GLiNER-2 is here
State of the art classification and NER all-in-one model
State of the art classification and NER all-in-one model
200,000+
Monthly Downloads
2400+
GitHub Stars
90M+
End Users
200,000+
Monthly Downloads
2400+
GitHub Stars
90M+
End Users
200,000+
Monthly Downloads
2400+
GitHub Stars
90M+
End Users
Efficiency at Scale
Efficiency at Scale
New capabilities with GliNER-2
Named Entity Recognition
Identify people, companies, locations, and concepts in any text — instantly. GLiNER 2-XL uses zero-shot transfer and contextual embeddings to detect new entities with human-level precision, without retraining.
Locations
Peoples
Companies
Text Classification
Understand intent, sentiment, and topic at scale.
Classify messages, documents, or conversations into fine-grained categories that evolve with your users — powered by adaptive, self-learning agents.
Structured Extraction
Turn unstructured text into clean, actionable data.
Automatically extract key fields like amounts, addresses, or events, and map them into your database or workflow — ready for analytics, automation, or compliance.
New capabilities with GliNER-2
Named Entity Recognition
Identify people, companies, locations, and concepts in any text — instantly. GLiNER 2-XL uses zero-shot transfer and contextual embeddings to detect new entities with human-level precision, without retraining.
Locations
Peoples
Companies
Text Classification
Understand intent, sentiment, and topic at scale.
Classify messages, documents, or conversations into fine-grained categories that evolve with your users — powered by adaptive, self-learning agents.
Structured Extraction
Turn unstructured text into clean, actionable data.
Automatically extract key fields like amounts, addresses, or events, and map them into your database or workflow — ready for analytics, automation, or compliance.
New capabilities with GliNER-2
Named Entity Recognition
Identify people, companies, locations, and concepts in any text — instantly. GLiNER 2-XL uses zero-shot transfer and contextual embeddings to detect new entities with human-level precision, without retraining.
Locations
Peoples
Companies
Text Classification
Understand intent, sentiment, and topic at scale.
Classify messages, documents, or conversations into fine-grained categories that evolve with your users — powered by adaptive, self-learning agents.
Structured Extraction
Turn unstructured text into clean, actionable data.
Automatically extract key fields like amounts, addresses, or events, and map them into your database or workflow — ready for analytics, automation, or compliance.
Real Performance.
Real Efficiency. Real Scale.
130 ms
Average Latency per Request
2x
Price efficiency versus GPT
"Fastino is making AI more accessible for a future with 1B developers.”
Thomas Dohmke
CEO @ GitHub
"No GPU? No problem. Check out Fastino's GLiNER model"
Scott Johnston
CEO @ Docker
1000x
Inference Speed vs. Generic LLMs
600,000+
Monthly Downloads & Growing Developer Adoption
Real Performance.
Real Efficiency. Real Scale.
130 ms
Average Latency per Request
2x
Price efficiency versus GPT
"Fastino is making AI more accessible for a future with 1B developers.”
Thomas Dohmke
CEO @ GitHub
"No GPU? No problem. Check out Fastino's GLiNER model"
Scott Johnston
CEO @ Docker
1000x
Inference Speed vs. Generic LLMs
600,000+
Monthly Downloads & Growing Developer Adoption
Real Performance.
Real Efficiency. Real Scale.
130 ms
Average Latency per Request
2x
Price efficiency versus GPT
"Fastino is making AI more accessible for a future with 1B developers.”
Thomas Dohmke
CEO @ GitHub
"No GPU? No problem. Check out Fastino's GLiNER model"
Scott Johnston
CEO @ Docker
1000x
Inference Speed vs. Generic LLMs
600,000+
Monthly Downloads & Growing Developer Adoption
Enterprise Grade NER Classification
Half the Cost, Full Performance
Blazing-Fast Inference
Adaptive Text Classification
Structured Data Extraction
Zero-Shot Entity Recognition
Join a Thriving AI Community
Enterprise Grade NER Classification
Half the Cost, Full Performance
Blazing-Fast Inference
Adaptive Text Classification
Structured Data Extraction
Zero-Shot Entity Recognition
Join a Thriving AI Community
GliNER-2 Benchmark Results
Dataset | GPT-5 | GLiNER-M | GLiNER-2-XL |
|---|---|---|---|
Parameters | - | 209M | 1B |
Hosting | - | Self-host | API |
Latency | 10000ms+ | 160ms | 130ms |
Descriptions | ✓ | ✗ | ✓ |
CPU | ✗ | ✓ | ✓ |
Privacy | ✗ | ✓ | ✓ |
Fine-tuning | ✗ | ✓ | ✓ |
Classification | ✓ | ✗ | ✓ |
Data structuring | ✓ | ✗ | ✓ |
Enterprise Grade NER Classification
Half the Cost, Full Performance
Blazing-Fast Inference
Adaptive Text Classification
Structured Data Extraction
Zero-Shot Entity Recognition
Join a Thriving AI Community
Enterprise Grade NER Classification
Half the Cost, Full Performance
Blazing-Fast Inference
Adaptive Text Classification
Structured Data Extraction
Zero-Shot Entity Recognition
Join a Thriving AI Community
GliNER-2 Benchmark Results
Dataset | GPT-5 | GLiNER-M | GLiNER-2-XL |
|---|---|---|---|
Parameters | - | 209M | 1B |
Hosting | - | Self-host | API |
Latency | 10000ms+ | 160ms | 130ms |
Descriptions | ✓ | ✗ | ✓ |
CPU | ✗ | ✓ | ✓ |
Privacy | ✗ | ✓ | ✓ |
Fine-tuning | ✗ | ✓ | ✓ |
Classification | ✓ | ✗ | ✓ |
Data structuring | ✓ | ✗ | ✓ |
Enterprise Grade NER Classification
Half the Cost, Full Performance
Blazing-Fast Inference
Adaptive Text Classification
Structured Data Extraction
Zero-Shot Entity Recognition
Join a Thriving AI Community
Enterprise Grade NER Classification
Half the Cost, Full Performance
Blazing-Fast Inference
Adaptive Text Classification
Structured Data Extraction
Zero-Shot Entity Recognition
Join a Thriving AI Community
GliNER-2 Benchmark Results
Dataset | GPT-5 | GLiNER-M | GLiNER-2-XL |
|---|---|---|---|
Parameters | - | 209M | 1B |
Hosting | - | Self-host | API |
Latency | 10000ms+ | 160ms | 130ms |
Descriptions | ✓ | ✗ | ✓ |
CPU | ✗ | ✓ | ✓ |
Privacy | ✗ | ✓ | ✓ |
Fine-tuning | ✗ | ✓ | ✓ |
Classification | ✓ | ✗ | ✓ |
Data structuring | ✓ | ✗ | ✓ |