structured, predetermined execution paths","I need full audit trails and compliance enforcement for automated workflows that can't be bypassed"],"best_for":["Enterprise operations teams automating cross-application workflows (Salesforce → QuickBooks → email)","Compliance-heavy organizations requiring immutable audit trails and approval gates","Teams migrating from manual RPA to AI-driven automation with lower token budgets"],"limitations":["Workflows must be predefined in maps — agents cannot handle novel tasks outside mapped processes","Map specification format unknown — unclear if visual editor, DSL, or code-based definition","No branching logic or conditional routing documented — appears to support linear or simple branching only","Workflow complexity ceiling unknown — maximum steps, decision points, and parallel branches not specified","Requires manual map creation per workflow type — not generalizable across arbitrary business processes"],"requires":["Access to Sentius platform (cloud or on-premises deployment)","Pre-defined workflow map for the target process","API credentials or browser access to integrated systems (Salesforce, QuickBooks, SAP, Oracle, HR systems)","Human reviewer role for approval gates if compliance enforcement enabled"],"input_types":["workflow map definition (format unknown)","system credentials for integrated applications","trigger data (e.g., invoice document, customer record ID)"],"output_types":["structured data written to target systems","drafted documents (proposals, emails)","audit trail logs with full execution history","human review queue items for approval gates"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-sentius__cap_1","uri":"capability://tool.use.integration.cross.application.data.synchronization.with.browser.automation.fallback","name":"cross-application data synchronization with browser automation fallback","description":"Sentius automates data movement between enterprise systems (Salesforce, QuickBooks, SAP, Oracle, HR platforms) by prioritizing native API integrations and falling back to browser-based UI automation when APIs are unavailable or incomplete. The agent reads structured data from source systems, transforms it according to workflow rules, and writes to target systems, handling API failures gracefully by switching to UI-based interaction patterns without requiring manual intervention.","intents":["I need to sync customer data from Salesforce to QuickBooks invoicing without manual copy-paste","I want to pull HR form data from multiple systems and consolidate it into a single ERP record","I need to handle cases where an API is down or incomplete by automatically falling back to browser automation","I want to create invoice records in QuickBooks triggered by Salesforce opportunity closure"],"best_for":["Mid-market and enterprise operations teams managing 2-3 core business systems","Organizations with legacy systems lacking modern APIs that require UI-based integration","Teams needing resilient data pipelines that degrade gracefully when APIs fail"],"limitations":["Hardcoded integrations per application — not generalizable to arbitrary SaaS platforms","API dependency creates failure modes when APIs change or become unavailable — browser fallback adds latency and fragility","No documented retry logic or recovery mechanisms for failed synchronizations","Data transformation rules appear application-specific — unclear if custom transformation logic is supported","Concurrent synchronization limits unknown — maximum parallel workflows not specified"],"requires":["API credentials for source and target systems (OAuth tokens, API keys)","Browser automation capability enabled (implies Chromium/Selenium-based execution environment)","Network access to both source and target systems from execution environment","Data schema mapping between source and target systems (format unknown)"],"input_types":["structured data from source system (customer records, invoices, HR forms)","system API credentials","data transformation rules or mapping configuration"],"output_types":["synchronized records in target system","error logs for failed synchronizations","audit trail showing source → target data lineage"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-sentius__cap_10","uri":"capability://automation.workflow.workflow.execution.with.token.cost.optimization.through.map.based.planning","name":"workflow execution with token cost optimization through map-based planning","description":"Sentius reduces LLM token consumption by replacing open-ended reasoning with predefined workflow maps that specify exact execution steps upfront. Rather than using chain-of-thought reasoning for each step, the agent follows the map structure, invoking tools and making decisions based on map-defined logic. This approach eliminates per-step LLM inference, reducing token usage and associated costs compared to reasoning-based agents that must reason about each step.","intents":["I want to automate workflows with lower token costs than reasoning-based agents","I need to replace heavy AI reasoning with lightweight, predetermined execution paths","I want to understand and predict the cost of running a workflow before execution","I need to optimize token usage for high-volume workflow execution"],"best_for":["Organizations running high-volume workflows where token costs are significant","Teams wanting predictable, budgetable automation costs","Scenarios where workflow logic is well-defined and doesn't require dynamic reasoning"],"limitations":["Actual token cost metrics not provided — unclear how much cost reduction is achieved","No pricing model documented — unclear how usage is metered or billed","Token budget allocation across workflow steps unknown","Comparison benchmarks not provided — unclear how token usage compares to alternatives","Cost optimization only applies to predefined workflows — novel tasks may still require reasoning"],"requires":["Predefined workflow maps (cost optimization only applies to mapped workflows)","Understanding of workflow structure to estimate token usage"],"input_types":["workflow maps","trigger data"],"output_types":["workflow execution results","token usage logs (format unknown)","cost reports (format unknown)"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-sentius__cap_2","uri":"capability://data.processing.analysis.document.extraction.and.structured.data.verification","name":"document extraction and structured data verification","description":"Sentius reads unstructured documents (PDFs, emails, scanned forms) and extracts structured data fields (customer names, invoice amounts, compliance dates) with verification logic to ensure accuracy. The agent uses document parsing combined with cross-system validation — comparing extracted data against existing records in connected systems to flag discrepancies and prevent downstream errors. Extracted data is formatted for direct insertion into target systems without manual reformatting.","intents":["I need to extract invoice line items from PDF documents and auto-populate QuickBooks without manual data entry","I want to read customer information from email attachments and verify it matches our CRM before creating records","I need to extract compliance dates from contracts and flag any that are outside acceptable ranges","I want to pull scope and billing information from documents and use it to auto-generate proposals"],"best_for":["Finance teams processing high-volume invoices or expense reports","Compliance teams verifying contract terms and dates against regulatory requirements","Sales operations automating proposal generation from customer documents"],"limitations":["Document format support unknown — unclear if OCR, PDF text extraction, or image-based parsing is used","Extraction accuracy not documented — no error rates or confidence scores provided","Verification logic appears system-specific — unclear if custom validation rules can be defined","Scanned/image-based documents may require OCR — performance and accuracy for handwritten or low-quality scans unknown","No mention of handling multi-page documents or complex table structures"],"requires":["Document access (file upload, email integration, or cloud storage connection)","Connected systems for cross-validation (CRM, ERP, compliance database)","Extraction schema or field mapping configuration (format unknown)","Validation rules for flagging discrepancies"],"input_types":["PDF documents","email attachments","scanned images","structured document templates"],"output_types":["extracted structured data (JSON or system-specific format)","verification report with flagged discrepancies","formatted data ready for system insertion","audit trail showing extraction confidence and validation results"],"categories":["data-processing-analysis","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-sentius__cap_3","uri":"capability://automation.workflow.multi.step.approval.workflow.enforcement.with.immutable.audit.trails","name":"multi-step approval workflow enforcement with immutable audit trails","description":"Sentius implements compliance-enforced approval workflows where critical actions (sending proposals, approving invoices, executing data changes) require human sign-off at predefined gates that cannot be bypassed or skipped. Each approval step is logged with timestamp, approver identity, and decision rationale in an immutable audit trail. The agent pauses execution at approval gates, queues items for human review, and resumes only after explicit approval, ensuring regulatory compliance and accountability.","intents":["I need to ensure all proposals are reviewed by a manager before being sent to customers","I want to enforce approval workflows for invoice creation that comply with our financial controls","I need immutable audit trails showing who approved what and when for compliance audits","I want to prevent agents from bypassing approval steps even if they have system credentials"],"best_for":["Regulated industries (finance, healthcare, legal) requiring immutable audit trails","Organizations with strict approval hierarchies and financial controls","Compliance teams needing to prove approval workflows were followed during audits"],"limitations":["Approval gate configuration format unknown — unclear how gates are defined in workflow maps","Audit trail format and retention policy not documented — unclear if logs are tamper-proof or just logged","Escalation logic for unapproved items unknown — what happens if approver doesn't respond?","Multi-level approval chains not documented — unclear if sequential or parallel approvals supported","Audit trail access control not specified — who can view/export audit logs?"],"requires":["Defined approval workflow map with explicit gate definitions","Approver roles and permissions configured in Sentius","Human reviewer access to approval queue (web UI or email notifications)","Audit trail storage and retention infrastructure"],"input_types":["workflow map with approval gate definitions","items pending approval (proposals, invoices, data changes)","approver identity and role information"],"output_types":["approval queue items with context for human review","immutable audit trail logs (format unknown)","approval decision notifications","compliance reports showing approval chain"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-sentius__cap_4","uri":"capability://automation.workflow.on.premises.agent.execution.with.data.residency.guarantees","name":"on-premises agent execution with data residency guarantees","description":"Sentius can be deployed entirely within a customer's secure environment — either on employee devices or in virtual desktop infrastructure (VDI) — ensuring that sensitive data never leaves the organization's perimeter. The agent executes workflows locally, accessing only systems within the internal network, and maintains full data residency compliance. This deployment model eliminates cloud data transmission risks while preserving the ability to automate cross-system workflows.","intents":["I need to automate workflows without sending sensitive customer data to cloud services","I want to comply with data residency regulations (GDPR, HIPAA, SOC 2) that prohibit cloud processing","I need to run agents on employee devices or VDI infrastructure for security isolation","I want to automate internal systems that are not accessible from the internet"],"best_for":["Regulated industries (healthcare, finance, government) with strict data residency requirements","Organizations with internal-only systems not exposed to the internet","Teams requiring complete data isolation and no cloud dependencies"],"limitations":["Compute and resource requirements for local deployment unknown — unclear if lightweight or resource-intensive","Network bandwidth requirements not specified — unclear if agents require constant connectivity","Storage requirements for workflow maps and audit trails not documented","Update and patch management for on-premises deployment not described","Support for concurrent agents on local infrastructure unknown — scalability limits not specified","Cloud deployment option availability unclear — on-premises may be only option"],"requires":["On-premises infrastructure (employee device, VDI, or internal server)","Network access to internal systems from execution environment","Local storage for workflow maps and audit trails","System administration access to deploy and manage agent software"],"input_types":["workflow maps","internal system credentials","trigger data from internal systems"],"output_types":["data written to internal systems only","local audit trail logs","no data transmitted outside organization perimeter"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-sentius__cap_5","uri":"capability://tool.use.integration.browser.based.ui.automation.for.legacy.system.integration","name":"browser-based ui automation for legacy system integration","description":"Sentius automates interaction with legacy enterprise systems and web applications by controlling a browser to click buttons, fill forms, and read screen content. The agent uses visual element detection and DOM parsing to locate UI components, interact with them programmatically, and extract data from rendered pages. This capability enables integration with systems lacking modern APIs or where API access is restricted, providing a fallback when native integrations are unavailable.","intents":["I need to automate workflows in legacy ERP systems that don't have APIs","I want to fill out web forms and submit them without manual interaction","I need to extract data from web applications by reading rendered page content","I want to handle systems where API access is restricted or incomplete"],"best_for":["Organizations with legacy systems lacking modern APIs","Teams integrating with third-party SaaS applications with limited API coverage","Scenarios where API access is restricted or rate-limited"],"limitations":["Browser automation is slower than API-based integration — adds latency per interaction","Fragile to UI changes — if application redesigns, automation may break without updates","No documented handling of dynamic content, JavaScript rendering, or AJAX-based updates","Captcha, MFA, and other security mechanisms may block automation — handling strategy unknown","Performance at scale unknown — unclear if concurrent browser instances are supported","Visual element detection accuracy not documented — may fail on complex or unfamiliar UI layouts"],"requires":["Browser automation runtime (Chromium/Selenium-based, implied)","Network access to target web application","User credentials for authentication","UI element selectors or visual detection configuration (format unknown)"],"input_types":["target web application URL","user credentials","form data to input","UI element selectors or visual patterns"],"output_types":["form submissions and page interactions","extracted data from rendered pages","screenshots or interaction logs for debugging"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-sentius__cap_6","uri":"capability://safety.moderation.compliance.screening.and.regulatory.enforcement","name":"compliance screening and regulatory enforcement","description":"Sentius enforces compliance rules within automated workflows by validating data against regulatory requirements, flagging violations, and preventing non-compliant actions from executing. The agent checks extracted or processed data against compliance rules (e.g., sanctions lists, contract term limits, approval thresholds) and either blocks execution, routes to human review, or logs violations for audit purposes. Compliance enforcement is built into workflow maps as non-bypassable gates.","intents":["I need to screen customer data against sanctions lists before creating records","I want to enforce contract term limits and flag any agreements outside acceptable ranges","I need to prevent invoices above a certain amount from being processed without approval","I want to ensure all data changes are logged for compliance audits"],"best_for":["Regulated industries (finance, healthcare, legal) with strict compliance requirements","Organizations managing high-risk transactions requiring screening","Teams needing to prove compliance enforcement during audits"],"limitations":["Compliance rule definition format unknown — unclear how rules are specified or updated","Regulatory data sources (sanctions lists, compliance databases) not documented — unclear if integrated or manual","Rule update frequency not specified — unclear how often compliance rules are refreshed","Escalation logic for compliance violations not documented — what happens when a violation is detected?","Custom compliance rules support unknown — may be limited to predefined rule sets"],"requires":["Compliance rules defined in workflow maps","Access to regulatory data sources (if integrated) or manual rule configuration","Human review queue for compliance violations","Audit trail infrastructure for logging violations"],"input_types":["data to be screened (customer records, transactions, contracts)","compliance rules and thresholds","regulatory reference data (sanctions lists, etc.)"],"output_types":["compliance screening results (pass/fail/review)","violation logs with details","audit trail showing compliance checks performed","human review queue items for violations"],"categories":["safety-moderation","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-sentius__cap_7","uri":"capability://automation.workflow.regression.testing.and.ui.validation.automation","name":"regression testing and ui validation automation","description":"Sentius automates testing workflows by executing predefined test scenarios across web applications and systems, validating that UI elements render correctly, forms submit successfully, and data flows through systems as expected. The agent performs actions (clicks, form fills, submissions) and verifies outcomes (page loads, data appears in target system, error messages don't appear). Test results are logged with screenshots and interaction traces for debugging failures.","intents":["I want to run regression tests across our web application after each deployment","I need to validate that form submissions work correctly across different browsers","I want to verify that data flows correctly from one system to another","I need to check for WCAG/ADA compliance issues in our UI"],"best_for":["QA teams automating regression testing for web applications","Organizations needing continuous validation of cross-system data flows","Teams verifying accessibility compliance (WCAG, ADA)"],"limitations":["Test scenario definition format unknown — unclear how test cases are specified","Assertion logic not documented — unclear how test results are validated","No mention of test data management or environment setup","Accessibility validation scope unknown — unclear which WCAG/ADA standards are checked","Performance testing not mentioned — unclear if load testing or performance validation is supported","Test result reporting format unknown — unclear if integration with CI/CD tools exists"],"requires":["Test scenario definitions (format unknown)","Access to test environments or staging systems","Test data or fixtures","Assertion rules or expected outcome definitions"],"input_types":["test scenario definitions","test data","target application URLs","expected outcome specifications"],"output_types":["test execution results (pass/fail)","screenshots of test steps","interaction traces for debugging","accessibility validation reports"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-sentius__cap_8","uri":"capability://tool.use.integration.email.drafting.and.reading.with.system.integration","name":"email drafting and reading with system integration","description":"Sentius automates email workflows by reading incoming emails (extracting sender, subject, body, attachments), drafting responses based on workflow rules, and sending emails on behalf of users. The agent can extract data from email content, use it to trigger downstream workflows (e.g., create CRM record from customer email), and draft professional responses that are queued for human review before sending. Email integration connects to standard email systems (IMAP, SMTP, or cloud email APIs).","intents":["I want to automatically draft responses to customer emails based on the content","I need to extract customer information from emails and create CRM records","I want to read email attachments and use them to trigger workflows","I need to send follow-up emails after a workflow completes, but have them reviewed first"],"best_for":["Customer service teams automating email responses","Sales teams extracting customer information from emails","Operations teams triggering workflows based on email content"],"limitations":["Email system support not documented — unclear if IMAP, SMTP, Office 365, Gmail APIs are supported","Draft quality not specified — unclear if drafts are human-quality or require significant editing","Attachment handling limited — unclear if all file types are supported or if parsing is available","Email threading and conversation context handling unknown","Spam/phishing detection not mentioned — unclear if malicious emails are filtered","Rate limiting and quota management unknown — unclear if email sending is throttled"],"requires":["Email system credentials (IMAP, SMTP, or cloud email API access)","Email drafting rules or templates (format unknown)","Human review queue for drafted emails before sending","Connected systems for data extraction (CRM, ERP, etc.)"],"input_types":["incoming emails (text, HTML, attachments)","email drafting rules or templates","system data for context (CRM records, etc.)"],"output_types":["extracted email data (sender, subject, body, attachments)","drafted email responses (queued for review)","sent emails with audit trail","triggered workflows based on email content"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-sentius__cap_9","uri":"capability://tool.use.integration.system.integration.with.hardcoded.application.connectors","name":"system integration with hardcoded application connectors","description":"Sentius provides pre-built connectors for major enterprise systems (Salesforce, QuickBooks, SAP, Oracle, HR systems) that handle authentication, API communication, and data schema mapping. Each connector encapsulates system-specific logic (API endpoints, authentication methods, data transformation rules) so workflows can reference systems by name rather than managing raw API calls. Connectors abstract away API complexity and enable non-technical users to build cross-system workflows.","intents":["I want to connect Salesforce and QuickBooks without writing API code","I need to sync data between SAP and our HR system automatically","I want to read customer data from Salesforce and use it in a workflow","I need to write invoice records to QuickBooks from a workflow"],"best_for":["Non-technical business users building cross-system workflows","Organizations using standard enterprise systems (Salesforce, QuickBooks, SAP, Oracle)","Teams wanting to avoid custom API integration code"],"limitations":["Limited to predefined connectors — custom systems or niche applications not supported","Connector coverage unknown — unclear which systems are supported beyond listed examples","Data schema mapping appears application-specific — unclear if custom field mapping is supported","API version compatibility unknown — unclear if connectors support multiple API versions","Custom authentication methods (OAuth, SAML, API keys) support unclear","Connector update frequency unknown — unclear how quickly new API versions are supported"],"requires":["System credentials (OAuth tokens, API keys, username/password)","Connector for target system (pre-built by Sentius)","Data schema knowledge for source and target systems","Field mapping configuration (format unknown)"],"input_types":["system credentials","data to sync (records, documents, etc.)","field mapping configuration"],"output_types":["synchronized data in target system","error logs for failed syncs","audit trail showing data lineage"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":28,"verified":false,"data_access_risk":"high","permissions":["Access to Sentius platform (cloud or on-premises deployment)","Pre-defined workflow map for the target process","API credentials or browser access to integrated systems (Salesforce, QuickBooks, SAP, Oracle, HR systems)","Human reviewer role for approval gates if compliance enforcement enabled","API credentials for source and target systems (OAuth tokens, API keys)","Browser automation capability enabled (implies Chromium/Selenium-based execution environment)","Network access to both source and target systems from execution environment","Data schema mapping between source and target systems (format unknown)","Predefined workflow maps (cost optimization only applies to mapped workflows)","Understanding of workflow structure to estimate token usage"],"failure_modes":["Workflows must be predefined in maps — agents cannot handle novel tasks outside mapped processes","Map specification format unknown — unclear if visual editor, DSL, or code-based definition","No branching logic or conditional routing documented — appears to support linear or simple branching only","Workflow complexity ceiling unknown — maximum steps, decision points, and parallel branches not specified","Requires manual map creation per workflow type — not generalizable across arbitrary business processes","Hardcoded integrations per application — not generalizable to arbitrary SaaS platforms","API dependency creates failure modes when APIs change or become unavailable — browser fallback adds latency and fragility","No documented retry logic or recovery mechanisms for failed synchronizations","Data transformation rules appear application-specific — unclear if custom transformation logic is supported","Concurrent synchronization limits unknown — maximum parallel workflows not specified","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.32,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.28,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-06-17T09:51:04.049Z","last_scraped_at":"2026-05-03T14:00:10.321Z","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=sentius","compare_url":"https://unfragile.ai/compare?artifact=sentius"}},"signature":"vsP6owmY6m34IXP9aO/MuM5Cba64GrtmxgdKlKr71B8sl8Uz5xQnGEGxq67Kla8Ak3Gysy0R6CnKbFCwXqKlDA==","signedAt":"2026-06-22T09:12:58.979Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/sentius","artifact":"https://unfragile.ai/sentius","verify":"https://unfragile.ai/api/v1/verify?slug=sentius","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"}}