diff --git a/compare/prompts-x4/README.md b/compare/prompts-x4/README.md
index 8886040..a019999 100644
--- a/compare/prompts-x4/README.md
+++ b/compare/prompts-x4/README.md
@@ -11,13 +11,15 @@ Stable Diffusion can be _weird_. Sometimes it helps to examine the weirdness wit
Takes advantage of text boxes, concatenate, and cli output.
-## xformers enabled
+## Punctuation in Prompts
+
+### xformers enabled
| prompt A | prompt B | prompt C | prompt D
|:----:|:----:|:----:|:----:|
|`Is, This, Different, Than` | `Is; This; Different; Than` | `Is: This: Different: Than` | `Is. This. Different. Than` |
| | | |
-## xformers disabled
+### xformers disabled
| prompt A | prompt B | prompt C | prompt D
|:----:|:----:|:----:|:----:|
|`Is, This, Different, Than` | `Is; This; Different; Than` | `Is: This: Different: Than` | `Is. This. Different. Than` |
@@ -35,6 +37,26 @@ To disable xformers:
* `python .\main.py --disable-xformers`
+## Textual Inversons (embeddings)
+
+Are the "triggers" for textual inversions required in comfyui?
+
+### Style Princess
+
+ | prompt A | prompt B | prompt C | prompt D
+ |:----:|:----:|:----:|:----:|
+ | `girl in a sunset style-princess` | `girl in a sunset embedding:style-princess style-princess` | `girl in a sunset embedding:style-princess` | `girl in a sunset`
+ |||||
+
+### GNTZ
+
+ | prompt A | prompt B | prompt C | prompt D
+ |:----:|:----:|:----:|:----:|
+ | `girl in a sunset gntz` | `girl in a sunset embedding:gntz gntz` | `girl in a sunset embedding:gntz` | `girl in a sunset` |
+ |||||
+
+Conclusion: not needed, but they do add importance.
+
## resources
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