diff --git a/www/docs/console-ui/corpus_create.md b/www/docs/console-ui/corpus_create.md
index e1888fbd1..1acadc281 100644
--- a/www/docs/console-ui/corpus_create.md
+++ b/www/docs/console-ui/corpus_create.md
@@ -1,24 +1,24 @@
---
id: creating-a-corpus
-title: Creating a corpus
+title: Create a corpus
---
To begin searching your data, you first have to create a corpus. A corpus
-is a container where you upload all your data to be indexed and grouped
+is like a container where you upload all your data to be ingested and grouped
together in a single location for querying.
1. To get started, navigate to the [Console Overview](https://console.vectara.com/overview).
-2. Click **Corpora** on the left sidebar. This will open an overview of the
- corpora you have created. It will be empty if this is your first time
- accessing the console.
+2. On the left sidebar, click **Corpora**. This
+ will open an overview of the corpora you have created. It will be empty
+ if this is your first time accessing the console.
-3. Now click **Create Corpus** and a dialog box will open. Enter the
+3. Now click on the **Create corpus** button, a dialog box will open. Enter the
name and description of the corpus.
-4. Leave all settings on their default values and click create. Once created,
- you will see a confirmation message and the newly created corpus listed
- below.
+4. Leave all settings on their default values and click **Create**. Once
+ created, you will see a confirmation message and the newly created
+ corpus listed below.
![Create corpus success](/img/create_corpus_success.png)
diff --git a/www/docs/console-ui/reset_or_delete_corpus.md b/www/docs/console-ui/reset_or_delete_corpus.md
index e093e32a8..70ca8eace 100644
--- a/www/docs/console-ui/reset_or_delete_corpus.md
+++ b/www/docs/console-ui/reset_or_delete_corpus.md
@@ -1,6 +1,6 @@
---
id: reset-or-delete-corpus
-title: Resetting and deleting a corpus
+title: Reset or delete a corpus
---
If you've decided to stop using a corpus you have three options.
@@ -21,7 +21,7 @@ descriptions.
![Create operations](/img/corpus_operations.png)
-## Resetting a corpus
+## Reset a corpus
To reset a corpus:
1. Click on the _Reset_ button. A warning modal will appear.
@@ -30,7 +30,7 @@ To reset a corpus:
That's it, all the data within the corpus has been purged.
-## Deleting a corpus
+## Delete a corpus
To permanently delete a corpus:
1. Click on the _Delete_ button. A warning modal will appear.
diff --git a/www/docs/quickstart.md b/www/docs/quickstart.md
index eaeacc736..d909b1ada 100644
--- a/www/docs/quickstart.md
+++ b/www/docs/quickstart.md
@@ -10,10 +10,10 @@ Welcome to 's Quick Start tutorial. In just a couple
you'll upload this [employee handbook](/img/vectara_employee_handbook.pdf) and begin exploring our
company's unique pet policy. Have you ever wondered if you can bring a velociraptor
to work? Why certain birds are allowed for the most random reason? We have part of a
-unique employee handbook ready for you to upload into a index,
+unique employee handbook ready for you to upload into a corpus,
and we'll guide you through the ingestion and question answering process step by step.
-## Create a Vectara Account
+## Create a Vectara account
To get started with , register an account with us.
1. Go to https://console.vectara.com/signup or click **Get Started Free**
@@ -37,27 +37,28 @@ the Customer ID.
you a welcome email with this ID after you created the account.
:::
-Now that you have an account, you can create your first index and upload
+Now that you have an account, you can create your first corpus and upload
your first document!
-## Create your first index
+## Create your first corpus
Before you can ask the data about bringing your velociraptor to the
-office, you first need to create an index. Think of an index as a container
+office, you first need to create a corpus. Think of a corpus as a container
that includes your uploaded data, and you really want to extract meaningful
information from this data through queries. In this case, we upload a [PDF file](/img/vectara_employee_handbook.pdf) file
that contains the pet policy information. After you upload this
file, ingests your data and lets you ask the burning
question on everyone's mind!
-1. Click **Create index**.
+1. Click **Create corpus**.
2. Enter a **Name** and **Description** such as _Employee Handbook_ and _Pet Policy_.
Don't worry about the Filter Attributes for now. You can read
- about [filter expressions](/docs/common-use-cases/filtering-by-metadata/filter-overview) later.
+ about [filter expressions](/docs/common-use-cases/filtering-by-metadata/filter-overview) and
+ edit them later.
3. Click **Create**.
- The **Index ID** displays next to the index title **Employee Handbook** in the
+ The **Corpus ID** displays next to the corpus title **Employee Handbook** in the
console. If you use the API later, you need to configure `corpus_id` fields
with this value.
@@ -68,9 +69,9 @@ Think about the kind of queries that you or other users could ask about
the company's pet policies. The main question on everyone's mind is still
_"Can I bring a velociraptor to the office?"_
-Now that you created the index, you can upload the PDF document
-that contains the pet policy. When you create additional indices in the
-future, the left menu lets you come back to any index for data
+Now that you created the corpus, you can upload the PDF document
+that contains the pet policy. When you create additional corpora in the
+future, the left menu lets you come back to any corpus for data
ingestion and search.
1. Click **Employee Handbook** from the left menu, if you decided to explore the UI
@@ -81,7 +82,7 @@ ingestion and search.
`.html`, `.rtf`, and `.epub` files. Review [supported file types](/docs/api-reference/indexing-apis/file-upload/file-upload-filetypes) for
a full list.
-3. Select or drag and drop the pet policy document `PDF` into the index.
+3. Select or drag and drop the pet policy document `PDF` into the corpus.
That's it! has just ingested this important document!
@@ -119,7 +120,7 @@ more about the pet policies:
- How does the company handle potential conflicts between different species,
such as birds and alligators?
-Now you have an understanding of how to upload data into an index, ask
+Now you have an understanding of how to upload data into an corpus, ask
questions, and get meaningful answers from . Continue
gaining more answers and insights from your data, and ingest more data.
Imagine the amount of time saved because you get quick answers with precise