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Average Ratings 0 Ratings

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ease
features
design
support

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Write a Review

Description

VATES stores knowledge as plain structured text rather than as vectors. There is no embedding pipeline, no vector database and no re-ranking stage — a query is scored against the text directly and the top matches go to the model. Nothing is precomputed, so nothing needs rebuilding when the knowledge changes; editing a line takes effect on the next request. This removes an entire tier of infrastructure. No Pinecone, no Weaviate, no pgvector, no GPU, no per-call embedding API. Fewer moving parts, fewer failure points, lower cost. Deleted content is actually gone, verifiable by reading the file. Deployment is an embed snippet or a direct HTTP API with idempotency keys and per-tenant rate limiting. Authentication is WebAuthn/FIDO2 passkeys, TOTP or password. Console, docs and site ship in 23 languages across 9 writing systems; replies are not restricted to that set. Prepaid, usage-based, no seats, no subscription.

Description

txtai is a comprehensive open-source embeddings database that facilitates semantic search, orchestrates large language models, and streamlines language model workflows. It integrates sparse and dense vector indexes, graph networks, and relational databases, creating a solid infrastructure for vector search while serving as a valuable knowledge base for applications involving LLMs. Users can leverage txtai to design autonomous agents, execute retrieval-augmented generation strategies, and create multi-modal workflows. Among its standout features are support for vector search via SQL, integration with object storage, capabilities for topic modeling, graph analysis, and the ability to index multiple modalities. It enables the generation of embeddings from a diverse range of data types including text, documents, audio, images, and video. Furthermore, txtai provides pipelines driven by language models to manage various tasks like LLM prompting, question-answering, labeling, transcription, translation, and summarization, thereby enhancing the efficiency of these processes. This innovative platform not only simplifies complex workflows but also empowers developers to harness the full potential of AI technologies.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

AWS Lambda No 
ChatGPT Yes 
Claude Yes 
Docker No 
FastAPI No 
Go No 
Hugging Face No 
Java No 
JavaScript No 
Knative No 
Kubernetes No 
Mistral AI Yes 
Python No 
Rust No 
SQL No 
YAML No 

Integrations

AWS Lambda Yes 
ChatGPT No 
Claude No 
Docker Yes 
FastAPI Yes 
Go Yes 
Hugging Face Yes 
Java Yes 
JavaScript Yes 
Knative Yes 
Kubernetes Yes 
Mistral AI No 
Python Yes 
Rust Yes 
SQL Yes 
YAML Yes 

Pricing Details

$5 deposit, pay-as-you-go
Usage-based prepaid deposit. No subscription, no monthly minimum,
no cancellation fee. $5.00 minimum per top-up. Billed per request
from the balance. Current rates are listed on the pricing page.
Free Trial No 
Free Version No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

STANDOUT Inc.

Founded

2024

Country

Japan

Website

vates.standout.jp/

Vendor Details

Company Name

NeuML

Country

United States

Website

neuml.github.io/txtai/

Product Features

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Alternatives

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