Fine-tune AI
Enterprise LLM fine-tuning platform. From synthetic data generation to production deployment in hours, not weeks.
ANRAK is our enterprise AI platform,
evolving LLMs into domain experts.
Dataset Generation
Generate training data
automatically
Upload your documents, FAQs, or examples. Our AI generates diverse, high-quality training datasets using GPT-4 and Claude.
Neurosymbolic Verification
99%+ precision
guaranteed
Combine neural generation with symbolic rule verification. Essential for healthcare, finance, and regulated industries.
Training Methods
Four ways to train
your models
From simple fine-tuning to state-of-the-art reinforcement learning. Choose the approach that fits your use case.
No internet. No cloud costs. Complete privacy.
Run Locally
Your model, your
computer
Every fine-tuned model is automatically converted to run locally with Ollama. Download, run 3 commands, and chat with your private AI — no internet required.
Research Paper
SLM Reasoning
Layers
Our neurosymbolic approach to trustworthy AI. Small language models (500M–7B) act as independent verification agents — catching hallucinations, enforcing rules, and guaranteeing behavior that regex and prompt engineering never could.
Train domain-specific “cops” that verify your primary model's outputs in real time. At generation time, they filter your training data. At inference time, they guard every production response.
Resources
Everything you need
to get started
Documentation
Complete guide to datasets, training, deployment, verification models, GGUF export, MCP server, and API reference.
Read the docs →Research Paper
SLM Reasoning Layers — our proposal for using small models as verification agents. With architecture diagrams and comparisons.
Read the paper →MCP Server
Connect ANRAK to Claude Code, Cursor, Windsurf, or Claude Desktop. Manage training and models from your IDE.
Setup guide →Process
From data to deployment
Prepare
Upload training data or generate synthetic datasets from your documents
Configure
Choose base model, training method, and hyperparameters
Train
Watch progress in real-time with automatic checkpointing
Deploy
One click to deploy with auto-scaling API endpoints
Run Locally
Download your model and run it on your own computer with Ollama
Pricing
Fine-tuning that doesn't
break the bank
Train custom AI models for a fraction of the cost of cloud GPU rentals. No infrastructure to manage, no hidden fees.
GPU compute included. No setup fees, no minimum commitments. Pay only for what you use.
Llama 3.1 8B training rate. Larger models available at competitive rates.
Compared to renting cloud GPUs at $3-5/hour plus the complexity of setup and management.
Your own fine-tuned model, ready to deploy. No GPU rental, no DevOps.
Base Models
Fine-tune industry-leading open models
Model Creation
Build models of any size
From compact small language models to powerful large language models. Choose the right size for your deployment needs.
Small Language Models
1B - 7B parameters
Perfect for edge deployment, mobile apps, and cost-sensitive applications. Fast inference with minimal compute requirements.
Large Language Models
8B - 70B+ parameters
Maximum capability for complex reasoning, multi-step tasks, and enterprise applications. State-of-the-art performance on benchmarks.
Enterprise Workflows
165+ ways teams use ANRAK
Customer Support
Support Ticket Classifier
Customer Support
Multilingual Chat Agent
Customer Support
Tone-Aligned Support Bot
Customer Support
Escalation Detector
Customer Support
FAQ Auto-Responder
Customer Support
Complaint Summarizer
Customer Support
Sentiment Router
Customer Support
Upsell Opportunity Suggester
Customer Support
CSAT Score Predictor
Customer Support
Knowledge Base Generator
Customer Support
Warranty Claim Processor
Code & Dev Tools
Internal Code Completer
Code & Dev Tools
Code Review Bot
Code & Dev Tools
SQL Query Generator
Code & Dev Tools
Bug Report Triager
Code & Dev Tools
Docstring Writer
Code & Dev Tools
CLI Command Helper
Code & Dev Tools
API Migration Assistant
Code & Dev Tools
Unit Test Generator
Code & Dev Tools
Dependency Vulnerability Analyzer
Code & Dev Tools
Error Message Improver
Code & Dev Tools
Commit Message Writer
Legal & Compliance
Contract Clause Extractor
Legal & Compliance
Regulatory Compliance Checker
Legal & Compliance
Legal Brief Summarizer
Legal & Compliance
Privacy Policy Generator
Legal & Compliance
Contract Risk Scorer
Legal & Compliance
Case Law Finder
Legal & Compliance
NDA Clause Reviewer
Legal & Compliance
Compliance Report Generator
Legal & Compliance
Audit Trail Narrator
Legal & Compliance
Patent Classifier
Legal & Compliance
Terms of Service Analyzer
Healthcare
Medical Note Structurer
Healthcare
Clinical Trial Matcher
Healthcare
Drug Interaction Checker
Healthcare
Radiology Report Generator
Healthcare
Patient Communication Simplifier
Healthcare
Symptom Triage Assistant
Healthcare
Discharge Summary Writer
Healthcare
Lab Result Interpreter
Healthcare
Prior Authorization Drafter
Healthcare
ICD Code Suggester
Healthcare
Care Plan Generator
Finance
Earnings Call Summarizer
Finance
Fraud Alert Explainer
Finance
Financial Report Q&A
Finance
Credit Memo Drafter
Finance
Earnings Sentiment Analyzer
Finance
KYC Document Parser
Finance
Transaction Categorizer
Finance
Loan Risk Scorer
Finance
Regulatory Filing Summarizer
Finance
Portfolio Commentary Writer
Finance
Invoice Data Extractor
Education
Homework Tutor
Education
Essay Grader
Education
Study Guide Generator
Education
Research Paper Summarizer
Education
Quiz Question Generator
Education
Language Learning Tutor
Education
Curriculum Mapper
Education
Plagiarism Explainer
Education
Learning Path Creator
Education
Student Feedback Generator
Education
Rubric Evaluator
E-Commerce
Product Description Writer
E-Commerce
Review Response Generator
E-Commerce
Search Query Understander
E-Commerce
Size Recommendation Chatbot
E-Commerce
Return Reason Classifier
E-Commerce
Catalog Enricher
E-Commerce
Price Comparison Narrator
E-Commerce
Inventory Alert Writer
E-Commerce
Personalized Email Generator
E-Commerce
Cross-Sell Recommender
E-Commerce
Checkout Abandonment Nudger
Content & Marketing
Brand Voice Fine-Tuner
Content & Marketing
SEO Meta Description Generator
Content & Marketing
Social Media Post Generator
Content & Marketing
Email Subject Line Optimizer
Content & Marketing
Newsletter Summarizer
Content & Marketing
Ad Copy Writer
Customer Support
Support Ticket Classifier
Customer Support
Multilingual Chat Agent
Customer Support
Tone-Aligned Support Bot
Customer Support
Escalation Detector
Customer Support
FAQ Auto-Responder
Customer Support
Complaint Summarizer
Customer Support
Sentiment Router
Customer Support
Upsell Opportunity Suggester
Customer Support
CSAT Score Predictor
Customer Support
Knowledge Base Generator
Customer Support
Warranty Claim Processor
Code & Dev Tools
Internal Code Completer
Code & Dev Tools
Code Review Bot
Code & Dev Tools
SQL Query Generator
Code & Dev Tools
Bug Report Triager
Code & Dev Tools
Docstring Writer
Code & Dev Tools
CLI Command Helper
Code & Dev Tools
API Migration Assistant
Code & Dev Tools
Unit Test Generator
Code & Dev Tools
Dependency Vulnerability Analyzer
Code & Dev Tools
Error Message Improver
Code & Dev Tools
Commit Message Writer
Legal & Compliance
Contract Clause Extractor
Legal & Compliance
Regulatory Compliance Checker
Legal & Compliance
Legal Brief Summarizer
Legal & Compliance
Privacy Policy Generator
Legal & Compliance
Contract Risk Scorer
Legal & Compliance
Case Law Finder
Legal & Compliance
NDA Clause Reviewer
Legal & Compliance
Compliance Report Generator
Legal & Compliance
Audit Trail Narrator
Legal & Compliance
Patent Classifier
Legal & Compliance
Terms of Service Analyzer
Healthcare
Medical Note Structurer
Healthcare
Clinical Trial Matcher
Healthcare
Drug Interaction Checker
Healthcare
Radiology Report Generator
Healthcare
Patient Communication Simplifier
Healthcare
Symptom Triage Assistant
Healthcare
Discharge Summary Writer
Healthcare
Lab Result Interpreter
Healthcare
Prior Authorization Drafter
Healthcare
ICD Code Suggester
Healthcare
Care Plan Generator
Finance
Earnings Call Summarizer
Finance
Fraud Alert Explainer
Finance
Financial Report Q&A
Finance
Credit Memo Drafter
Finance
Earnings Sentiment Analyzer
Finance
KYC Document Parser
Finance
Transaction Categorizer
Finance
Loan Risk Scorer
Finance
Regulatory Filing Summarizer
Finance
Portfolio Commentary Writer
Finance
Invoice Data Extractor
Education
Homework Tutor
Education
Essay Grader
Education
Study Guide Generator
Education
Research Paper Summarizer
Education
Quiz Question Generator
Education
Language Learning Tutor
Education
Curriculum Mapper
Education
Plagiarism Explainer
Education
Learning Path Creator
Education
Student Feedback Generator
Education
Rubric Evaluator
E-Commerce
Product Description Writer
E-Commerce
Review Response Generator
E-Commerce
Search Query Understander
E-Commerce
Size Recommendation Chatbot
E-Commerce
Return Reason Classifier
E-Commerce
Catalog Enricher
E-Commerce
Price Comparison Narrator
E-Commerce
Inventory Alert Writer
E-Commerce
Personalized Email Generator
E-Commerce
Cross-Sell Recommender
E-Commerce
Checkout Abandonment Nudger
Content & Marketing
Brand Voice Fine-Tuner
Content & Marketing
SEO Meta Description Generator
Content & Marketing
Social Media Post Generator
Content & Marketing
Email Subject Line Optimizer
Content & Marketing
Newsletter Summarizer
Content & Marketing
Ad Copy Writer
Content & Marketing
Blog Outline Generator
Content & Marketing
Headline Scorer
Content & Marketing
Content Calendar Planner
Content & Marketing
Press Release Drafter
Content & Marketing
Hashtag Strategist
DevOps & Infra
Log Anomaly Explainer
DevOps & Infra
Incident Postmortem Drafter
DevOps & Infra
Runbook Generator
DevOps & Infra
Alert Deduplicator
DevOps & Infra
Config Drift Detector
DevOps & Infra
Deployment Changelog Writer
DevOps & Infra
SLA Report Narrator
DevOps & Infra
On-Call Handoff Summarizer
DevOps & Infra
Capacity Planning Narrator
DevOps & Infra
Terraform Describer
DevOps & Infra
Security Advisory Summarizer
Data & Analytics
Natural Language to Chart
Data & Analytics
Data Quality Reporter
Data & Analytics
Metric Definition Generator
Data & Analytics
Dashboard Narrator
Data & Analytics
Anomaly Report Writer
Data & Analytics
ETL Error Explainer
Data & Analytics
Data Dictionary Builder
Data & Analytics
A/B Test Summarizer
Data & Analytics
Cohort Analysis Narrator
Data & Analytics
SQL Optimizer Suggestions
Data & Analytics
Schema Migration Planner
HR & Recruiting
Resume Screener
HR & Recruiting
Job Description Writer
HR & Recruiting
Interview Question Generator
HR & Recruiting
Offer Letter Drafter
HR & Recruiting
Performance Review Summarizer
HR & Recruiting
Employee FAQ Bot
HR & Recruiting
Onboarding Guide Generator
HR & Recruiting
Comp Analysis Narrator
HR & Recruiting
Exit Interview Analyzer
HR & Recruiting
Policy Q&A Bot
HR & Recruiting
Culture Fit Assessor
Manufacturing
QA Report Generator
Manufacturing
Maintenance Prediction Narrator
Manufacturing
Supply Chain Risk Summarizer
Manufacturing
Defect Root Cause Analyzer
Manufacturing
SOP Generator
Manufacturing
Shift Handoff Summarizer
Manufacturing
Equipment Manual Q&A
Manufacturing
Safety Compliance Checker
Manufacturing
Production Schedule Narrator
Manufacturing
Material Spec Matcher
Manufacturing
Yield Optimization Reporter
Real Estate
Listing Description Writer
Real Estate
Property Comparison Narrator
Real Estate
Lease Clause Extractor
Real Estate
Market Analysis Summarizer
Real Estate
Inspection Report Summarizer
Real Estate
Mortgage Pre-Qual Explainer
Real Estate
Tenant Screening Narrator
Real Estate
CMA Report Generator
Real Estate
Zoning Regulation Q&A
Real Estate
Renovation Cost Estimator
Real Estate
Open House Follow-Up Writer
Insurance
Claim Processor
Insurance
Policy Comparison Narrator
Insurance
Underwriting Risk Summarizer
Insurance
Damage Assessment Describer
Insurance
Fraud Indicator Flagger
Insurance
Renewal Recommendation Writer
Insurance
Coverage Gap Identifier
Insurance
Actuarial Report Narrator
Insurance
Customer Dispute Resolver
Insurance
Compliance Doc Generator
Insurance
Premium Calculator Explainer
Model Optimization
Large-to-Small Distillation
Model Optimization
Domain Adaptation Pipeline
Model Optimization
Full Alignment Pipeline
Model Optimization
Reward Model Training
Model Optimization
A/B Model Comparison
Model Optimization
Continuous Fine-Tuning
Model Optimization
Custom Benchmark Creator
Model Optimization
LoRA Rank Search
Model Optimization
Loss Function Experiments
Model Optimization
Checkpoint Evaluation Pipeline
Model Optimization
Multi-Stage Training Pipeline
Content & Marketing
Blog Outline Generator
Content & Marketing
Headline Scorer
Content & Marketing
Content Calendar Planner
Content & Marketing
Press Release Drafter
Content & Marketing
Hashtag Strategist
DevOps & Infra
Log Anomaly Explainer
DevOps & Infra
Incident Postmortem Drafter
DevOps & Infra
Runbook Generator
DevOps & Infra
Alert Deduplicator
DevOps & Infra
Config Drift Detector
DevOps & Infra
Deployment Changelog Writer
DevOps & Infra
SLA Report Narrator
DevOps & Infra
On-Call Handoff Summarizer
DevOps & Infra
Capacity Planning Narrator
DevOps & Infra
Terraform Describer
DevOps & Infra
Security Advisory Summarizer
Data & Analytics
Natural Language to Chart
Data & Analytics
Data Quality Reporter
Data & Analytics
Metric Definition Generator
Data & Analytics
Dashboard Narrator
Data & Analytics
Anomaly Report Writer
Data & Analytics
ETL Error Explainer
Data & Analytics
Data Dictionary Builder
Data & Analytics
A/B Test Summarizer
Data & Analytics
Cohort Analysis Narrator
Data & Analytics
SQL Optimizer Suggestions
Data & Analytics
Schema Migration Planner
HR & Recruiting
Resume Screener
HR & Recruiting
Job Description Writer
HR & Recruiting
Interview Question Generator
HR & Recruiting
Offer Letter Drafter
HR & Recruiting
Performance Review Summarizer
HR & Recruiting
Employee FAQ Bot
HR & Recruiting
Onboarding Guide Generator
HR & Recruiting
Comp Analysis Narrator
HR & Recruiting
Exit Interview Analyzer
HR & Recruiting
Policy Q&A Bot
HR & Recruiting
Culture Fit Assessor
Manufacturing
QA Report Generator
Manufacturing
Maintenance Prediction Narrator
Manufacturing
Supply Chain Risk Summarizer
Manufacturing
Defect Root Cause Analyzer
Manufacturing
SOP Generator
Manufacturing
Shift Handoff Summarizer
Manufacturing
Equipment Manual Q&A
Manufacturing
Safety Compliance Checker
Manufacturing
Production Schedule Narrator
Manufacturing
Material Spec Matcher
Manufacturing
Yield Optimization Reporter
Real Estate
Listing Description Writer
Real Estate
Property Comparison Narrator
Real Estate
Lease Clause Extractor
Real Estate
Market Analysis Summarizer
Real Estate
Inspection Report Summarizer
Real Estate
Mortgage Pre-Qual Explainer
Real Estate
Tenant Screening Narrator
Real Estate
CMA Report Generator
Real Estate
Zoning Regulation Q&A
Real Estate
Renovation Cost Estimator
Real Estate
Open House Follow-Up Writer
Insurance
Claim Processor
Insurance
Policy Comparison Narrator
Insurance
Underwriting Risk Summarizer
Insurance
Damage Assessment Describer
Insurance
Fraud Indicator Flagger
Insurance
Renewal Recommendation Writer
Insurance
Coverage Gap Identifier
Insurance
Actuarial Report Narrator
Insurance
Customer Dispute Resolver
Insurance
Compliance Doc Generator
Insurance
Premium Calculator Explainer
Model Optimization
Large-to-Small Distillation
Model Optimization
Domain Adaptation Pipeline
Model Optimization
Full Alignment Pipeline
Model Optimization
Reward Model Training
Model Optimization
A/B Model Comparison
Model Optimization
Continuous Fine-Tuning
Model Optimization
Custom Benchmark Creator
Model Optimization
LoRA Rank Search
Model Optimization
Loss Function Experiments
Model Optimization
Checkpoint Evaluation Pipeline
Model Optimization
Multi-Stage Training Pipeline
“ANRAK transformed how we build AI. What used to take months now takes days, with better results.”
FAQ
Frequently asked questions
Contact
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