| Architecture era | AI-native, built for the LLM era | Parasoft founded 1987; SOAtest is a long-evolved engine that added LLM integration in late 2023 and has extended its AI Assistant since |
| Self-hosted LLM (Ollama / vLLM / LM Studio) | Yes — Trial and Enterprise plans; runs in your perimeter | Yes — bring your own OpenAI-compatible endpoint, including locally deployed models; needs an LLM Integration licence, and Ollama, vLLM and LM Studio are not named |
| AI test generation | Native multi-provider (OpenAI, Anthropic, Gemini, Azure OpenAI and more; BYO key); suites from OpenAPI, WSDL, GraphQL or requirement documents | Agentic AI Assistant generates multi-service scenarios, test data and assertions from natural language and service definitions (LLM Integration licence) |
| API specs leave perimeter | Never (self-hosted) or never by default (SaaS, BYO LLM key) | On-prem deployment; AI prompts and service details go to the LLM endpoint you configure |
| Modern UX | Modern web-based UI | Eclipse-based desktop / Java IDE-style UX (long-evolved) |
| Time to first test | Minutes from spec import to running tests | Ramp-up depends on the desktop tooling and licence setup |
| Protocol coverage | REST, SOAP/WSDL, GraphQL on all plans; JSON-RPC 2.0/MCP and WebSocket-RPC on Trial and Enterprise; SSE streaming responses | Strong SOAP/WSDL heritage; REST and GraphQL extended over time |
| OpenAPI / Swagger import | First-class import and auto-generation | Available; SOAP/WSDL is the historical center of gravity |
| CI/CD integration | GitHub Actions, Jenkins and Azure DevOps first-party integrations, plus a public REST API for GitLab CI, CircleCI, Bitbucket, and any other pipeline | Jenkins, Azure DevOps, command-line execution |
| MCP / AI agent integration | MCP server for Claude, Cursor and other MCP clients on Professional, Trial and Enterprise, plus a public REST API; JSON-RPC/MCP server testing on Trial and Enterprise | SOAtest can test MCP servers; Virtualize 2026.1 adds an MCP server for managing virtual services |
| Performance & load testing | Built from your existing functional tests — no scripts; verdict-first report, SLOs in the traceability matrix, AI failure explanation (paid add-on; in the trial) | Parasoft Load Test installs with SOAtest and reuses functional tests; capacity depends on the virtual-user licence |
| AI run triage | Failures grouped by cause with a verdict (test, data, environment, suspected defect); passing tests checked for missed regressions | Not a documented core capability |
| Project Assistant | Answers from your own project with citations; proposes changes you approve | AI Assistant helps with authoring inside SOAtest |
| Requirements traceability | Requirements extracted from many Word, PDF and Excel documents into one set, with a traceability matrix | Requirements traceability through DTP and ALM/RMS integrations (Requirements Traceability licence) |
| Service virtualization / mocks | Built-in mock server; mocks generated from your spec examples and schemas, with conditional responses and latency | Service virtualization is a separate Parasoft Virtualize product |
| RBAC + audit logs | Five built-in roles and an audit log with before/after values (no export) | Available in the broader Parasoft platform |
| SSO (SAML / OIDC / Azure AD) | SSO configuration (SAML 2.0, OIDC, Entra ID preset) with group-to-role mapping on Trial and Enterprise | Available in enterprise tier |
| Free evaluation | Free Citizen Developer Edition (single user, licence renewed free every 6 months) + 15-day Enterprise trial | Trial and pricing through Parasoft sales; no published list prices |