BRAT
BRAT: A focused, self-hosted choice for structured NLP and corpus annotation. Ranked #17 of 22 in AI Data Labeling Tools by our editors (7.2/10); pricing: Open source; best for researchers annotating complex text structures.
At a glance
- Editor score7.2 / 10
- PricingOpen source
- Best forResearchers annotating complex text structures
- Paid fromFree
- Supported modalitiestext
- Facts checked22 Sep 2026

Where it wins
- Supports spans, relations, events, attributes, and equivalence annotations
- Enables collaborative editing and comparison across annotation sets
- Connects external annotation services and exports to multiple formats
Where it doesn't
- Focused on text rather than multimodal labeling
- Self-hosted deployment requires a locally installed server
- Its research-oriented scope may not suit broad labeling programs
Our verdict on BRAT
BRAT is an open-source, browser-based tool for structured annotation of text documents. It is designed for researchers and teams working on natural-language processing, corpus development, information extraction, and related workflows. Its annotation model covers text spans, binary relations, events, attributes, and equivalence annotations, while configurable annotation types and constraints support custom schemes. Human review and model-assisted labeling are supported through collaborative annotation and external automatic annotation web services.
The product’s main strength is depth within structured text annotation. Multiple annotators can work through a server-coordinated workflow, compare annotation sets, and search or concordance across documents and collections. BRAT also supports document collection import and export, with output formats including standoff, SVG, PNG, PDF, and EPS. Integrations with external annotation web services, Freebase, Wikipedia, and Open Biomedical Ontologies extend its fit for research datasets and knowledge-oriented projects.
BRAT is self-hosted, so teams install the server locally rather than selecting among hosted subscription tiers. That deployment model can suit organizations that want control over their annotation environment, but it places setup responsibility on the team. The product’s focus is intentionally narrow: it is built around text and structured linguistic or semantic annotation, not a broad set of labeling modalities. Choose BRAT when complex text relationships, customizable annotation schemes, collection-level search, and research workflows matter most. Teams seeking image, audio, or video labeling, or a broader commercial data-labeling platform, should consider a different category fit.
Your product? Our editors can test BRAT in depth and publish a review, labelled as paid · from $149/mo →
BRAT pricing
BRAT fact sheet
| Free plan | Not verified |
|---|---|
| Paid from | Free |
| Supported modalities | text |
| Model-assisted labeling | Yes |
| Human review workflows | Yes |
| Custom ontologies | Yes |
| Deployment options | Self hosted |
| API access | Yes |
| Deployment | Self-hosted |
| Platforms | Web |
| Support | Docs |
| Built for | Small business, Mid-market, Enterprise (editorial estimate) |
| Integrations | 4 integrations: External annotation web services, Freebase, Wikipedia, Open Biomedical Ontologies |
| Pricing | Open source |
| Website | brat.nlplab.org |
| Facts checked | 22 Sep 2026 |
BRAT integrations
BRAT lists 4 integrations on its own site.
- External annotation web services
- Freebase
- Wikipedia
- Open Biomedical Ontologies
Alternatives to BRAT
- Label StudioA flexible open-source labeling platform with broad annotation, export, and deployment options.9.3
- CVATA broad annotation toolkit with free access, AI assistance, collaboration, and self-hosting.9.2
- ArgillaA free, open-source labeling workspace with strong text and image support.9.0
Used BRAT? Be the first to review it
The editor score above is our own research. What this page doesn't have yet is a reader's view — what you used BRAT for, what worked and what didn't. No stars are seeded and no review is paid for; an editor reads every one before it appears.
Write a reviewTwo minutes · verified accounts only · read by an editor before it appears
Featured on iTechGuides
BRAT is listed in our AI Data Labeling Tools directory. Add the badge to your site — it links back to this page.
<a href="https://www.itechguides.com/products/brat/"><img src="https://www.itechguides.com/best/badge/brat.svg" alt="Featured on iTechGuides" width="230" height="46"></a>
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
Last updated · How we research and update


