diff --git a/README.md b/README.md
index 11cab96..2f993a5 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@
Invariant Gateway is a lightweight _zero-configuration_ service that acts as an intermediary between AI Agents and LLM providers (such as OpenAI and Anthropic).
Gateway automatically traces agent interactions and stores them in the [Invariant Explorer](https://explorer.invariantlabs.ai/), giving you insights into what your agents are doing.
-This enables you to _observe and debug_ your agents in [Invariant Explorer](https://explorer.invariantlabs.ai/).
+This allows you to _observe and debug_ your agents in [Invariant Explorer](https://explorer.invariantlabs.ai/).
@@ -33,7 +33,7 @@ Looking to observe and secure AI agents in your organization? See our [no-code q
## **Quickstart for Developers**
-To add Gateway to your agentic system, follow onf of the integration guides below, depending on the LLM provider.
+To add Gateway to your agentic system, follow one of the integration guides below, depending on the LLM provider.
## **Integration Guides**
@@ -164,7 +164,7 @@ See below for example integrations with popular agents.
##### **Step 1: Modify the API Base**
-Enable the `Advanced Options` toggle under settings and update the `Base URL` to the following
+Enable the `Advanced Options` toggle under Settings and update the `Base URL` to the following
```
https://explorer.invariantlabs.ai/api/v1/gateway/{add-your-dataset-name-here}/openai