VedanaEpoch8
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txtaiNeuML
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Related Products
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About
Your company knowledge lives across PDFs, spreadsheets, wikis, and ERP exports. Classic RAG retrieves the top-K most similar fragments — fine for summaries, but it fails when answers must be exact and complete.
Vedana takes a structure-first approach. You describe your domain as anchors, attributes, and links. Vedana loads your data into a typed knowledge graph, and AI agents explore it step by step: running graph queries, vector search, and assembling answers from real data. The LLM interprets; the data stays the source of truth.
What you get:
- Exact values: prices, dates, statuses from the graph
- Complete results: every matching record, nothing dropped
- Multi-hop reasoning: product → category → regulation → document
- Traceability: every answer maps to nodes, edges, and chunks
- Determinism: same question, same operations
Built-in evaluation with golden datasets. Works with any LLM. Open-core, managed cloud, or on-premise. Pilot ships in 4 weeks.
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About
txtai is an all-in-one open source embeddings database designed for semantic search, large language model orchestration, and language model workflows. It unifies vector indexes (both sparse and dense), graph networks, and relational databases, providing a robust foundation for vector search and serving as a powerful knowledge source for LLM applications. With txtai, users can build autonomous agents, implement retrieval augmented generation processes, and develop multi-modal workflows. Key features include vector search with SQL support, object storage integration, topic modeling, graph analysis, and multimodal indexing capabilities. It supports the creation of embeddings for various data types, including text, documents, audio, images, and video. Additionally, txtai offers pipelines powered by language models that handle tasks such as LLM prompting, question-answering, labeling, transcription, translation, and summarization.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Ecommerce; legal and compliance; financial services; government and public sector
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Audience
Developers and data engineers requiring a solution to implement semantic search, orchestrate large language models, and build complex language model workflows
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and VideosNo images available
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Pricing
No information available.
Free Version
Free Trial
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Pricing
Free
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company InformationEpoch8
Founded: 2017
Georgia
e8.team/
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Company InformationNeuML
United States
neuml.github.io/txtai/
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Integrations
AWS Lambda
Docker
FastAPI
Go
Hugging Face
Java
JavaScript
Knative
Kubernetes
Python
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Integrations
AWS Lambda
Docker
FastAPI
Go
Hugging Face
Java
JavaScript
Knative
Kubernetes
Python
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