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Twig's 30+ robust data connectors handle single sign-on, retries, last load time frames, lookback limiters, data re-ingestion logic.
Bad data = Bad Answers. Knowledge agents need to help you see what data is ingested, Trouble shoot bad ingestions, Get to better answers faster with better data.
User generated data like ticket history or email trails are often noisy. They are large in volume but low in information. Knowledge agents get confused with this type of data. Twig's Synthetic Data Engine creates new data that is usable by Knowledge Agents.
Knowledge Agents need to remember past conversations across sessions and across conversations. Twig's memory manager keeps state across sessions, conversations and interfaces.
Chunking: When the text is too large to ingest in one section, you have to break it up. Basic chunking methods lose data and content, resulting chunks that cannot be accessed
Basic RAG includes ingesting data, vectorizing data, and finding and generating using LLMs. This basis flow works well for Demos and Hackathons but quickly fails in several production scenarios.
Let your business users create multiple Knowledge agents that serve there unique needs. Sales creates agents to complete RFPs. Support uses it for responding to customers.
User and AI feedback is captured across every interaction. Tiggers workflows to improve improve answer quality at every question.
Every response ins validated on 7+ dimensions automatically, this helps you review AI behaviour across thousands of questions. AI Expert validates responses.
Every engineering team is tasked with building custom AIs, They also need to build Knowledge agents. Twig MCP lets you easily pluging Twig into your Custom AIs.
Build your own AI/UI and use the Twig REST API to power your application. Use Twig as the backend, and build your own front ends.
Create your custom InApp plugins. Configure everything from Look and feel to behavior. Every aspect of the widget can be configured. Copy the code and place it in your SaaS Application.
Quickly inblock internal users with the Twig web interface. OAuth with Google, MS Active Directory and other platforms ensures that your users have instant access.
Internal users can access Twig from across all their applications. No context switching
Twig Email extension works within Gmail and Outlook, it can read the question and answer immediately. Quickly response to customers, partners and customer facing internal teams.

Twig analyzes 1000s of documents and presents support agents with a customer ready draft in 6 seconds. Agents review, make slight edits and respond to customer tickets.
Embed Twig's AI chatbot on your website, help center or api docs. Chatbots can be customized to look and feel like your website and help customers 24/7.
Browser extension works across all apps. Less context switch means more adoption. Gmail and MS Outlook extension helps you use when responding to customer emails.
While your support agents are reading the customer question, Twig silently analyzes thousands of documents and prepared a customer ready draft.
Its not AI or humans, its always AI + Humans to offer great customer experience.Twig's hybrid inbox lets you add additional information to AI answers.
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Highlights
- AI Agents can now be embedded in your SaaS app.
- Session memory makes follow-up responses quicker.
- Outlook native plugin, brings Twig AI into your inbox.
Built from ground up with for customer experience teams unique needs.