Powering Reproducible AI Research for Faster Discovery
DreamLayer provides the infrastructure for reproducible AI research by automating benchmarking with standardized prompts, seeds, and metrics.
Save Weeks of Work
Automate prompt packs, seeds, and configs so benchmarking runs in hours instead of days.
Reproducible by Design
Every run is logged and frozen, making results consistent, and easy to share.
Built for Researchers
Compare models side by side with standardized metrics like CLIP Score, FID, and F1 Score.
DreamLayer runs locally! Try it today
We offer a lightweight, open-source version so researchers can try DreamLayer locally before scaling up.
Try For Free
Save Weeks of Work
Replace days of pipeline wiring with one clean config. DreamLayer centralizes prompts, seeds, and settings so every run starts reproducible.
One config for all models and sweeps
No custom scripts or manual logging
Reproducible runs from the start
Prompt & Seed Management
Batch prompts are auto-applied across models with no manual setup. DreamLayer ensures consistent prompts and seeds so experiments are always reproducible.
Load 100s of prompts instantly
Auto-apply multiple seeds per run
Guaranteed reproducibility across models
Evaluation Metrics
No more coding CLIPScore, FID, or F1 by hand. DreamLayer runs every benchmark automatically and logs results with prompts, seeds, and configs
CLIP, FID, Precision, Recall, F1 auto-scored
Metrics tied to every run for full traceability
Export-ready for papers and reports
Reproducibility & Reporting
Every experiment is frozen and packaged into a reproducible bundle. Export CSVs, configs, images, and documentation in one click.
One-click export to CSV, JSON, and README
Every run logged with seeds, prompts, and configs
Shareable and replayable for papers or collaboration
Save Weeks of Work
Replace days of pipeline wiring with one clean config. DreamLayer centralizes prompts, seeds, and settings so every run starts reproducible.
One config for all models and sweeps
No custom scripts or manual logging
Reproducible runs from the start
Prompt & Seed Management
Batch prompts are auto-applied across models with no manual setup. DreamLayer ensures consistent prompts and seeds so experiments are always reproducible.
Load 100s of prompts instantly
Auto-apply multiple seeds per run
Guaranteed reproducibility across models
Evaluation Metrics
No more coding CLIPScore, FID, or F1 by hand. DreamLayer runs every benchmark automatically and logs results with prompts, seeds, and configs
CLIP, FID, Precision, Recall, F1 auto-scored
Metrics tied to every run for full traceability
Export-ready for papers and reports
Reproducibility & Reporting
Every experiment is frozen and packaged into a reproducible bundle. Export CSVs, configs, images, and documentation in one click.
One-click export to CSV, JSON, and README
Every run logged with seeds, prompts, and configs
Shareable and replayable for papers or collaboration