HARDWARE & EVIDENCE

Understand compatibility before you download.

NeuralDrift replaces speculative online requirements with factual execution evidence. Query your exact GPU or VRAM capacity below to inspect verified runs.

LOCAL EXECUTION EVIDENCE

37 workflows execution-tested on physical RTX 5080 hardware.

We evaluate real generation runs rather than theoretical online minimums. Check the breakdown below or pick your GPU to inspect compatibility.

37execution-tested
37current successful execution records
13not yet execution-tested
0recorded failures

1 observed hardware profile(s). STANDARD successes: 0; OPTIMIZED successes: 0; unclassified historical successes: 37; stale records: 0. GPUs in the selector are reference specifications, not discovered machines.

Select Target Hardware

Query compatibility against real execution records and conservative VRAM inference rules.

Compatibility verdict for NVIDIA GeForce RTX 5080 (16GB):

37Directly Tested
0Likely Compatible
2Estimated from Specs
11Failures / Blocked / Unknown

VERIFICATION STANDARDS

NeuralDrift 5-Level Validation Framework

Unlike generic indexes that aggregate untested online graphs, NeuralDrift establishes an empirical chain of custody before designating any workflow execution-tested.

LEVEL 1 — File parses correctly

JSON Schema Valid

The downloadable JSON is syntactically valid, has clean node mappings, and contains no malformed syntax errors.

LEVEL 2 — Workflow graph is valid

Graph Connectivity Valid

Internal node links, inputs, and outputs form a valid acyclic execution graph with correct node type bindings.

LEVEL 3 — Dependencies identified

Dependencies Identified

All checkpoints, diffusion models, VAEs, text encoders, and custom nodes are inventoried with exact filenames and directories.

LEVEL 4 — Loaded successfully in ComfyUI

ComfyUI Graph Import

The graph loads directly into an active ComfyUI instance without red missing-node boxes or syntax incompatibilities.

LEVEL 5 — Executed successfully with expected output

Execution & Semantic Output

The workflow completes a real run on local hardware, producing an inspectable output artifact (image, video, audio) with verified prompt correspondence.

Hardware Reality & Limitations

  • Hardware Specificity: Execution records are matched to observed physical hardware profiles and workflow hashes. Historical RTX 5080 runs retain their original software and settings; they do not establish secondary GPU performance.
  • No Downward VRAM Inferences: Success on 16GB does not prove that an 8GB or 12GB GPU can execute the workflow without memory exhaustion.
  • Non-Linear Runtime: Measured execution seconds represent the specific test resolution, batch size, and step count documented in each test record. Higher resolutions or different samplers will scale non-linearly.
  • Architecture Caveats: AMD (ROCm), Apple Silicon (MPS), and older Pascal/Turing GPUs have distinct kernel compiler and precision constraints not captured by VRAM numbers alone.

WORKFLOW COMPATIBILITY CATALOG

Browse Evaluated Workflows

50 Workflows

//IMAGE GENERATION

Foundational text-to-image pipelines including SDXL, Flux, and fast generators.

12 workflows

//EDITING & CONTROL

Inpainting, ControlNet, img2img, and sketch-to-photo precision control.

10 workflows

//UPSCALING & ENHANCEMENT

Model-based detail enhancement, Real-ESRGAN, and post-generation scaling.

2 workflows

//VIDEO & ANIMATION

LTX Video, AnimateDiff camera motions, and generative motion pipelines.

10 workflows

//AUDIO & MUSIC

Text-to-song generation, sound design, and local audio synthesis.

1 workflow

//CREATIVE PRESETS

Specialized aesthetic configurations for editorial, product, architecture, and fantasy.

15 workflows