Vedana

Vedana

Epoch8
txtai

txtai

NeuML
+
+

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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.

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.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Ecommerce; legal and compliance; financial services; government and public sector

Audience

Developers and data engineers requiring a solution to implement semantic search, orchestrate large language models, and build complex language model workflows

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

No images available

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Epoch8
Founded: 2017
Georgia
e8.team/

Company Information

NeuML
United States
neuml.github.io/txtai/

Alternatives

txtai

txtai

NeuML

Alternatives

GraphDB

GraphDB

Ontotext
Voyage AI

Voyage AI

MongoDB
Dgraph

Dgraph

Hypermode

Categories

Categories

Integrations

AWS Lambda
Docker
FastAPI
Go
Hugging Face
Java
JavaScript
Knative
Kubernetes
Python
Rust
SQL
YAML

Integrations

AWS Lambda
Docker
FastAPI
Go
Hugging Face
Java
JavaScript
Knative
Kubernetes
Python
Rust
SQL
YAML
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