diff --git a/README.md b/README.md
index 874916c..0d57626 100644
--- a/README.md
+++ b/README.md
@@ -10,28 +10,35 @@ This repository provides easy-to-use benchmarks using audio and video content fr
 | Thick accents         | Moonshine for Medicine Popcorn Sutton | [Internet Archive](https://archive.org/details/this-is-the-last-dam-run-of-likker-ill-ever-make-full-movie/+Moonshine+for+Medicine++++Popcorn+Sutton.mp4) |
 | Low-quality audio      | 1994 90210 Melrose Place Promos Commercial | [Internet Archive](https://archive.org/details/1994variouscommercials/1994+90210+Melrose+Place+Promos+Commercial.mkv) |
 | Artifacts in audio     | 2002 007 Movie Trailer Commercial Bad Video | [Internet Archive](https://archive.org/details/2002variouscommercials/2002+007+Movie+Trailer+Commercial+Bad+Video.mp4) |
+| Ideal audio (one speaker) | 8 Bit Bookclub | [Internet Archive](https://archive.org/details/8-bit-bookclub/36+-+ANNOUNCEMENT++SUMMER+HIATUS.mp3) |
+
+## How to Run Whisper Benchmarks
+
+### 1. Download Video from the Internet Archive
+
+Visit the links provided and download the relevant item listed under MPEG or H264 in the download options. MP3 will also work.
+
+### 2. Visit Whisper WebUI Repository
+https://gitlab.com/aadnk/whisper-webui
+
+Run whisper in docker or natively by following the provided instructions, make sure you set the appropriate options for the test you want to do (ie. omit "--gpus=all" if you would like to run a CPU benchmark)
+
+Note: Occasionally the docker image provided does not work, if you run into any errors then try the gitlab registry. Also, the docker method is generally recommended as it's a lot easier to get up and running.
 
 ## Results
 
+Links are embeded for each category
+
 ### CPU Benchmarks
 
-| Video                                                      | Time (s) | CPU Model                         |
-|------------------------------------------------------------|----------|-----------------------------------|
-| [Body camera footage from July 10 traffic stop](https://archive.org/details/cobmn-Body_camera_footage_from_July_10_traffic_stop)    | 15.25    | Intel Core i9-9900K               |
-| [Moonshine for Medicine Popcorn Sutton ](https://archive.org/details/this-is-the-last-dam-run-of-likker-ill-ever-make-full-movie/+Moonshine+for+Medicine++++Popcorn+Sutton.mp4)   | 22.50    | AMD Ryzen 7 5800X                 |
-| [1994 90210 Melrose Place Promos Commercial](https://archive.org/details/1994variouscommercials/1994+90210+Melrose+Place+Promos+Commercial.mkv) | 10.75    | Intel Core i7-10700K              |
-| [2002 007 Movie Trailer Commercial Bad Video](https://archive.org/details/2002variouscommercials/2002+007+Movie+Trailer+Commercial+Bad+Video.mp4)     | 18.30    | AMD Ryzen 9 5900X                 |
+|  CPU Model | Poor mic placement (s) | Thick accents (s) | Low-quality audio (s) | Artifacts in audio (s) | Ideal audio (one speaker) | (Docker/Native) |
+|-|-|-|-|-|-|-|
 
 ### GPU Benchmarks
 
-| Video                                                      | Time (s) | GPU Model                         |
-|------------------------------------------------------------|----------|-----------------------------------|
-| [Body camera footage from July 10 traffic stop](https://archive.org/details/cobmn-Body_camera_footage_from_July_10_traffic_stop)    | 8.50     | NVIDIA GeForce RTX 3080           |
-| [Moonshine for Medicine Popcorn Sutton ](https://archive.org/details/this-is-the-last-dam-run-of-likker-ill-ever-make-full-movie/+Moonshine+for+Medicine++++Popcorn+Sutton.mp4)   | 15.75    | NVIDIA Quadro P5000              |
-| [1994 90210 Melrose Place Promos Commercial](https://archive.org/details/1994variouscommercials/1994+90210+Melrose+Place+Promos+Commercial.mkv) | 8.20     | AMD Radeon RX 6800 XT            |
-| [2002 007 Movie Trailer Commercial Bad Video](https://archive.org/details/2002variouscommercials/2002+007+Movie+Trailer+Commercial+Bad+Video.mp4)     | 12.45    | NVIDIA Tesla V100                |
-
+|  GPU Model | Poor mic placement (s) | Thick accents (s) | Low-quality audio (s) | Artifacts in audio (s) | Ideal audio (one speaker) | (Docker/Native) |
+|-|-|-|-|-|-|-|
 
 ## Todo:
-- [ ] Write easy bash scripts for running a set of benchmarks
-- [ ] Create a standard format for exporting the data into a spreadsheet
+- [ ] Write easy bash scripts for running a set of benchmarks with an easy cleanup
+- [ ] Finalize a standard format for exporting the data into a spreadsheet