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Our Fine-Tuned Lab Assistant

Atlas is your AI-powered guide to model training, deployment, and optimization. Ask questions, get expert advice, and explore Fine Tune Lab's capabilities—all powered by the same technology you'll use in production.

Model Training and Assessment Portal

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Experience the power of Fine Tune Lab's closed-loop AI platform with production analytics and real-time feedback.

The AI Workflow Crisis

Why AI Teams Move So Slowly

You're stitching together training, evaluation, and deployment with duct tape and shell scripts.

Zero reproducibility

Training scripts scattered everywhere

Your team writes one-off Python scripts for each model. No versioning, no reusability, no visibility into what's running.

Days wasted debugging

Manual orchestration hell

You manually chain training → eval → benchmark → deploy steps. Missing one breaks everything. No rollback, no error handling.

Stale models

No closed-loop feedback

Models go to production. Telemetry data sits unused. You never retrain on real-world performance—just hope it works.

Vendor lock-in

Can't compare model families

Testing GPT-4o vs Claude vs Gemini means rewriting infrastructure each time. No standardized benchmarks across providers.

Built for AI Workflows, Not Generic Tasks

Compare Fine Tune Lab to general orchestration tools. We're purpose-built for the AI lifecycle.

Features
FineTune Lab
AI-Native Platform
Shell Scripts
DIY Pipelines
Airflow / Prefect
General Orchestration
Kubeflow
K8s ML Ops
Training
Local GPU Support
Multi-Model Training
LoRA/QLoRA Fine-tuning
Multiple Training Methods
Real-time Training Metrics
Benchmarking
Training Evaluation
Model Family Support
HuggingFace OSS
1-2
N/A
Limited
Custom Evaluation Metrics
Deployment
One-Click Deploy
Real-Time Telemetry (SSE)
Multi-Cloud Support
Setup Time
Minutes
Days
Weeks
Months
Closed-Loop Learning
Telemetry → Training Data
Production Analytics
Feedback Loop Integration
Cost
Free Trial
15 Days
N/A
N/A
N/A
Pricing Model
Subscription + Compute
N/A
$500/mo
$1000/mo

AI-Native Platform, Try It Free

Why struggle with Airflow or pay $1000/month for Kubeflow? Fine Tune Lab offers a 15-day free trial with local training, benchmarking, and deployment included.

15-day free trialNo credit card requiredUsage-based pricing

The Closed-Loop AI Lifecycle

Train → Assess → Benchmark → Deploy → Monitor → Improve. All connected in one unified platform.

01

Train in Cloud

Fine-tune models with LoRA/QLoRA on cloud GPUs. All managed through our unified platform.

Flexible infrastructure
02

Assess & Benchmark

Run automated evaluations on HuggingFace open-source models. Compare quality metrics and performance side-by-side.

Data-driven decisions
03

Deploy & Monitor

Push to production with one click. Stream real-time telemetry via SSE: token counts, latency, user ratings, errors.

Live observability
04

Close the Loop

Telemetry flows back into training datasets. Use production data to improve your next training run.

Continuous improvement
Not Your Average Dashboard

Deep Analytics, Not Surface-Level Metrics

7 advanced operations that actually tell you what's wrong and how to fix it. 46 real-time visualizations that go beyond basic line charts.

7 Advanced Analytics Operations

Automated

Anomaly Detection

Catches quality drops BEFORE customers complain

Proactive alerts

Predictive Quality Modeling

Forecasts next week's performance trends

Plan ahead

Advanced Sentiment Analysis

Beyond basic positive/negative—understand emotions

Deep insights

Error Analysis

Finds root causes automatically, no manual debugging

Fix issues faster

Benchmark Analysis

Compare against industry standards

Know where you stand

Temporal Analysis

Shows quality trends over time

Track improvements

Textual Feedback Analysis

Extracts insights from your human notes

Learn from evaluations
+

More coming soon

We're constantly adding new operations

46 Real-Time Visualizations

Live Data
Analytics Dashboard
Central hub for all metrics and insights
Analytics Chat (NL queries)
Ask questions about your data in plain English
Metrics Overview
High-level summary of key performance indicators
Rating Distribution
See how users rate your model responses
Success Rate Chart
Track successful vs failed interactions over time
Token Usage Chart
Monitor token consumption and costs
Tool Performance Chart
Measure effectiveness of different tools
Error Breakdown Chart
Categorize and visualize error patterns
Cost Tracking Chart
Track spending across models and providers
Conversation Length Chart
Analyze interaction duration trends
Response Time Chart
Monitor latency and response speeds
Model Performance Table
Compare metrics across different models
Session Comparison Table
Side-by-side session analysis
Training Effectiveness Chart
Measure impact of fine-tuning iterations
Advanced Filter Panel
Filter data by date, model, user, and more
Export Modal
Download analytics in multiple formats
AI Insights Panel
Automated insights from your analytics data
Custom Metric Selector
Choose which metrics to display
Individual Insight Cards
Focused cards for specific metrics
Anomaly Feed
Real-time alerts for unusual patterns
Benchmark Analysis Chart
Compare against industry standards
Cohort Analysis View
Group and analyze user segments
Cohort Card
Summary cards for each cohort
Cohort Comparison Chart
Compare performance across cohorts
Cohort Trend Chart
Track cohort metrics over time
Quality Forecast Chart
Predict future performance trends
Sentiment Analyzer
Analyze emotional tone of interactions
Sentiment Dashboard
Comprehensive sentiment metrics view
Sentiment Trend Chart
Track sentiment changes over time
SLA Breach Chart
Monitor service level agreement violations
Provider Telemetry Panel
Track metrics by cloud provider
Research Jobs Panel
Monitor training job analytics
Experiment Manager
Track A/B tests and experiments
Judgments Breakdown
Detailed view of evaluation results
Judgments Table
Tabular view of all judgments
Active Filters Bar
See currently applied filters at a glance
Export Button
Quick export to CSV, JSON, or Excel
Export Format Selector
Choose your preferred export format
Export Type Selector
Select which data to export
Export History
Access previously exported files
Download Link
Direct download links for exports
Contributing Factors List
Identify root causes of issues
Recommendation Card
AI-generated improvement suggestions
Root Cause Timeline
Trace issues back to their source
Trace View
Detailed execution trace for debugging
7
Advanced operations running automatically
46
Real-time visualizations at your fingertips
0
Manual SQL queries or dashboard building
Killer Feature

Ask Questions. Get Answers.

Forget SQL queries and dashboard hunting. Just ask in plain English.

Analytics Chat

Natural language queries powered by AI

Why did response time increase last Tuesday?

AI analyzes logs, finds root cause, shows affected conversations

[Visual data & charts here]

Which model performs best for customer support?

Compares all models across 7 metrics, ranks by success rate

[Visual data & charts here]
Analyzing your data...
Try: "What caused the quality drop last week?"

"Show me conversations rated 1-star this week"

Filtered list with sentiment breakdown and common failure patterns

"What's the ROI of our last training run?"

Before/after metrics, cost analysis, quality improvement %

Your data. Your language. Instant insights.
No SQL. No dashboard hunting. Just ask.

Three Tiers, One Platform

Start with a 15-day trial. Upgrade to Pro for advanced features. Scale with Pro Plus for teams.

Free Trial

  • 15-day trial period
  • Everything in Pro
  • Model A/B Testing
  • Advanced Analytics Dashboard
  • Email support (24hr response)

Pro

  • Model A/B Testing
  • Advanced Analytics Dashboard
  • Priority Training Queue
  • GraphRAG Analytics
  • Advanced Metrics Suite
  • Priority support

Pro Plus

  • Everything in Pro
  • Unlimited team members
  • Team workspace
  • Team collaboration tools
  • 50 GB storage
  • Priority support

Built For Every AI Use Case

From chatbots to content generation, improve any AI application

AI Customer Support

Train chatbots on real support conversations. Improve resolution rates continuously.

32% faster resolution18% quality improvement

E-commerce AI Assistants

Optimize product recommendations and shopping assistance based on customer behavior.

15% conversion liftReal customer patterns

Content Generation

Fine-tune models on what customers actually engage with, not generic training data.

2x engagementHigher quality output

Developer Tools

Improve code completion and generation with real developer workflows.

40% acceptance rateProduction-validated

Enterprise AI

Deploy internal AI tools with quality monitoring and continuous improvement.

Measurable ROICompliance-ready

AI Features

Launch any AI feature with confidence. Monitor quality and iterate fast.

Deploy weeklyZero guesswork

Simple, Transparent Pricing

Choose the plan that fits your scale. Start with a 15-day free trial.

MonthlyYearly(Save up to 11%)

Free Trial

15 days to explore everything

Free
  • 🚀 15-day trial period
  • 🚀 Everything in Pro
  • 🚀 Model A/B Testing
  • 🚀 Advanced Analytics Dashboard
  • 🚀 Priority Training Queue
  • 🚀 Email support (24hr response)
Most Popular

Pro

For professional developers

$297/mo
  • 🚀 Model A/B Testing
  • 🚀 Advanced Analytics Dashboard
  • 🚀 Priority Training Queue
  • 🚀 DAG Training Workflows
  • 🚀 GraphRAG Analytics
  • 🚀 Advanced Metrics Suite
  • 🚀 Custom Integrations
  • 🚀 Priority support

Pro Plus

For scaling teams

$497/mo
  • 🚀 Model A/B Testing
  • 🚀 Advanced Analytics Dashboard
  • 🚀 Priority Training Queue
  • 🚀 DAG Training Workflows
  • 🚀 GraphRAG Analytics
  • 🚀 Advanced Metrics Suite
  • 🚀 Custom Integrations
  • 🚀 Priority support
  • 🚀 Unlimited team members
  • 🚀 Team workspace
  • 🚀 Team collaboration tools

Enterprise

Custom solutions for your organization

Custom Pricing
  • 🚀 Everything in Pro Plus
  • 🚀 Dedicated Support Engineer
  • 🚀 Custom SLA & Contracts
  • 🚀 On-Premise Deployment
  • 🚀 White Label Options
  • 🚀 Full API Access
  • 🚀 Unlimited team members
  • 🚀 Custom integrations
  • 🚀 Volume discounts available

Detailed Comparison

FeatureFree TrialProPro PlusEnterprise
Storage (Datasets/Logs)5K MB10K MB51K MBUnlimited
Concurrent Training JobsUnlimitedUnlimitedUnlimitedUnlimited
Team Members11UnlimitedUnlimited

Frequently Asked Questions

Everything you need to know before getting started

Still have questions?

We're here to help. Book a demo or reach out to our team.

Start your AI journey today

Ready to Transform Your AI Workflow?

Start with a 15-day free trial. Train models, deploy with confidence, and get production analytics.