Accurate, fast SLMs
Move beyond general-purpose LLMs with Fastino’s task-specific models.
Production-ready fine-tuned SLMs for Agentic AI.
Move beyond general-purpose LLMs with Fastino’s task-specific models. Production-ready fine-tuned SLMs for Agentic AI.
Used by 5 million developers at
GLiNER Models
Accurate, zero-shot SLMs for extraction & classification:
Fast: typically <50ms inference
Fast: typically <50ms inference
Small: 200M parameters | <200MB RAM
Small: 200M parameters | <200MB RAM
Efficient: inference on CPU—even on edge hardware
Efficient: inference on CPU—even on edge hardware
Private: deploy to VPC, on-prem, or on-device
Private: deploy to VPC, on-prem, or on-device
GLiNER Models
Accurate, zero-shot SLMs for extraction & classification:
Fast: typically <50ms inference
Small: 200M parameters | <200MB RAM
Efficient: inference on CPU—even on edge hardware
Private: deploy to VPC, on-prem, or on-device
Tell us which dataset or model you want to build
Generate a dataset. Financial record labeled for PII detection
Generate a dataset. Financial record labeled for PII detection
Generate a dataset. Financial record labeled for PII detection
Here's an Initial set of 10 you can review, will expand to 1,000 rows for fine-tuning once approved
Pioneer Fine-tuning Platform
Optimize GLiNER models for domain-specific NER tasks. 20% to 50% F1-score lift:
Generate synthetic training datasets or injest from .json or Hugging Face
Generate synthetic training datasets or injest from .json or Hugging Face
Generate synthetic training datasets or injest from .json or Hugging Face
Evaluate fine-tuned models vs. base GLiNER, LLMs, and other local SLMs
Evaluate fine-tuned models vs. base GLiNER, LLMs, and other local SLMs
Evaluate fine-tuned models vs. base GLiNER, LLMs, and other local SLMs
Download optimized model weights or deploy to production inference
Download optimized model weights or deploy to production inference
Download optimized model weights or deploy to production inference
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
Applications
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
PII Detection & Redaction
Detect and remove sensitive information before data is stored or used for AI. Used in NVIDIA workflows to identify PII at scale while keeping all data inside private infrastructure.
Agent guardrails. Tool calling/model routing
Provide agents with clean, structured inputs they can rely on. Used at Bosch to turn unstructured enterprise data into signals that improve agent reliability.
Secure Clinical Data Extraction
Structure medical records without exposing patient data. Extract conditions, medications, and follow-ups from clinical notes to power secure healthcare workflows.
Ad Detection
A fine-tuned GLiNER model runs as Edge AI in a Chrome extension, detecting ads from LLMs and agents more accurately than static filters.
Extraction for Knowledge Graphs
Extract structured entities from documents and convert them into graph-ready data to power semantic search, analytics, and intelligent applications.
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
We believe the next breakthroughs in intelligence research will come from billions of agentic employees, and we are in a unique position to help them. If you have aligned expertise and are excited by our mission, please get in touch.
Founding Team |
|---|
Ash Lewis @ash_csx |
George Hurn-Maloney @george_onx |
Tom Lewis |
Julia White |
Urchade Zaratiana @urchadeDS |
Henrijs Princis |
Kelton Zhang |
Matt Thomas |
Dhruv Atreja @DhruvAtreja1 |
Henry Fawcett |
