GLiNER DEMO LIBRARY

Build with GLiNER

Build with GLiNER

Build with GLiNER

Need inspiration to get started with GLiNER models?

See what others have done and let us know what you’ll build.

Need inspiration to get started with GLiNER models?

See what others have done and let us know what you’ll build.

GLiNER.WORKBENCH

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$ gliner.load(use_cases)

✓ 8 demos
✓ runs locally
✓ lightweight models
✓ open and customizable

Hugging Face downloads · 45M+
GitHub stars · 5.2K+
End users · 1.1B+

Hugging Face downloads · 45M+
GitHub stars · 5.2K+
End users · 1.1B+

› Ready to build?

› Ready to build?

FASTINO LABS

BUILDING THE FUTURE OF OPEN WEIGHT MODELS

GLiNER WORKBENCH

WORKBENCH

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All

Browser use

Game

Finance

Compliance

Legal

Coding

Featured

8 USE CASES

1

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Browser use

Book a flight with browser use

A browser agent uses GLiNER2.5 to read flight numbers, dates, and passenger details off the page and complete the booking.

2

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Coding

Context compaction

Compresses long conversation history into a small set of typed entities an agent can carry forward.

3

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Robotics

Robotics simulation

We fine-tuned GLiNER2.5 model for robotic navigation demo.

4

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Game

Playing Minesweeper

GLiNER2.5 used to play minesweeper against other LLMs and classifer models.

5

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Browser use

Ad blocker

Locally run ad-blocker using GLiNER2.5 to identify sponsored content and remove them without being detected by websites.

6

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Game

Wikipedia game

A side-by-side Wikiracing demo shows how a fine-tuned GLiNER2 chooses article links that move closer to a goal.

7

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Document processing

Analyzing ballot measures

Extracts key provisions, funding, tax impact, and voter-relevant details from ballot measures into a structured summary using GLiNER2.5-Decide model.

8

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Game

Wordle

Turns Wordle guesses and color feedback into constraints, then suggests the next candidate words with GLiNER2.5-Decide.

What will you build?

Tell us what you made with GLiNER and we’ll add it to the library.

Share your demo:

GET STARTED

GET STARTED

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TWO WAYS TO RUN HOSTED GLiNER MODELS

Inference base GLiNER, or fine-tune your own.

Inference base GLiNER, or fine-tune your own.

Inference base GLiNER, or fine-tune your own.

Use the base model directly through the our inference API, or train a model with the Fastino Agent.

Use the base model directly through the our inference API, or train a model with the Fastino Agent.

Use the base model directly through the our inference API, or train a model with the Fastino Agent.

01 / INFERENCE API

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Inference base GLiNER models

Inference base GLiNER models

Ship to prod quickly by using Fastino's hosted GLiNER to run zero-shot classification and extraction tasks.

Ship to prod quickly by using Fastino's hosted GLiNER to run zero-shot classification and extraction tasks.

MODEL

GLiNER 2.5 (multi)

02 / TRAINING API

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Fine-tune your own model

Fine-tune your own model

Train GLiNER models autonomously in minutes with the Fastino training API.

Train GLiNER models autonomously in minutes with the Fastino training API.

MODEL

Your fine-tuned GLiNER

Move beyond general purpose language models.

Specialized, open language models that are faster, cheaper, and more accessible for most teams.

Use GLiNER 2.5

Move beyond general purpose language models.

Specialized, open language models that are faster, cheaper, and more accessible for most teams.

Use GLiNER 2.5

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