Airweave
Overview of Airweave
Airweave: Build Smarter AI Agents
Airweave is an open-source tool designed to empower AI agents with accurate, grounded answers on demand. It transforms your applications and databases into a unified, searchable source of truth. This allows AI agents to provide more personalized and intelligent experiences to users.
How Airweave Works
Airweave simplifies the process of integrating data from various sources into a searchable knowledge base for AI agents. Here's a breakdown of how it works:
- Create Collection: Spin up a searchable knowledge base to house your data.
- Add Sources: Connect and sync data from different applications, documents, and databases using pre-built connectors.
- Supercharge Your Agent: Enable your agent to query Airweave in natural language, receiving accurate and grounded answers instantly.
Key Features
- Powerful Search: Airweave unlocks AI agents by enabling them to find the right answers across applications and formats. It supports semantic, keyword, hybrid, time-aware, and agentic search, understanding complex relationships and interdependencies.
- Real-time Data Sync: Ensures agents always have access to current information, eliminating stale snapshots and manual refreshing.
- Prebuilt Connectors: Offers a growing catalog of over 20 data sources. Configure connectors once, and Airweave handles authentication and synchronization.
- Framework Friendly: Integrates seamlessly with popular frameworks like LangChain, Composio, Pipedream, and custom agent stacks.
- Open Source Philosophy: Built with trust and transparency in mind, Airweave is developed in the open and continuously improved by the community.
Use Cases
Airweave can be used in a variety of applications, including:
- Customer Service: Provide AI-powered customer service agents with access to a unified knowledge base, enabling them to answer customer questions more accurately and efficiently.
- Sales: Equip sales teams with AI agents that can quickly find the information they need to close deals.
- Internal Knowledge Management: Create a central repository of information for employees, making it easier for them to find the answers they need.
Pricing
Airweave offers a range of pricing plans to suit different needs:
- Developer (Free): Ideal for personal agents and side projects.
- Pro ($16/mo): Suitable for taking your agent to the next level.
- Team ($239/mo): Designed for fast-moving teams that need scale and control.
- Enterprise (Custom): Tailored to meet the specific needs of large organizations.
Why Choose Airweave?
- Simplified Integration: Reduces the complexity of integrating data from multiple sources into a single knowledge base.
- Improved Accuracy: Provides AI agents with accurate and grounded answers, leading to better decision-making.
- Increased Efficiency: Enables AI agents to find the information they need more quickly, improving their overall efficiency.
- Open Source: Offers transparency and community-driven development.
How to Use Airweave?
To start using Airweave, you can sign up for a free account and follow the documentation to create a collection, add sources, and integrate Airweave into your AI agent framework. The Airweave SDK simplifies the process of connecting to your data sources and querying the knowledge base.
from airweave import AirweaveSDK
client = AirweaveSDK(api_key="YOUR_API_KEY")
## Create a searchable knowledge base
collection = client.collections.create(name="Acme Corp")
## Connect to a source and sync data into your collection
client.source_connections.create(
readable_collection_id=collection.readable_id,
name="Acme Stripe Account",
short_name="stripe",
authentication={
"credentials": {
"api_key": "STRIPE_API_KEY"
}
}
)
## Search your collection
response = client.collections.search(
readable_id=collection.readable_id,
query="Are there any open invoices?",
)
Who is Airweave For?
Airweave is ideal for:
- Developers building AI agents.
- Companies looking to improve customer service with AI.
- Organizations seeking to centralize knowledge management.
- Anyone who wants to leverage AI to make better decisions.
Airweave helps teams to build smarter agents by providing a single searchable source of truth. By connecting your apps and databases to Airweave, your AI agents can deliver accurate and grounded answers instantly, improving user experience and efficiency. The platform's open-source philosophy and framework-friendly design make it a versatile choice for various AI applications.
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