SWIRL AI Search
Summary
SWIRL AI Search provides federated search across enterprise systems, querying source systems as each signed-in user and applying permissions at the source. The maker says it does not copy, index, or move source content; retrieved text is held only for the request. Ranking uses keyword/BM25, E5-Large-V2 embedding re-ranking with hybrid fusion, and an MS-MARCO cross-encoder. SWIRL can generate cited answers from retrieved sources and flag claims not supported by them. Its connector list includes more than 150 options, and it supports more than 100 LLMs, including on-prem models through Ollama and compatible frameworks. Enterprise provides a REST API and MCP server for agents to access ranked, permissioned, cited answers. Customers can deploy it on-prem, in a private VPC, or in a cloud tenant using Docker Compose or Kubernetes. Enterprise supports SSO through OAuth2/OpenID Connect. The separately licensed Semantic Cache is an exception to the no-vector-store approach, caching documents users have already retrieved with their credentials. Departmental licensing starts at $24,000/yr.
Who it is for
SWIRL is aimed at enterprises that cannot centralize their data and need search across separate systems. The maker identifies lawyers, analysts, and clinicians as examples of users who need grounded answers.
What is good
- Searches source systems as the signed-in user.
- Provides answers with citations.
- Lists more than 150 connectors and supports over 100 LLMs.
- Offers on-prem, private VPC, and cloud-tenant deployment.
- Enterprise includes an MCP server and REST API.
What to know first
- Departmental annual licensing starts at $24,000/yr.
- Semantic Cache is separately licensed.
- Compliance obligations depend on customer-configured controls.
Verdict
SWIRL combines permission-aware federated search with cited answers and agent access. Its deployment options suit organizations with varied environments, while licensing and customer-managed compliance controls deserve attention.
SWIRL AI Search plans and pricing
All plansCompared on AI enterprise search software
- Free plan
- Yesswirlaiconnect.com
- Permission sync
- Yesswirlaiconnect.com
- Answer citations
- Yesswirlaiconnect.com
- Deployment options
- hybridswirlaiconnect.com
- Indexed content limit
- 0 GBswirlaiconnect.com
- Admin controls
- Yesswirlaiconnect.com
Facts
- Product
- SWIRL provides federated AI search across enterprise systems, querying live as each signed-in user with permissions enforced at the source.swirlaiconnect.com · 30 Sept 2026
- Zero-copy retrieval
- The maker says searches run against source systems without copying, indexing, or moving source content; retrieved text is held for the request duration.swirlaiconnect.com · 30 Sept 2026
- Ranking
- Its three-pass ranking uses keyword/BM25, E5-Large-V2 embedding re-ranking with hybrid fusion, and an MS-MARCO cross-encoder.swirlaiconnect.com · 30 Sept 2026
- Answers
- SWIRL generates cited answers from retrieved sources and can flag claims that are not supported by the retrieved material.swirlaiconnect.com · 30 Sept 2026
- Connectors
- The maker lists more than 150 connectors, including Microsoft 365, Google Workspace, Salesforce, ServiceNow, GitHub, Confluence, Jira, Box, and databases.swirlaiconnect.com · 30 Sept 2026
- LLMs
- SWIRL supports more than 100 LLMs, including OpenAI, Azure OpenAI, Anthropic Claude, Google Gemini, Mistral, and on-prem models through Ollama and compatible frameworks.swirlaiconnect.com · 30 Sept 2026
- Agent access
- The Enterprise product exposes a REST API and first-class MCP server for agents to access the same ranked, permissioned, cited answers.swirlaiconnect.com · 30 Sept 2026
- Deployment
- SWIRL can run inside a customer's environment on-prem, in a private VPC, or in a cloud tenant, using Docker Compose or Kubernetes.swirlaiconnect.com · 30 Sept 2026
- Security
- SWIRL Enterprise supports SSO through OAuth2/OpenID Connect, and the maker says source ACLs are preserved by passing through the user's identity.swirlaiconnect.com · 30 Sept 2026
- PII controls
- Enterprise can use Microsoft Presidio to detect and redact personal information, with redaction enabled per SearchProvider.swirlaiconnect.com · 30 Sept 2026
- Compliance
- The maker says customers configure SWIRL and their surrounding controls to meet their regulatory obligations; it offers configuration guidance and, under NDA, audit-support artifacts.swirlaiconnect.com · 30 Sept 2026
- Limits
- The optional Semantic Cache is separately licensed and is the exception to the no-vector-store approach; its caching is based on documents users have already retrieved with their credentials.swirlaiconnect.com · 30 Sept 2026
- Support
- Departmental includes community and email support, Business includes a standard SLA and priority support, and Enterprise includes a premium SLA and named technical account manager.swirlaiconnect.com · 30 Sept 2026
- Audience
- The maker positions SWIRL for enterprises that cannot centralize their data and identifies lawyers, analysts, and clinicians as examples of users relying on grounded AI answers.swirlaiconnect.com · 30 Sept 2026
Company
- Founded
- 2024swirlaiconnect.com · 28 Sept 2026
- Headquarters
- Waltham, Massachusetts, United Statesswirlaiconnect.com · 28 Sept 2026
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Sources
- swirlaiconnect.com· checked 30 Sept 2026
- swirlaiconnect.com/faq· checked 30 Sept 2026
- swirlaiconnect.com/under-the-hood· checked 30 Sept 2026
- swirlaiconnect.com/connectors· checked 30 Sept 2026
- swirlaiconnect.com/pricing· checked 30 Sept 2026