Zero-copy AI search

Cited AI answers
for regulated firms.

SWIRL searches your existing systems live. Nothing is copied.

Get a demo on your systems Why nothing is copied ↓
Running in production at
RJ Kelly eShare Innoflight
Two ways in

Use SWIRL,
or build on it.

Government · Pharma · Education · Legal

Use SWIRL at your firm.

One search across every system you run. One cited answer.

See who runs it ↓ Law firm edition →
OEMs · SaaS · Developers

Build on SWIRL.

The same search inside your product or agent.

Start building ↓ SWIRL for Embedding →
Who runs it

Three firms.
Nothing copied.

AmLaw firm replaces aging federated search

ChallengeOne aging platform across M365, SharePoint, legal publishers and matter management.
ResultPlatform retired. Legal research now takes one query.

Business school unifies faculty and staff search

ChallengeM365, ServiceNow, library catalogs and periodical indexes, all siloed.
Result"I can't find it" helpdesk tickets eliminated.

Drone manufacturer searches across 10+ silos

ChallengeKnowledge scattered across M-Files, SpiraPlan, Redmine, SVN and file shares.
ResultOne search box answers across all of them.
Read all case studies →
For your security review

No copy of your content.
No mirror of your permissions.

Copy-everything search SWIRL
Your content Copied into a central index Queried live, in place
Your permissions Copied, then kept in sync Enforced by each source, per user
Audit scope One more system in scope Nothing new holds your data
Data residency A second copy, elsewhere Stays where it is
Deletion Delete, then purge the copy Delete at the source. Done.
Breach surface Everything in one place No central store to take
See it work

One search. The version that governs.
A cited answer.

Search
Every system, one query.
In parallel, back in seconds.
Approve
The approved version, on top.
Grouping and pinning are the Semantic Cache add-on, licensed separately.
Cite
Every fact traced to its source.
Each claim links back to the document.
SWIRL 5 - Galaxy
▶︎ Watch the 60-second narrated demo
Under the hood

Follow a search
through the system.

SWIRL 5 - Architecture
The SWIRL architecture map

Forty-two components, drawn from the code. The interactive map needs a wider screen.

Open the full-screen map
Read what's under the hood → Open the full-screen map →
Agents and MCP

The same search, the same rules,
for your agents.

Any MCP client gets the same cited answers, under the same permissions.

Claude Copilot ChatGPT Your own agents Any MCP client REST API
150+ sources. Any LLM.
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 →

See it run on your systems.
Bring the auditor's questions.

A 30-minute working session on your own data.

Talk to Us Deploy SWIRL Enterprise privately →
Build on SWIRL

Three ways
to start.

Free · Apache-2.0

Let Claude install SWIRL for you.

The Claude Code plugin installs SWIRL on your own data in about an hour.

claude plugin marketplace add swirlai/swirl-claude-plugin
Get SWIRL 5 for Claude
Free · Apache-2.0

Fix search inside Backstage.

Ranked results across the catalog, TechDocs, GitHub and Confluence, inside the portal.

docker pull swirlai/swirl-backstage
SWIRL for Backstage
OEM · White-label

Embed SWIRL in your product.

Search and cited answers inside your customer's tenant. From $60K per year plus revenue share.

SWIRL for Embedding