- Overview
- Act! 365
- ActiveCampaign
- Adobe Acrobat Sign
- Adobe PDF Services
- Amazon Bedrock
- Amazon Connect
- Amazon Polly
- Amazon SES
- Amazon Transcribe
- Anthropic Claude
- Asana
- AWeber
- Azure AI Document Intelligence
- Azure Maps
- BambooHR
- Box
- Release notes
- About the Box activity package
- Project compatibility
- Add Shared Link to File
- Add Shared Link to Folder
- Search for Content
- Cancel Sign Request
- List Sign Requests
- Create Sign Request
- Resend Sign Request
- Copy File
- Delete File
- Download File
- Get File Info
- Get Folder Items
- Upload File
- Copy Folder
- Create Folder
- Delete Folder
- Delete Record
- Get Record
- Insert Record
- Replace Record
- List All Records
- Brevo
- Calendly
- Campaign Monitor
- Cisco Webex Teams
- Citrix ShareFile
- Clearbit
- Confluence Cloud
- Constant Contact
- Coupa
- Customer.io
- Datadog
- Deputy
- Discord - Preview
- DocuSign
- Drip
- Dropbox
- Dropbox Business
- Egnyte
- Epic FHIR R4 - Preview
- Eventbrite
- Exchangerates
- Expensify
- Facebook
- Freshbooks
- Freshdesk
- Freshservice
- GetResponse
- GitHub
- Google Maps
- Google Speech-to-Text
- Google Text-to-Speech
- Google Vertex
- Google Vision - Preview
- GoToWebinar
- Release Notes
- About the GoToWebinar activity package
- Project Compatibility
- Delete Webinar
- Get Webinar
- Get Webinar Meeting Times
- Get Webinar Registrant
- Get Webinar Start URL
- List Account Webinars
- List All In Session Webinars
- List All Webinar Attendees
- List All Webinar Registrants
- List All Webinars
- Quick Create Webinar
- Quick Update Webinar
- Search Recording Assets
- Delete Record
- Get Record
- Insert Record
- List All Records
- List Records
- API References
- Greenhouse
- Hootsuite
- HTTP Webhook
- Hubspot CRM
- HubSpot Marketing
- iContact
- Insightly CRM
- Intercom
- Jira
- Release notes
- About the Jira activity package
- Project compatibility
- Create Issue
- Add Issue Attachment
- Download Issue Attachment
- Get Instance Details
- Add Comment
- Get Comments
- Get Issue
- Search Issues by JQL
- Update Issue
- Update Issue Assignee
- Find User by Email Address or Display Name
- Update Issue Status
- Delete Record
- Get Record
- Insert Record
- List All Records
- Replace Record
- Upsert Record
- Invoke Operation
- Delete Issue
- Event Trigger
- Keap
- Klaviyo
- LinkedIn
- Mailchimp
- Mailjet
- MailerLite
- Mailgun
- Marketo
- Microsoft Azure OpenAI
- Microsoft Dynamics CRM
- Microsoft Sentiment
- Microsoft Teams
- Release Notes
- About the Microsoft Teams activity package
- Project compatibility
- Create Channel
- Invite Member to Channel
- List All Channels
- Send Individual Chat Message
- Reply to Channel Message
- Create Online Teams Meeting
- Send Channel Message
- Send Group Chat Message
- Get Channel by Name
- Get Individual Chat
- Get Team by Name
- Invite User to Team
- List All Channel Messages
- List All Chat Messages
- List All Team Members
- Get Online Teams Meeting
- List All Recordings
- List All Transcripts
- Download Meeting Transcript/Recording
- List All Records
- Insert Record
- Update Record
- Get Record
- Delete Record
- Technical references
- Microsoft Translator
- Microsoft Vision
- Miro
- Okta
- OpenAI
- Oracle Eloqua
- Oracle NetSuite
- Release Notes
- About the Oracle NetSuite activity package
- Project Compatibility
- Delete Record
- Get Record
- Insert Record
- List All Records
- Update Record
- Create Basic Company Customer
- Create Basic Company Vendor
- Create Basic Contact
- Create Basic Individual Customer
- Create Basic Individual Vendor
- Create Basic Support Case
- Update Basic Company Customer
- Update Basic Company Vendor
- Update Basic Contact
- Update Basic Individual Customer
- Update Basic Individual Vendor
- Update Basic Support Case
- Customer Created
- Customer Updated
- Record Created
- Record Updated
- Support Case Raised
- Support Case Updated
- Vendor Created
- Vendor Updated
- PagerDuty
- Paypal
- PDFMonkey
- Pinecone
- Pipedrive
- QuickBooks Online
- Quip
- Salesforce
- Release Notes
- About the Salesforce activity package
- Project Compatibility
- Create Account
- Update Account
- Create Contact
- Update Contact
- Create Lead
- Update Lead
- Create Opportunity
- Upload File
- Download File
- Search Records
- Get Opportunity
- Get Lead
- Get Contact
- Get Account
- Add File to Record
- Create Bulk Upload Job
- Get Bulk Job Info
- Starts or Aborts Bulk Job
- Download SOQL Bulk Job Results
- Download Unprocessed Records of Bulk Upload
- Create Bulk Download Job Using SOQL
- Search Using String
- Get Object Fields
- Insert Record
- Get Record
- Delete Record
- Update Record
- List All Records
- Salesforce Marketing Cloud
- SAP BAPI - Preview
- SAP Build Process Automation - Preview
- SAP Cloud for Customer
- SAP Concur
- SendGrid
- ServiceNow
- Release Notes
- About the ServiceNow activity package
- Project Compatibility
- Troubleshooting
- Create New Incident
- Create Incident Task
- List All Incidents
- Update Incident
- Add Attachment
- Download Attachment
- Get Incident Task
- Get Attachment
- List All Attachments
- List All Incident Tasks
- Update Incident Task
- When an Event Happens
- Delete Attachment
- Delete Record
- Get Record
- Insert Record
- List All Records
- Update Record
- Incident Created
- Incident Updated
- Incident Task Created
- Incident Task Updated
- Record Created
- Record Updated
- Shopify
- Slack
- Release Notes
- About the Slack activity package
- Project compatibility
- Create Channel
- Invite Users to Channel
- Remove User from Channel
- Send File to Channel
- Send Message to Channel
- Send Message to User
- Send Reply
- Send Button Response
- Create User Group
- Get User
- List All User Groups
- List All Users
- Set Channel Topic
- Join Channel
- Archive Channel
- Create Group Direct Message
- Get Channel Info
- Button Clicked
- Troubleshooting
- SmartRecruiters
- Smartsheet
- Release notes
- About the Smartsheet activity package
- Project compatibility
- Attach URL to Sheet
- Add Column
- Update Column
- Add Row
- Update Row
- Get Sheet
- List All Sheets
- Attach File to Comment
- Search Everything
- Update Sheet
- Create Sheet from Template
- Send Sheet Via Email
- List All Folders
- Download Attachment
- Attach File to Row
- Attach URL to Row
- Attach File to Sheet
- List All Workspaces
- List All Attachments
- Delete Row
- Download Sheet
- Search Sheets
- Insert Record
- Get Record
- List All Records
- Delete Record
- Snowflake
- Stripe
- Sugar Enterprise
- Sugar Professional
- Sugar Sell
- Sugar Serve
- TangoCard
- Todoist
- Trello
- Twilio
- UiPath GenAI Activities
- IBM WatsonX
- WhatsApp Business
- WooCommerce
- Workable
- Workday
- Workday REST - Preview
- X (formerly Twitter)
- Xero
- Release notes
- About the Xero activity package
- Project compatibility
- Create Contact
- List All Contacts
- Add Attachment to Contact
- Get Balance Sheet Report
- Get BAS Report
- Get GST Report
- Get Bank Summary Report
- Get Aged Receivables by Contact Report
- Get Attachments of a Contact
- Get Budget Summary Report
- Get Profit and Loss Report
- Get Trial Balance Report
- Get Executive Summary Report
- Get Aged Payables by Contact Report
- List Reports
- Delete Record
- List All Records
- Get Record
- Insert Record
- Replace Record
- Youtube
- Zendesk
- Zoho Campaigns
- Zoho Desk
- Zoho Mail
- Zoom
- ZoomInfo
About Context grounding
UiPath® Context grounding is a component of the UiPath AI Trust Layer which allows you to bring in your data to generate more accurate, reliable GenAI predictions. Context grounding is designed to make your business data LLM-ready without the need for any additional subscription to embedding models, vector databases, or large language models (LLMs). You can create representative indices and embeddings of business data that UiPath GenAI features can reference for contextual evidence at runtime.
Context groundingis a tenant-scoped platform service designed to support UiPath GenAI experiences (such as GenAI Activities) by grounding user prompts with relevant information before they are executed by the LLM via retrieval augmented generation (RAG).
Providing RAG as a service to UiPath GenAI experiences helps to:
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Overcome LLM context window limitations: for both small and large models, RAG helps improve accuracy, reliability, scalability, and efficiency of models as they interact with knowledge bases.
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Reduce risk of hallucination through reference to ground truth data stores.
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Give generative apps access to specialized and proprietary knowledge sources.
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Give generative apps access to up-to-date sources of information.
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Enable positive feedback loops between data stores and user-queries.
Terminology and core components of Context grounding include:
Ingestion and indexing: make your business data LLM-ready
- Ingestion: Convert business data into representative embeddings using UiPath-managed embedding models.
- Embedding: A representation of business data than an LLM can understand and search through.
- Index: A folder in a vector database that organizes the embeddings.
- Vector DBs: UiPath-managed vector database that stores embeddings organized in indices.
Semantic similarity search
- Search through LLM-ready business data to find the most relevant information.
- Interpret prompt as a query to search through embeddings, and produce the most relevant results based on cosine similarity search. These search results are an intermediate, precursor step to RAG to augment prompts with relevant context from business data.
RAG
- Ground and update prompts with the most relevant information from the semantic similarity search results, then execute a generation via an LLM hosted through the LLM Gateway of the AI Trust Layer.
For more information, refer to the following pages:
Here are some of the key features of Context grounding:
- Multi-document support: PDF, JSON, and CSV files are currently supported, with more formats planned.
- Managed ingestion and indexing pipelines: UiPath optimizes the ingestion and indexing of data in UiPath-managed vector databases.
- Multiple surfaces: Currently available as part of the UiPath GenAI Activities.
- Semantic similarity search: Query within documents or across datasets using a variety of techniques (e.g. query transformation, embedding, fine tuning, etc.) to ensure search results are highly relevant.
- Retrieval Augmented Generation: Ground prompts via just-in-time in-memory or over a knowledge base.
- Proof of knowledge: Provides a citation of the reference source and text from the semantic similarity search.
- Streaming support: Streaming API support to show generation as it is being produced.
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Data sources: UiPath Orchestrator bucket entities: data stored within shared folders in Orchestrator bucket entities can be ingested, indexed, and queried.
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Multilingual Support: Ability to ingest and query from documents in all UTF-8 encoded languages.
- Context Grounding currently supports PDF, JSON, and CSV file types.
- There is a limit of ten indices per tenant. We recommend you keep a 1-1 relationship with these and the Orchestrator buckets in which you are uploading the business data you want Context Grounding to use. This means you are able to upload, ingest, and query from ten Orchestrator buckets per tenant.
- To use Context Grounding via UiPath GenAI Activities, you must use Studio Web or Studio Desktop version 2024.4 or newer. For more information, see the Getting started section.