SWIRL 5 · Now in Preview

The private knowledge layer
for enterprise AI.

Claude can draft. Copilot can summarize. Neither knows which answer your organization has approved. SWIRL 5 does. It serves your teams of humans and agents the canonical, approved answer, pulled live from the systems you already run, with no copying, no second index, no vector database.

Talk to Us See it on your own stack →
A 30-minute working session against a slice of your own systems, run by the person who built it.
Evaluating? See what's under the hood or read the docs.
SWIRL 5 - Galaxy
SWIRL 5 topic dashboard with workspaces and recent files
SWIRL 5 starting a search from the dashboard
SWIRL 5 federating one query across every connected system
SWIRL 5 canonical answer pinned for a query
SWIRL 5 real-time RAG answer with citations
SWIRL 5 cite viewer tracing an answer to its source
The topic dashboard - your workspaces and recent files
Running in production at
RJ Kelly eShare Compliq Innoflight
The answer, not a guess
Approved by your organization.
Your teams pin and endorse the canonical answer for a query - so people and agents get the result your organization actually trusts, not the model's best guess.
Private by architecture
Your security model is the only security model.
No bulk data movement, no second index, no vector database to govern. SWIRL searches your systems live and in place, honoring the permissions each one already enforces.
The safe on-ramp to AI
Headless, MCP-native, in your tenant.
SWIRL 5 is API-first with a first-class MCP server. Give your agents enterprise power at the lowest possible risk - search is the safe way to bring AI to your data.
Knowledge authority · New in SWIRL 5

The answer your organization approved.

Teams pin the canonical result for any query - the approved policy, the governing clause, the right precedent. Every later search, and every agent calling SWIRL over MCP, returns the endorsed answer instead of the model's best guess.

Pin canonicalApprove / rejectServed to agents via MCP
SWIRL 5 - Results (pinned for the concept)
SWIRL 5 results with a canonical answer pinned for the query and approve / reject controls
How it works · Canonical election

How SWIRL picks the version that wins.

One search surfaces the same document from every system - drafts, copies, the executed final. SWIRL clusters the versions, scores each on source authority, naming, and recency, and elects one canonical version - and shows you why.

Cluster versionsScore the signalsElect & explain
Agentic enablement · New in SWIRL 5

Search is the safe way to give
your agents enterprise power.

SWIRL 5 is headless and API-first. Any AI calls it over MCP and gets ranked, permissioned, approved answers - and your data never leaves your tenant.

In plain terms: your AI gets the right answer without your data ever moving.

AI work surfaces & users
ClaudeCopilotChatGPTYour own agentsGalaxy UIAny MCP client
calls over MCP / REST API  â†“
SWIRL 5 · knowledge layer - runs in your tenant
MCP serverREST API
Federate→Rank · 3-pass→RAG→Canonical
Semantic cache + dedupPermissions: SSO · OAuth2 · OIDCAny LLM, incl. on-prem
↓  live query · data is never copied
Your systems - data stays in place
M365SharePointSalesforceiManageBoxSnowflakeDatabases150+ sources

For your CIO and technical evaluators: how SWIRL federates, ranks, and runs with no vector database — read what's under the hood →

The home dashboard · New in SWIRL 5

Your knowledge, organized into workspaces.

Group what matters into topics and workspaces. Recent files from every connected source - OneDrive, Box, iManage, ServiceNow - surface right on the dashboard, one click to add.

Workspaces & topicsRecent files from every sourceOne-click add
SWIRL 5 - Home
SWIRL 5 home dashboard with topics, workspaces and recent files from OneDrive, Box, iManage and ServiceNow
Connects to 150+ enterprise sources
M365
Microsoft 365
SF
Salesforce
SN
ServiceNow
GitHubGitHub
ConfluenceConfluence
JiraJira
Google DriveGoogle Drive
BigQueryBigQuery
SnowflakeSnowflake
ElasticsearchElasticsearch
PostgreSQLPostgreSQL
MongoDBMongoDB
AtlassianAtlassian
HubSpotHubSpot
AsanaAsana
iM
iManage
OR
Oracle
BoxBox
OpenSearchOpenSearch
GWS
Google Workspace
M365
Microsoft 365
SF
Salesforce
SN
ServiceNow
GitHubGitHub
ConfluenceConfluence
JiraJira
Google DriveGoogle Drive
BigQueryBigQuery
SnowflakeSnowflake
ElasticsearchElasticsearch
PostgreSQLPostgreSQL
MongoDBMongoDB
AtlassianAtlassian
HubSpotHubSpot
AsanaAsana
iM
iManage
OR
Oracle
BoxBox
OpenSearchOpenSearch
GWS
Google Workspace
OAI
OpenAI
AnthropicAnthropic
GeminiGemini
Mistral AIMistral AI
HuggingFaceHuggingFace
OllamaOllama
DeepSeekDeepSeek
AZ
Azure OpenAI
Perplexity AIPerplexity AI
AWS
AWS Bedrock
Vertex AIVertex AI
Snowflake CortexSnowflake Cortex
CO
Cohere
AlgoliaAlgolia
YT
YouTrack
RedmineRedmine
CrunchbaseCrunchbase
Internet ArchiveInternet Archive
PC
Pinecone
TS
ThoughtSpot
OAI
OpenAI
AnthropicAnthropic
GeminiGemini
Mistral AIMistral AI
HuggingFaceHuggingFace
OllamaOllama
DeepSeekDeepSeek
AZ
Azure OpenAI
Perplexity AIPerplexity AI
AWS
AWS Bedrock
Vertex AIVertex AI
Snowflake CortexSnowflake Cortex
CO
Cohere
AlgoliaAlgolia
YT
YouTrack
RedmineRedmine
CrunchbaseCrunchbase
Internet ArchiveInternet Archive
PC
Pinecone
TS
ThoughtSpot
View all 150+ connectors →
More in SWIRL 5

Everything else, built in.

Instant answers (RAG)

Real-time RAG against live results - structured, cited answers with follow-up questions. Any LLM, including on-prem.

Cite viewer

Open any citation and see the exact source passage - the provenance a partner, auditor, or regulator will ask for.

Business console & analytics

Boost, block, and spotlight - no code. Plus AI Yield analytics, semantic cache, and dedup.

Hallucination warning

Every answer is checked against its cited sources. Unsupported claims are flagged, so nothing ungrounded slips through.

Learn more about SWIRL 5 →
Who it's for

Built for the teams that
can't copy their data.

Regulated & GRC

AI with no second copy to govern.

Finance, insurance, healthcare, public sector. Put AI on your data without a new index to secure, breach, or subpoena. Your security model is the only one.

Talk to Us →
Knowledge management

Every answer, zero ETL.

One approved answer, drawn live from every system you already run - permissioned, de-duplicated, and traceable to its source, without moving a single byte from where it lives.

Talk to Us →
AI & innovation

The MCP layer your agents are missing.

Give Claude, Copilot, and your own agents the answer your organization trusts - not the model's guess. Headless, MCP-native, at the lowest risk.

Talk to Us →
Legal

Privilege-safe AI search.

The clause your firm actually approved, drawn from iManage, NetDocuments, M365, and research sources - with no index to subpoena. A purpose-built experience for firms and legal teams.

Explore SWIRL Legal →
Case Studies

Enterprise results with SWIRL

AmLaw firm replaces aging federated search

ChallengeAn aging search platform spread across M365, SharePoint collections, legal publishers, and matter management.
SolutionSWIRL became the firm's search layer - ranked, canonical answers from its full knowledge base.
ResultComplex legal research now resolves in a single query.

Business school unifies faculty and staff search

ChallengeM365, ServiceNow, library catalogs, periodical indexes, and data catalogs - all siloed.
SolutionSWIRL as the unified search layer. No migration, no governance changes.
ResultResearch friction eliminated; "can't find" tickets dropped to zero.

Drone manufacturer searches across 10+ silos

ChallengeEngineering and operations knowledge scattered across 10+ systems - M-Files, SpiraPlan, Redmine, SVN, local file shares, and internal websites.
SolutionSWIRL federates them all in place - one query, no migration, existing permissions preserved.
ResultCross-silo answers in real time, from a single search box.

COMPLiQ embeds SWIRL for private-LLM insight

ChallengeGenerate insight from customer data using private, on-prem LLMs - behind their own guardrails, with nothing leaving the customer's control.
SolutionCOMPLiQ embedded SWIRL as the retrieval layer in its GRC platform, feeding their on-prem LLMs and state-of-the-art guardrails.
ResultGoverned, private insight generation - no vendor index, no data movement.
Visit COMPLiQ →
Read all case studies →
OEM & embedding

Built for your platform.
Ships as your product.

If you're building a SaaS product, SWIRL solves a problem your own platform can't: reaching the data your customers keep on their own infrastructure. Embed SWIRL, white-label it, and ship it under your brand. Your users stay on your interface. SWIRL handles everything behind it.

  • White-label and rebrand completely - your name, your UI
  • Deploy on-prem inside your customer's network
  • MCP server exposes SWIRL to Claude, Copilot, and any AI agent
  • Source code license available for full OEM embedding
Talk to Us View Pricing →
Your Product
Your SaaS interface - unchanged, under your brand
↕
SWIRL 5 - embedded & white-labeled
Federated search · Canonical answers · MCP · RAG
RankedPermissionedOn-premAny LLM
↕
Customer's data - never leaves their network
SharePoint · Salesforce · Databases · Files · 150+ sources
150+
Out-of-box connectors
Zero
Data migration
On-prem
Full deployment option
Source
Code license available

See SWIRL 5 run
against your own stack.

Email us and we'll stand SWIRL up against a slice of your systems in a 30-minute working session - the results, the citations, and the permission boundary, all on your own data. You'll be talking to the person who wrote it.

Talk to Us See what's under the hood →