SWIRL AI Search
Ranked in AI Enterprise Search Software ·Free trial· paid from $2,000/mo
About
SWIRL AI Search connects AI search to enterprise systems while querying each source as the signed-in user, with permissions enforced at the source. The maker says source content is not copied, indexed, or moved; retrieved text is held only for the request. Search ranking runs through keyword/BM25, E5-Large-V2 embedding re-ranking with hybrid fusion, then an MS-MARCO cross-encoder. It can produce answers with citations and flag claims unsupported by retrieved material. The listed connector catalog exceeds 150, and SWIRL supports more than 100 LLMs, from OpenAI and Claude to on-prem models through Ollama and compatible frameworks. Enterprise offers a REST API and MCP server for agent access to ranked, permissioned answers. Deployment options include on-premises, private VPC, or a cloud tenant, using Docker Compose or Kubernetes. Enterprise also supports OAuth2/OpenID Connect SSO and optional Microsoft Presidio PII redaction. Pricing includes a free plan and paid plans from $24,000 per year; Semantic Cache is separately licensed.
Who it is for
SWIRL suits enterprises that need search across systems they cannot centralize, including teams where lawyers, analysts, or clinicians rely on grounded answers. Its on-premises and private-cloud options may fit teams with deployment constraints.
What is good
- Queries source systems as the signed-in user
- More than 150 listed connectors
- Supports more than 100 LLMs
- REST API and MCP server for agents
- Answers include citations
What to know first
- Semantic Cache is separately licensed
- Enterprise plan is $150,000.00 USD per year
- PII redaction is configured per SearchProvider
Verdict
SWIRL combines federated retrieval with permission-aware, cited answers and agent access. Teams should account for the separately licensed cache and the listed annual plan costs when evaluating deployment scope.
Compared 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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Where it ranks on Inferse
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