Comparison

txtai vs Vald

On the evidence we track, txtai leads this comparison with a composite score of 63/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
txtai63
Vald48
Score
Vioscale score
txtai63 / 100medium · 56%
Vald48 / 100low · 36%
Pricing
Free tier
txtai
Vald
Model
Vald
Price level
txtaifree
Vald
Transparent
txtai
Vald
Integrations
Count
txtai10
Vald
Reliability
Status page
txtai
Vald
Adoption
Dependent repos
txtai14
Vald1
Github stars
txtai12,909
Vald1,718
Activity
Commits last 30d
txtai70
Vald18
Release
Cadence days
txtai26
Vald51
History
License
Language
Primary
txtaiPython
ValdGo

Capabilities

Feature-by-feature on the axes that matter for vector databases. “-” means undocumented, not absent.

Deployment
Deployment
txtaiEmbedded
ValdSelf-hosted
Serverless / consumption pricing
txtai-
Vald-
Index
ANN index (HNSW / IVF / DiskANN / ScaNN / flat)
txtaiHNSW, IVF, IVFSparse, milvus-lite, turbovec, zvec
ValdNGT
Distance metrics (cosine / dot / Euclidean)
txtaicosine
Vald-
Query
Metadata filtering
txtaiPre-filter
Vald-
Hybrid search (dense + sparse fusion)
txtai
Vald-
Built-in BM25 / lexical
txtai
Vald-
Storage
Quantization
txtaiScalar
Vald-
On-disk vs in-memory
txtaiDisk-backed
ValdDisk-backed
Scale
Multi-tenancy (namespaces / collections / tenants)
txtai
Vald-
Horizontal scale
txtaiSharded / distributed
ValdSharded / distributed
Consistency
Consistency
txtaiTunable
Vald-
Licensing
Licence class
txtaiPermissive OSS
Vald-
Classification
Purpose-built vs feature-of-parent
txtaiDedicated DBMS
ValdDedicated DBMS

What each one is

The product in its own terms, so the numbers below have context.

txtai

Leader

txtai is an open-source Python framework for building semantic search applications, LLM-powered agents, retrieval augmented generation systems, and language model workflows with support for multiple vector backends and integration with various LLMs.

Independently observed

Vald

Vald is a cloud-native vector search platform running on Kubernetes that uses NGT for efficient nearest-neighbor search. It provides automatic indexing and backups, index replication across distributed agents, and horizontal scaling to handle billions of vectors.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

txtai

Leader
Open sourceFree tier
as of verify ↗

Vald

Pricing not documented yet.

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
txtai
Vald
CLI
txtai
Vald
Deployment
Cloud / SaaS
txtai
Vald
Self-hosted
txtai
Vald

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

txtai

Leader
11 total
  • llama.cpp
  • LiteLLM
  • Hugging Face
  • OpenAI
  • Claude
  • AWS Bedrock
  • smolagents
  • OpenCode
  • DuckDB
  • Milvus
  • LiteRT
Independently observed

Vald

Not documented yet.

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.