diff --git a/RELEASE_NOTES.md b/RELEASE_NOTES.md
index 2a6fb15b..18d66ea0 100644
--- a/RELEASE_NOTES.md
+++ b/RELEASE_NOTES.md
@@ -22,6 +22,7 @@
 * Show inherited members from documented base types in a new "Inherited members" section on type pages (MSDN-style). [#590](https://github.com/fsprojects/FSharp.Formatting/issues/590)
 * Add `<FsDocsNoInheritedMembers>true</FsDocsNoInheritedMembers>` project file setting to suppress "Inherited from" sections in generated API docs. [#1039](https://github.com/fsprojects/FSharp.Formatting/pull/1039)
 * Generate `llms.txt` and `llms-full.txt` for LLM consumption by default (opt out via `<FsDocsGenerateLlmsTxt>false</FsDocsGenerateLlmsTxt>`); when enabled, markdown output is always generated alongside HTML (even without a user-provided `_template.md`) and `llms.txt` links point to the `.md` files. [#951](https://github.com/fsprojects/FSharp.Formatting/issues/951) [#980](https://github.com/fsprojects/FSharp.Formatting/pull/980)
+* Document `--saveimages` flag (`none`|`some`|`all`) with an explanation of each mode, and add a new "Embedding Images" section covering inline Base64 images and `fsi.AddHtmlPrinter` usage for chart/plot output. [#683](https://github.com/fsprojects/FSharp.Formatting/issues/683)
 
 ### Fixed
 * Strip parameter attribute annotations (e.g. `[<Optional>]`, `[<DefaultParameterValue(null)>]`) from hover tooltips in code snippets — these attributes made tooltips unreadable for methods with many optional parameters. [#858](https://github.com/fsprojects/FSharp.Formatting/issues/858)
diff --git a/docs/commandline.md b/docs/commandline.md
index c44983cf..0e1a4257 100644
--- a/docs/commandline.md
+++ b/docs/commandline.md
@@ -30,7 +30,7 @@ The command line options accepted are:
 | `--noapidocs`        | Disable generation of API docs                                                                                                                                                                                                                                                                                                                                                                                  |
 | `--ignoreprojects`   | Disable project cracking                                                                                                                                                                                                                                                                                                                                                                                        |
 | `--eval`             | Evaluate F# fragments in scripts                                                                                                                                                                                                                                                                                                                                                                                |
-| `--saveimages`       | Save images referenced in docs                                                                                                                                                                                                                                                                                                                                                                                  |
+| `--saveimages`       | Save images referenced in docs (`none`\|`some`\|`all`, default: `none`). If `some`, images are downloaded and saved locally for LaTeX (`.tex`) and notebook (`.ipynb`) outputs. If `all`, images are also saved for HTML and Markdown outputs. See [Embedding Images](#embedding-images) for details.          |
 | `--nolinenumbers`    | Don't add line numbers, the default is to add line numbers.                                                                                                                                                                                                                                                                                                                                                          |
 | `--parameters`       | Additional substitution parameters for templates                                                                                                                                                                                                                                                                                                                                                                |
 | `--nonpublic`        | The tool will also generate documentation for non-public members                                                                                                                                                                                                                                                                                                                                                |
@@ -123,3 +123,47 @@ To add search to your own `_template.html`:
 </dialog>
 <script type="module" src="{`{root}}content/fsdocs-search.js"></script>
 ```
+
+
+## Embedding Images
+
+### Downloading Remote Images (`--saveimages`)
+
+The `--saveimages` flag controls whether images referenced in your docs are downloaded and saved locally alongside the generated output. This is primarily useful for non-HTML output formats such as LaTeX (PDF) and Jupyter Notebook (`.ipynb`), which cannot reference remote URLs at display time.
+
+| Value | Behaviour |
+|-------|-----------|
+| `none` (default) | Images are referenced by their original URL; nothing is downloaded. |
+| `some` | Images are downloaded and saved for LaTeX and notebook outputs only. |
+| `all`  | Images are downloaded and saved for all output formats including HTML and Markdown. |
+
+Example:
+
+    [lang=text]
+    fsdocs build --saveimages some
+
+### Embedding Images Generated by Scripts
+
+When using `--eval` to evaluate literate F# scripts, you can embed images produced by code (e.g. charts, plots) directly into the HTML output.
+
+**Option 1: Inline Base64 image using `include-it-raw`**
+
+Write a helper that reads an image file and returns an HTML `<img>` tag with the image data embedded as a Base64 string. Then use `(*** include-it-raw ***)` to inject the raw HTML into the output:
+
+    [lang=fsharp]
+    let inlinePng (fileName: string) =
+        let bytes = System.IO.File.ReadAllBytes(fileName)
+        let b64 = System.Convert.ToBase64String(bytes)
+        sprintf """<img src="data:image/png;base64,%s" />""" b64
+
+    // Generate the image in your script, then embed it:
+    // myChart.SavePng("chart.png")
+    // (*** hide ***)
+    // inlinePng "chart.png"
+    // (*** include-it-raw ***)
+
+The `(*** hide ***)` command suppresses the source code of the expression, so only the rendered image appears in the output.
+
+**Option 2: Custom HTML printer via `fsi.AddHtmlPrinter`**
+
+If your charting library produces values of a known type, you can register a custom HTML printer so that values of that type are automatically rendered as images whenever they appear via `(*** include-it ***)`. See [Embedding Script Output](evaluation.html#using-addprinter-and-addhtmlprinter) for details.
diff --git a/docs/evaluation.fsx b/docs/evaluation.fsx
index ce06e490..faa2f39d 100644
--- a/docs/evaluation.fsx
+++ b/docs/evaluation.fsx
@@ -79,6 +79,47 @@ You can use the `include-value` command to format a specific value:
 
 You can use `fsi.AddPrinter`, `fsi.AddPrintTransformer` and `fsi.AddHtmlPrinter` to extend the formatting of objects.
 
+`fsi.AddHtmlPrinter` lets you register a function that renders values of a particular type as raw HTML.
+The function receives the value and returns a sequence of CSS/JS resource pairs and an HTML string.
+Registered printers are invoked automatically when a value of the matching type is included via
+`(*** include-it ***)` or `(*** include-it-raw ***)`.
+
+A common use-case is embedding chart or plot images. For example, if your charting library produces
+values of type `MyChart`, you can register a printer that converts them to an `<img>` tag:
+
+    [lang=fsharp]
+    fsi.AddHtmlPrinter(fun (chart: MyChart) ->
+        // Convert the chart to a PNG byte array
+        let bytes = chart.ToPngBytes()
+        let b64 = System.Convert.ToBase64String(bytes)
+        // Return (no extra resources, HTML string)
+        Seq.empty, sprintf """<img src="data:image/png;base64,%s" />""" b64)
+
+    let myChart = MyChart.Create(data)
+    (*** include-it ***)
+
+With this printer registered, `(*** include-it ***)` will emit the chart as an inline Base64 image
+in the HTML output.
+
+If you don't have a custom type but still want to embed an image produced by your script, you can
+use a plain helper function together with `(*** include-it-raw ***)`:
+
+    [lang=fsharp]
+    let inlinePng (fileName: string) =
+        let bytes = System.IO.File.ReadAllBytes(fileName)
+        let b64 = System.Convert.ToBase64String(bytes)
+        sprintf """<img src="data:image/png;base64,%s" />""" b64
+
+    // Generate the image, then embed it:
+    // myChart.SavePng("chart.png")
+    (*** hide ***)
+    // inlinePng "chart.png"
+    (*** include-it-raw ***)
+
+The `(*** hide ***)` command suppresses the source code of the expression so that only the rendered
+image appears in the output. See [Embedding Images](commandline.html#embedding-images) in the command-line
+reference for more details, including the `--saveimages` flag for downloading remote images.
+
 ## Emitting Raw Text
 
 To emit raw text in F# literate scripts use the following: