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diff --git a/doc/integration/akismet.md b/doc/integration/akismet.md
index 7cb8f8b70ce..d290ffa92b9 100644
--- a/doc/integration/akismet.md
+++ b/doc/integration/akismet.md
@@ -1,11 +1,17 @@
+---
+stage: none
+group: unassigned
+info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/engineering/ux/technical-writing/#designated-technical-writers
+---
+
# Akismet
-GitLab leverages [Akismet](https://akismet.com/) to protect against spam. Currently
+GitLab leverages [Akismet](https://akismet.com/) to protect against spam.
GitLab uses Akismet to prevent the creation of spam issues on public projects. Issues
-created via the web UI or the API can be submitted to Akismet for review.
+created through the web UI or the API can be submitted to Akismet for review.
-Detected spam will be rejected, and an entry in the "Spam Log" section in the
-Admin page will be created.
+Detected spam is rejected, and an entry is added in the **Spam Log** section of the
+Admin page.
Privacy note: GitLab submits the user's IP and user agent to Akismet.
@@ -17,11 +23,11 @@ In earlier GitLab versions, this only applied to API and non-project members.
To use Akismet:
-1. Go to the URL: <https://akismet.com/account/>
-1. Sign-in or create a new account.
-1. Click on **Show** to reveal the API key.
+1. Go to the [Akismet sign-in page](https://akismet.com/account/).
+1. Sign in or create a new account.
+1. Click **Show** to reveal the API key.
1. Go to **Admin Area > Settings > Reporting** (`/admin/application_settings/reporting`).
-1. Check the **Enable Akismet** checkbox.
+1. Select the **Enable Akismet** checkbox.
1. Fill in the API key from step 3.
1. Save the configuration.
@@ -29,23 +35,20 @@ To use Akismet:
## Training
-NOTE: **Note:**
-Training the Akismet filter is only available in GitLab 8.11 and later.
-
-As a way to better recognize between spam and ham, you can train the Akismet
+To better differentiate between spam and ham, you can train the Akismet
filter whenever there is a false positive or false negative.
When an entry is recognized as spam, it is rejected and added to the Spam Logs.
-From here you can review if they are really spam. If one of them is not really
+From here you can review if entries are really spam. If one of them is not really
spam, you can use the **Submit as ham** button to tell Akismet that it falsely
recognized an entry as spam.
![Screenshot of Spam Logs](img/spam_log.png)
-If an entry that is actually spam was not recognized as such, you will be able
-to also submit this to Akismet. The **Submit as spam** button will only appear
-to admin users.
+If an entry that is actually spam was not recognized as such, you can also submit
+this information to Akismet. The **Submit as spam** button is only displayed
+to administrator users.
![Screenshot of Issue](img/submit_issue.png)
-Training Akismet will help it to recognize spam more accurately in the future.
+Training Akismet helps it to recognize spam more accurately in the future.