Train Smarter. Iterate Faster.
Train Smarter. Iterate Faster.
One Loop For Building Better Models and Data
One Loop For Building Better Models and Data
Dataset AI lets you find the best model and craft the perfect dataset — at speed.
Dataset AI lets you find the best model and craft the perfect dataset — at speed.
H1
MULTI MODEL SUPPORT
Product
You will fall behind if you stop improving.
Dataset AI helps you do that in one workspace.
You will fall behind if you stop improving.
Dataset AI helps you do that in one workspace.
Test models, refine prompts, fix datasets, and keep up with every new release, all at one place.
Your Unfair Advantage
The latest model just dropped.
Configure it before your competitors do.
The latest model just dropped.
Configure it before your competitors do.
Most teams optimize a single vector: find a better model, or fix broken data. Progress stalls because they never feed each other. DatasetAI is the loop that closes them.
Outputs are discarded. Datasets go stale. Improvements feel random.
✕ models tested in isolation ✕ good outputs lost to history ✕ datasets edited in spreadsheets ✕ fine-tune → forget → repeat ✕ no memory between runs
Without Dataset AI
Every run makes the next one better.
+ models compared in parallel + outputs harvested into the vault + datasets edited like code + one-click LoRA / DPO + versioned, diffed, reproducible
With Dataset AI
Overview
Build your competive edge
DatasetAI connects model testing, data refinement, and training into one continuous workflow.
Instead of isolated steps, every output feeds the next improvement.
01
Test and Compare Models
Run multiple AI models side-by-side with different prompts and settings. See which performs best in terms of quality, speed, and cost. Make informed decisions faster instead of testing one model at a time.
01
Test and Compare Models
Run multiple AI models side-by-side with different prompts and settings. See which performs best in terms of quality, speed, and cost. Make informed decisions faster instead of testing one model at a time.
02
Collect and Refine Your Data
Save your best model outputs directly into a dataset with one click. Edit and improve your data using professional tools. Version every change so you can track what was updated and why.
03
Fine-Tune and Deploy
Train your own model on your refined data. Compare it against other models to verify it performs better. Route traffic between versions and automatically capture new outputs for continuous improvement.
Overview
Build your competive edge
DatasetAI connects model testing, data refinement, and training into one continuous workflow.
Instead of isolated steps, every output feeds the next improvement.
01
Test and Compare Models
Run multiple AI models side-by-side with different prompts and settings. See which performs best in terms of quality, speed, and cost. Make informed decisions faster instead of testing one model at a time.
02
Collect and Refine Your Data
Save your best model outputs directly into a dataset with one click. Edit and improve your data using professional tools. Version every change so you can track what was updated and why.
03
Fine-Tune and Deploy
Train your own model on your refined data. Compare it against other models to verify it performs better. Route traffic between versions and automatically capture new outputs for continuous improvement.
Loop
Better models make better data & Better data makes better models.
One loop. Continuous improvement.
Better models make better data & Better data makes better models.
One loop. Continuous improvement.
Test your models. The best results become training data. You refine that data. Train a custom model with it. Your new model produces better results. Those results improve your data further. Train again. The cycle repeats—and improves with each iteration
Features
Stop building data from scratch (99% CPU, Mediocre Results)
Start refining and configuring (1% CPU, 100x better results)
Stop building data from scratch (99% CPU, Mediocre Results)
Start refining and configuring (1% CPU, 100x better results)
Start at any stage — every path folds back into the same engine.
Test
Test the best models in parallel
Sweep models, prompts, temperature, top-p — side by side. See winners emerge in a single pass instead of a week of one-offs
Test
Test the best models in parallel
Sweep models, prompts, temperature, top-p — side by side. See winners emerge in a single pass instead of a week of one-offs
Harvest
Turn outputs into better data
Every response is a candidate. Pick the good ones, mark preference pairs, and drop them straight into your dataset — no CSV shuffling.
Harvest
Turn outputs into better data
Every response is a candidate. Pick the good ones, mark preference pairs, and drop them straight into your dataset — no CSV shuffling.
Refine
Edit data like code.
Regex, multi-cursor, live previews, typed schemas. A dataset editor that treats your training set as source — not a spreadsheet.
Refine
Edit data like code.
Regex, multi-cursor, live previews, typed schemas. A dataset editor that treats your training set as source — not a spreadsheet.
Tune
Ship a model that learnt from the best
LoRA, full fine-tune, or DPO — one click. Routing moves traffic the moment your new checkpoint beats the baseline.
Tune
Ship a model that learnt from the best
LoRA, full fine-tune, or DPO — one click. Routing moves traffic the moment your new checkpoint beats the baseline.
Loop
Then do It again to stay ahead.
The better model generates better outputs, which become better data, which trains a better model. The gains compound. Forever.
Loop
Then do It again to stay ahead.
The better model generates better outputs, which become better data, which trains a better model. The gains compound. Forever.
Benefits
Make prompts, configs and golden datasets work for you.
Make prompts, configs and golden datasets work for you.
Four primitives. Composed, they become the feedback loop you've been building by hand.
Model Hunt
Run 100+ model × prompt × parameter combinations in parallel. Rank by blended scoring: latency × quality × cost.
Model Hunt
Run 100+ model × prompt × parameter combinations in parallel. Rank by blended scoring: latency × quality × cost.
Model Hunt
Run 100+ model × prompt × parameter combinations in parallel. Rank by blended scoring: latency × quality × cost.
Game-level editor
Regex, multi-cursor, typed schemas, live inference tests — a dataset editor that respects your IDE muscle memory.
Game-level editor
Regex, multi-cursor, typed schemas, live inference tests — a dataset editor that respects your IDE muscle memory.
Game-level editor
Regex, multi-cursor, typed schemas, live inference tests — a dataset editor that respects your IDE muscle memory.
One-click fine-tune
LoRA, full tunes, DPO, ORPO. Pick a method, pick a base, press go. Auto-routing promotes winners.
One-click fine-tune
LoRA, full tunes, DPO, ORPO. Pick a method, pick a base, press go. Auto-routing promotes winners.
One-click fine-tune
LoRA, full tunes, DPO, ORPO. Pick a method, pick a base, press go. Auto-routing promotes winners.
Versioned data vault
Every dataset is a repo. Diff rows, roll back a bad clean, branch a synthetic run — reproducible by design.
Versioned data vault
Every dataset is a repo. Diff rows, roll back a bad clean, branch a synthetic run — reproducible by design.
Versioned data vault
Every dataset is a repo. Diff rows, roll back a bad clean, branch a synthetic run — reproducible by design.
Specifications
We spent thousands of hours figuring out what actually works.
So you don't have to.
We spent thousands of hours figuring out what actually works.
So you don't have to.
DatasetAI connects model testing, data refinement, and training into one continuous workflow.
Instead of isolated steps, every output feeds the next improvement.
Bulk Model Comparison
Test OpenAI, Claude, Gemini, DeepSeek, and other models simultaneously. Compare performance across different prompts and parameters. Identify the best model-prompt combination for your use case in minutes instead of days.
Bulk Model Comparison
Test OpenAI, Claude, Gemini, DeepSeek, and other models simultaneously. Compare performance across different prompts and parameters. Identify the best model-prompt combination for your use case in minutes instead of days.
Bulk Model Comparison
Test OpenAI, Claude, Gemini, DeepSeek, and other models simultaneously. Compare performance across different prompts and parameters. Identify the best model-prompt combination for your use case in minutes instead of days.
Harvest and Preserve Outputs
When a model produces a high-quality response, save it directly to your training dataset with a single click. The prompt, parameters, and metadata are automatically included. No information is lost or overlooked.
Harvest and Preserve Outputs
When a model produces a high-quality response, save it directly to your training dataset with a single click. The prompt, parameters, and metadata are automatically included. No information is lost or overlooked.
Harvest and Preserve Outputs
When a model produces a high-quality response, save it directly to your training dataset with a single click. The prompt, parameters, and metadata are automatically included. No information is lost or overlooked.
Advanced Data Editing
Edit datasets with features like multi-cursor editing, regex patterns, and change history. Clean and structure large datasets efficiently. Version control tracks every modification, making it easy to understand and revert changes.
Advanced Data Editing
Edit datasets with features like multi-cursor editing, regex patterns, and change history. Clean and structure large datasets efficiently. Version control tracks every modification, making it easy to understand and revert changes.
Advanced Data Editing
Edit datasets with features like multi-cursor editing, regex patterns, and change history. Clean and structure large datasets efficiently. Version control tracks every modification, making it easy to understand and revert changes.
Integrated Fine-Tuning
Fine-tune your own model directly within the platform. Monitor training progress and evaluate performance against baseline models in real-time. Deploy only when your model demonstrably outperforms alternatives.
Integrated Fine-Tuning
Fine-tune your own model directly within the platform. Monitor training progress and evaluate performance against baseline models in real-time. Deploy only when your model demonstrably outperforms alternatives.
Integrated Fine-Tuning
Fine-tune your own model directly within the platform. Monitor training progress and evaluate performance against baseline models in real-time. Deploy only when your model demonstrably outperforms alternatives.
Intelligent Model Routing
Direct requests to different models based on performance, cost, or task type. Test new models with controlled traffic splits before full deployment. Automatically capture outputs to feed back into the improvement cycle.
Intelligent Model Routing
Direct requests to different models based on performance, cost, or task type. Test new models with controlled traffic splits before full deployment. Automatically capture outputs to feed back into the improvement cycle.
Intelligent Model Routing
Direct requests to different models based on performance, cost, or task type. Test new models with controlled traffic splits before full deployment. Automatically capture outputs to feed back into the improvement cycle.
Export and Integration
Export your datasets in standard formats for use with other fine-tuning platforms or tools. Bring your own API keys and integrate with OpenAI, Anthropic, Google, and other providers. Complete flexibility with no lock-in.
Export and Integration
Export your datasets in standard formats for use with other fine-tuning platforms or tools. Bring your own API keys and integrate with OpenAI, Anthropic, Google, and other providers. Complete flexibility with no lock-in.
Export and Integration
Export your datasets in standard formats for use with other fine-tuning platforms or tools. Bring your own API keys and integrate with OpenAI, Anthropic, Google, and other providers. Complete flexibility with no lock-in.
Integrations
Use the latest models before your competitors
Use the latest models before your competitors
DatasetAI connects model testing, data refinement, and training into one continuous workflow.
Instead of isolated steps, every output feeds the next improvement.
Multi LLM integrations
test across multiple models
Multi LLM Integrations
Test across multiple models
Level up your LLMs with Dataset AI
DatasetPlayground lets you find the best model and craft the perfect dataset — at speed.
