[Release] Vision-LLM based self-healing QA solution SyncEta desktop app is now available. Go to Download Page →
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Frequently Asked Questions

Key answers for IT leaders and operators on automation ROI, safety safeguards, air-gapped security, and deployment.

Benefits
Does Empasy solve the brittle breakage problem seen in legacy RPA when UI layouts change?
Yes. Traditional RPA fails whenever selectors or screen coordinates change. Empasy's autonomous agents combine Vision-LLM and semantic text understanding to locate target elements contextually, adapting automatically even when UI layouts or CSS classes are restructured.
Scope of Automation
Which operational tasks in our organization can we automate first?
You can immediately automate routine, error-prone workflows including release regression testing (QA), recurring web data extraction and pipeline sync, multilingual product content localization, and cross-system operational log analysis with daily briefing synthesis.
Multi-Team Workflow
Can complex workflows spanning planning, development, QA, and operations be automated?
Yes. Rather than automating isolated tasks, Empasy deploys specialized agents (SyncCMS for planning, SyncBoot for development, SyncEta for QA, SyncInsight for analysis) that collaborate via standard protocols (MCP/A2A) to orchestrate end-to-end multi-team operations.
Ease of Use
Can non-technical operators and product managers manage automation rules and content without coding?
Yes. Operators can configure business rules, trigger workflows, and manage content using natural language prompts and intuitive visual dashboards, with live real-time previews.
Quality Assurance (QA)
Can we automate release regression testing and visual layout verification without writing scripts?
Yes. With SyncEta, teams can record browser interactions or import existing Excel test cases to run autonomous regression passes. Its built-in self-healing engine resolves broken selectors automatically, cutting script maintenance effort by over 80%.
Legacy Modernization (DevOps)
How does Empasy reduce operational overhead when modernizing complex legacy systems to cloud-native architectures?
SyncBoot automatically analyzes dependencies across monolithic codebases, decouples them into independent microservices (MSA), and scaffolds modern boilerplate code, dramatically shortening migration cycles and reducing engineering overhead.
Resilient Data Pipeline
Can external web data extraction pipelines continue operating even when target sites change layouts or enforce anti-bot measures?
Yes. SyncCrawl features visual rendering analysis that dynamically recalibrates scraping rules in real time whenever target sites update their markup. Combined with distributed worker scaling, it guarantees continuous data flow.
Decision Intelligence (BI)
Beyond static BI charts, can AI diagnose root causes and recommend actionable operational plans?
Yes. While conventional BI displays historical metrics, SyncInsight correlates cross-system operational data to diagnose anomalies and synthesizes concrete, approved action plans for human operators.
Cost Optimization (FinOps)
How do we prevent runaway LLM inference costs as autonomous agents scale across enterprise operations?
SyncLLM's intelligent routing directs simple queries to lightweight SLMs and complex reasoning to high-tier LLMs. With semantic caching and departmental budget caps, enterprise inference costs are reduced by up to 60%.
Risk Governance
How do you prevent AI agents from hallucinating, modifying unauthorized data, or causing operational accidents?
Empasy strictly enforces Spec-First Governance and Human-in-the-Loop approval. Agents cannot perform write operations autonomously; they must first draft verifiable specifications and execution plans for human digital approval before changes are committed.
Emergency Safeguards
Can administrators immediately freeze or halt all automation in an emergency?
Yes. Through the one-click Emergency Kill-Switch on the management console or via automatic anomaly thresholds, all agents' write permissions are revoked within 1 second, locking the entire system into a read-only state.
Air-Gapped Deployment
Can Empasy run in strict air-gapped on-premises or VPC networks without internet connectivity?
Yes. All Empasy solutions can be deployed as isolated containers within air-gapped networks and private VPCs. Paired with local open-source LLM runtimes (such as vLLM or Ollama), zero bytes of code or proprietary data ever leave your firewall.
Privacy & PII
Is customer PII (resident numbers, payment info) protected from being leaked or ingested by AI models?
Built-in PII inspection filters detect and mask sensitive identifiers in real time. Under enterprise licensing, no customer operational data is ever stored or utilized for external foundation model training.
Proof of Concept (PoC)
Can we validate the solution on our own systems through a Proof of Concept (PoC) before committing?
Yes. We offer a 1-to-2 week structured PoC program focusing on 1 or 2 of your key operational workflows. Our dedicated enterprise engineers benchmark time-saving metrics and projected ROI using your real scenarios.
Licensing & ROI
How is pricing structured, and what is the typical return on investment (ROI)?
We offer cloud SaaS subscriptions and on-premises perpetual/annual enterprise licenses, scaled flexibly by automated nodes and agent modules. Enterprise adopters report an average 60% to 80% reduction in routine manual maintenance overhead.
Documentation & APIs
Where can we access detailed developer documentation and API specifications?
Comprehensive integration guides, architecture specifications, and API docs are available at doc.empasy.com, with open-source plugins hosted on our official GitHub organization (DramaticCollaboration).