3x cheaper than GPT.
100x more accurate.
GPT-5 will cost $50/million tokens and still hallucinate 20% of the time on domain-specific tasks.
Train specialist models by describing what you want. We create the data and fine-tune automatically.
Why general AI fails at specific tasks
You ask GPT-5 to handle customer support. It starts making up return policies, inventing product features, and confidently stating wrong facts about your business.
That's because it trained on Reddit, Wikipedia, and random internet text. Your business logic is 0.0001% of its training data. No wonder it hallucinates.
Train a model on YOUR data that knows YOUR business.
The Insight
Specialist beats generalist every time
Traditional Approach
The Entire Library
- • 175B parameters
- • Knows everything, masters nothing
- • $100k+/month to run
- • 500ms+ response time
- • Generic answers
Our Approach
Your Specific Books
Customer Service
Product Expert
Legal Review
Data Analysis
Quality Check
Risk Score
- • 7B parameters each
- • Expert at your specific tasks
- • $500/month total
- • 50ms response time
- • Perfect for your business
How It Works
Describe behavior, not datasets
Tell us how the model should behave. We synthesize training data, configure the architecture, and handle the training. Watch it happen live.
13 Specialized Models
One model per business function
Customer service, fraud detection, document extraction, quality scoring. Each gets its own specialist model that actually works.
Chat Fine-Tuning
Train on your data
Emotional Tags
Control response style
Reward Modeling
Score response quality
Classification
Categorize anything
Risk Scoring
Calculate risk levels
Entity Extraction
Pull key information
Translation
Convert between formats
Visual Analysis
Identify patterns
Object Detection
Find and count items
Medical Imaging
Analyze scans
Prediction Models
Predict outcomes
Forecasting
Predict future values
Similarity Matching
Find related content
Reinforcement Learning
Teach with rewards
Voice Fine-tuning
Custom voice models
Image Generation
Create images from text
Video Models
Generate video content
Custom Architecture
Build your own design
Zero Engineering Required
Vibe training: Just describe what you want
No datasets. No labeling. Just describe the behavior and we create synthetic data, train the model, and deploy it. Like Cursor for AI training.
- •Describe the vibe - we synthesize perfect training data
- •Automatic LoRA/QLoRA for efficient fine-tuning
- •Live metrics show accuracy, loss, and uncertainty scores
- •Export GGUF, adapters, or deploy as API instantly
Drop your dataset here
CSV, JSON, Parquet supported
The Numbers
Specialist models vs GPT-5: Real numbers
On your specific tasks, specialist models are cheaper, faster, and more accurate. Here's what our users see in production.
Cost
20x cheaper
General LLM
$10,000/month
Your Model
$499/month
Speed
100x faster
General LLM
2-5 seconds
Your Model
50ms
Accuracy
18% better
General LLM
78% on your data
Your Model
96% on your data
Size
25x smaller
General LLM
175B parameters
Your Model
7B parameters
Why Specialized Wins
Large language models are like hiring a Nobel laureate to answer your support emails. Impressive? Yes. Practical? No. Your business doesn't need infinite knowledge-it needs perfect execution on specific tasks.
Specialized models: Faster, cheaper, and actually better at what matters.
Models our users are talking about
Training model on my data for chatting
Custom conversational AI that understands your business context and terminology perfectly.
Stable Diffusion research models
Training models for fun, exploring diffusion architectures for creative applications.
Agent-Specific Intent Models
Improving agents with specific intent, conversation, and voice models for complex workflows.
Translation for my language
Training models for translation on underserved languages and regional dialects.
Socionics research models
Training models for personality type analysis and interpersonal dynamics research.
School matching for parents
Helping parents find the right school for their kid in a private network.
Medical billing & coding
Automating complex medical billing codes and insurance claim processing.
How engineers actually use this
Netflix has 100+ models: one for thumbnails, one for recommendations, one for search. Each specialist outperforms any general model at its specific task.
Now you can build the same architecture. Train specialists for each business function, then orchestrate them in workflows. No ML team required.
Describe Behavior
Tell us how each model should act. We handle the rest.
Auto-Training
We synthesize data and train. 10 minutes later: deployed.
Compose Workflows
Chain specialists with validators to eliminate hallucinations.
Ship AI that doesn't hallucinate
Perfect for engineers who need reliability and builders using Cursor who need simplicity.
Describe what you want. Get a model that actually works. Deploy anywhere.