Question 1

What plans does DreamLayer AI offer?

Accepted Answer

DreamLayer AI offers three plans: Community Edition (free forever), Research Lab (advanced research tooling, free for a limited time via partner program), and Enterprise (custom edition for secure, large-scale, and mission-critical R&D).

Question 2

Is there a free version of DreamLayer AI?

Accepted Answer

Yes. Community Edition is free forever and includes core benchmarking features like standardized prompts and seeds, CLIPScore & FID (CIFAR-10 dataset), composition correctness (F1/Recall/Precision basics), seed control, batch prompt runner, prompt replay, labeled grid export, and private local storage by default.

Question 3

What is included in the Research Lab plan?

Accepted Answer

Research Lab includes everything in Community plus Matrix Runner, advanced metrics (LPIPS, SSIM, PSNR), batch seed runner (CSV upload, overnight runs), ControlNet and inpainting, dynamic environment files for composition correctness, compute traces (GPU/CPU usage, wall-time, CSV export), extended reports, tech support, custom integrations (on-prem GPUs and institutional servers), and email/onboarding support.

Question 4

What is included in the Enterprise plan?

Accepted Answer

Enterprise adds SSO integration, Benchmarking-as-a-Service (DreamLayer runs evaluations for you), custom metrics (plug in your own evaluators), specialized domain pipelines (video, audio, medical, or other custom needs), large-image tiling & blending, offline/air-gapped installer, dedicated technical support & SLA, and white-glove onboarding with priority support.

Question 5

Can DreamLayer AI run locally or on-prem?

Accepted Answer

Yes. DreamLayer runs locally by default for Community Edition and supports on-prem integrations in Research Lab and Enterprise. Enterprise also offers an offline, air-gapped installer for restricted environments.

Question 6

Which evaluation metrics are supported?

Accepted Answer

Out of the box DreamLayer supports CLIP Score, FID, Precision, Recall, and F1. Research Lab and Enterprise add advanced metrics including LPIPS, SSIM, and PSNR, with support for custom metrics in Enterprise.

Question 7

Who should use Community Edition vs. Research Lab vs. Enterprise?

Accepted Answer

Community is ideal for students, independent researchers, and hobbyists who want free, reproducible benchmarking. Research Lab suits professors, graduate students, and small industry teams who need advanced metrics and batch/automation. Enterprise is designed for corporate AI labs and mission-critical R&D that require security, scale, SSO, SLAs, and custom pipelines.

Question 8

Does DreamLayer provide reproducible results?

Accepted Answer

Yes. DreamLayer standardizes prompts and seeds, freezes configs, and logs every run. You can replay experiments, export CSVs and report bundles, and compare models side-by-side with consistent metrics.

Question 9

Can DreamLayer run evaluations for our team?

Accepted Answer

Yes. Enterprise includes Benchmarking-as-a-Service, where DreamLayer runs evaluations for you and delivers results, reports, and reproducible bundles.