diff --git a/libs/chonky/README.md b/libs/chonky/README.md
index 99cd35164c8..8ded43a6548 100644
--- a/libs/chonky/README.md
+++ b/libs/chonky/README.md
@@ -25,7 +25,7 @@ The library relies on common Rust tools as configured in the repository root. Th
 
 ## Usage
 
-To run this package, a compiled static library of `pdfium-render` must be provided. The library should be held in `libs/pdfium-lib` folder in the `Chonky` package, the precompiled binary for MacOS has been included in this repo. We pass the environment variable of the full path of the libary once when running `cargo build`
+To run this package, a compiled static library of `pdfium-render` must be provided. The library should be held in `libs/pdfium-lib` folder in the `Chonky` package, the precompiled binary for `MacOS` has been included in this repo. We pass the environment variable of the full path of the libary once when running `cargo build`
 
 ```sh
 PDFIUM_STATIC_LIB_PATH=/path/to/static/lib cargo build
diff --git a/libs/chonky/src/lib.rs b/libs/chonky/src/lib.rs
index 34b1ff3fe41..edddee8e1dc 100644
--- a/libs/chonky/src/lib.rs
+++ b/libs/chonky/src/lib.rs
@@ -69,8 +69,9 @@ pub mod pdf_segmentation {
     ///
     /// # Errors
     ///
-    /// Return an [`PdfiumError::ImageError`] if there was a problem with the image processing
-    /// operation, occurs when image cannot be encoded into specific image format
+    /// Return an [`ChonkyError::Pdfium`]  if there was a
+    /// problem with the image processing operation, occurs when image cannot be encoded into
+    /// specific image format
     pub fn pdf_to_images(pdf: &PdfDocument) -> Result<Vec<DynamicImage>, Report<ChonkyError>> {
         let mut images: Vec<DynamicImage> = Vec::new();
 
@@ -100,7 +101,7 @@ pub mod pdf_segmentation {
     ///
     /// # Errors
     ///
-    /// Return an [`PdfiumError::CoordinateConversionFunctionIndicatedError`] if there was a problem
+    /// Return an [`ChonkyError::Pdfium`] if there was a problem
     /// with converting the pdfs dimensions to pixels
     fn create_empty_bitmap<'a>(
         pdf: &'a PdfDocument,
@@ -153,7 +154,7 @@ pub mod pdf_segmentation {
     ///
     /// Errors#
     ///
-    /// [`PdfiumError::ImageError`] when the image had an error being processed
+    /// [`ChonkyError::Pdfium`] when the image had an error being processed
     fn as_image(bitmap: &PdfBitmap) -> Result<DynamicImage, Report<ChonkyError>> {
         let bytes = bitmap.as_rgba_bytes();