SWIRL 5 · Coming Soon

Every answer. Every source.
One search.

SWIRL delivers federated AI search and RAG across 100+ enterprise platforms.
No data migration. No duplication. No lock-in.
Deploy in your organization - or embed in your product.

Request Preview Access GitHub →
SWIRL 5 - Federated AI Search
SWIRL 5 federated search with canonical pinning
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 →
Universal search & RAG

Instant answers from
across your enterprise.

Your enterprise doesn't need another data migration - it needs answers. SWIRL connects every system securely in place, querying SharePoint, Salesforce, Slack, databases, and 100+ more sources simultaneously at query time.

Results are re-ranked by AI relevance, deduplicated, and delivered in seconds - without moving a single byte of data from where it already lives.

  • Federated queries across 100+ sources in parallel
  • Zero ETL - data stays exactly where it is
  • AI re-ranking with cross-encoder relevance scoring
  • Any LLM, including on-premises models
  • Respects existing SSO, permissions & compliance controls
100+
Enterprise connectors
Zero
Data migration
50+
LLMs supported
<5s
Typical query time
Live query - 5 sources · 4.3s
GL Policy 2026.pdf
Files · M365 OneDrive
Insurance proposal.pdf
SharePoint Finance
How much cyber insurance do we have?
Chat · M365 Teams
Knowledge authority

The right answer, not
the most recent one.

Federated search finds documents. SWIRL 5 goes further: it lets your organization decide which result is authoritative. Teams collaboratively pin the official answer to any query - the approved clause, the governing policy, the correct precedent.

Every subsequent search - from a user, an AI assistant, or any system calling SWIRL via MCP - returns the endorsed result, not the model's best guess.

  • Collaborative endorsement - approve, reject, or pin any result
  • Canonical answers served to any AI calling SWIRL via MCP
  • Version control - right document surfaces, outdated ones don't
  • AI Yield Calculator - measure how often AI returns endorsed knowledge
★ CANONICAL pin_for_query: cybersecurity policy
cybersecurity_policy_v3_final_2026.md
May 8, 2026 · Files · M365 OneDrive
cybersecurity_policy_v1_2024.md
Make canonical for this query
cybersecurity_policy_v2_2024.md
Infrastructure-grade performance

Faster. Cheaper.
Cleaner results.

SWIRL 5 includes a Qdrant-powered semantic cache and deduplication pipeline as core infrastructure. Repeated queries resolve instantly from cache. Near-duplicate results from different sources are merged before they reach the user.

  • Semantic cache resolves repeated queries in milliseconds, not seconds
  • Deduplication merges near-identical results across all sources
  • Dynamic page fetching - no pagination ceilings
  • Business console: query & source boosting, blocking, spotlight
  • Cryptographic protection for all credentials and data at rest
Semantic Cache Hit
Resolved in 12ms - 97% faster than live query
Deduplication
Raw from 5 sources438 docs
↓ Semantic dedup pipeline
Unique ranked results23 docs
AI Yield
Queries returning endorsed vs. best-guess
71%
Case studies

Enterprise results with SWIRL

$3M

Analyst cost savings projected

Challenge3-week turnaround for data requests across Snowflake, Tableau, and SharePoint.
SolutionSWIRL connected AI directly to existing systems for instant insights without migration.
Result20% analyst time savings and $3M in avoided costs projected.
Air-gap

Secure classified deployment

ChallengeSecure search across multiple classified environments with complete data isolation.
SolutionSWIRL deployed fully on-premise with zero external network dependencies.
ResultMission-critical search with full compliance and data sovereignty maintained.
↓ Cost

Hosting costs eliminated

ChallengeUnsustainable costs from hosting client data internally.
SolutionSWIRL gave secure access to client-hosted data in OneDrive, PostgreSQL, BigQuery, OpenSearch, and MongoDB.
ResultDramatically reduced hosting costs with improved business continuity.
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 Sales 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 · 100+ sources
100+
Out-of-box connectors
Zero
Data migration
On-prem
Full deployment option
Source
Code license available
Trusted by

Organizations running SWIRL in production

RJ Kelly eShare Compliq Innoflight

Ready to connect
all your enterprise data?

Deploy SWIRL in your organization, or embed it in your product. Both paths start here.

Request Preview Access GitHub →