Comparison

Contextual AI vs txtai

On the evidence we track, txtai leads this comparison with a composite score of 61/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Contextual AI full profile →txtai full profile →

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.

Contextual AI53

★txtai61

Attribute comparison across 2 tools
Attribute	Contextual AI	txtaiLeader
vioscaleAI score	53 / 100medium · 61%	61 / 100medium · 56%
Pricing
Free tierpricing.free_tier	✗	✓
Modelpricing.model	commercial	open_source
Price levelpricing.price_level	unknown	free
Transparentpricing.transparent	✓	✓
Integrations
Countintegrations.count	1	5
Security
Disclosure policysecurity.disclosure_policy	✓	-
Gdprsecurity.gdpr	✓	-
Hipaasecurity.hipaa	✓	-
Scorecardsecurity.scorecard	-	5.4
Soc2security.soc2	✓	-
Vulnerabilitiessecurity.vulnerabilities	-	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=txtai&per_page=100 · Last 12m: 0
Reliability
Status pagereliability.status_page	-	✓
Adoption
Dependent reposadoption.dependent_repos	-	14
Github starsadoption.github_stars	-	13,018
Activity
Commits last 30dactivity.commits_last_30d	-	100
Release
Cadence daysrelease.cadence_days	-	27
Historyrelease.history	-	20 items
License
Spdxlicense.spdx	-	Apache-2.0
Language
Primarylanguage.primary	-	Python
Market
Availabilitymarket.availability	Available worldwide · Popular in US, EU	-
Content
Faqcontent.faq	6 items	6 items

Score

vioscaleAI score

Contextual AI53 / 100medium · 61%

txtai61 / 100medium · 56%

Pricing

Free tier

Contextual AI✗

txtai✓

Model

Contextual AIcommercial

txtaiopen_source

Price level

Contextual AIunknown

txtaifree

Transparent

Contextual AI✓

txtai✓

Integrations

Count

Contextual AI1

txtai5

Security

Disclosure policy

Contextual AI✓

txtai–

Gdpr

Contextual AI✓

txtai–

Hipaa

Contextual AI✓

txtai–

Scorecard

Contextual AI–

txtai5.4

Soc2

Contextual AI✓

txtai–

Vulnerabilities

Contextual AI–

txtaiCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=txtai&per_page=100 · Last 12m: 0

Reliability

Status page

Contextual AI–

txtai✓

Adoption

Dependent repos

Contextual AI–

txtai14

Github stars

Contextual AI–

txtai13,018

Activity

Commits last 30d

Contextual AI–

txtai100

Release

Cadence days

Contextual AI–

txtai27

History

Contextual AI–

txtai20 items

License

Spdx

Contextual AI–

txtaiApache-2.0

Language

Primary

Contextual AI–

txtaiPython

Market

Availability

Contextual AIAvailable worldwide · Popular in US, EU

txtai–

Content

Faq

Contextual AI6 items

txtai6 items

Capabilities

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

Capability comparison for RAG Tools
Capability	Contextual AI	txtai
Capabilities
Hybrid retrieval	-	✓
Reranking integration	✓	✓
Multi hop agentic retrieval	✓	✓
Embedding provider agnostic	✗	✓
LLM provider agnostic	✗	✓
Built in rag eval metrics	✓	-
Citation attribution	✓	✓
Multimodal rag	✓	✓
Managed ingestion pipeline	✓	✓
Open source	✗	✓

Capabilities

Hybrid retrieval

Contextual AI-

txtai✓

Reranking integration

Contextual AI✓

txtai✓

Multi hop agentic retrieval

Contextual AI✓

txtai✓

Embedding provider agnostic

Contextual AI✗

txtai✓

LLM provider agnostic

Contextual AI✗

txtai✓

Built in rag eval metrics

Contextual AI✓

txtai-

Citation attribution

Contextual AI✓

txtai✓

Multimodal rag

Contextual AI✓

txtai✓

Managed ingestion pipeline

Contextual AI✓

txtai✓

Open source

Contextual AI✗

txtai✓

What each one is

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

Contextual AI

A unified platform that enables enterprises to rapidly build and deploy specialized AI agents capable of reasoning across complex enterprise data, technical documentation, and institutional knowledge to automate high-value tasks at scale with grounded, accurate responses.

Independently observed

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

Pricing

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

Contextual AI

Hybrid

On-demand usage-based pricing from $25 free credits, or Enterprise with custom pricing. Component APIs available separately.

On-demandPay-as-you-go with $25 free credits
- Unlimited users
- Document access entitlements
- Usage analytics
- Pipeline observability
- Simple text document ingestion
- +5 more
EnterpriseContact sales
- Unlimited users
- User roles and admin permissions
- Document access entitlements
- SOC2 Type II compliance
- HIPAA compliance
- +15 more

as of 2026-08-25verify ↗

txtai

Leader

Open sourceFree tier

as of 2026-08-21verify ↗

Platform & deployment

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

Platform and deployment support comparison
Supports	Contextual AI	txtai
WebPlatforms	✓	✓
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✗
Self-hostedDeployment	✗	✓
HybridDeployment	✓	✗

Platforms

Web

Contextual AI✓

txtai✓

CLI

Contextual AI✓

txtai✓

Deployment

Cloud / SaaS

Contextual AI✓

txtai✗

Self-hosted

Contextual AI✗

txtai✓

Hybrid

Contextual AI✓

txtai✗

Integrations

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

Contextual AI

1 total

Google Cloud

Independently observed

txtai

Leader

12 total

llama.cpp
LiteLLM
Hugging Face
OpenAI
Claude
AWS Bedrock
smolagents
OpenCode
DuckDB
Milvus
LiteRT
Model Context Protocol

Independently observed

Still deciding?

Contextual AI or txtai: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

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