Add links to the Polly page from relevant pages

Author: katmayb

src/langsmith/create-a-prompt.mdx

@@ -36,6 +36,10 @@ Adding an output schema to your prompt will get output in a structured format. L
 
 You can also add a tool by clicking the `+ Tool` button at the bottom of the prompt editor. See [here](/langsmith/use-tools) for more information on how to use tools.
 
+<Callout type="info" icon="bird">
+Use **[Polly](/langsmith/polly)** in the Playground to generate tools, create output schemas, and optimize your prompts with AI assistance.
+</Callout>
+
 ## Run the prompt
 
 Click "Start" to run the prompt.

src/langsmith/observability-concepts.mdx

@@ -55,6 +55,10 @@ To group traces into threads, you pass a special metadata key (`session_id`, `th
     alt="Thread representing a sequence of traces in a multi-turn conversation."
 />
 
+<Callout type="info" icon="bird">
+Use **[Polly](/langsmith/polly)** to analyze traces, runs, and threads. Polly helps you understand agent performance, debug issues, and gain insights from conversation threads without manually digging through data.
+</Callout>
+
 ## Projects
 
 A _project_ is a collection of traces. You can think of a project as a container for all the traces that are related to a single application or service. You can have multiple projects, and each project can have multiple traces.

src/langsmith/observability-quickstart.mdx

@@ -379,6 +379,10 @@ Here are some topics you might want to explore next:
 - [Trace a RAG application](/langsmith/observability-llm-tutorial) is a full tutorial, which adds observability to an application from development through to production.
 - [Sending traces to a specific project](/langsmith/log-traces-to-project) changes the destination project of your traces.
 
+<Callout type="info" icon="bird">
+After logging traces, use **[Polly](/langsmith/polly)** to analyze them and get AI-powered insights into your application's performance.
+</Callout>
+
 ## Video guide
 <iframe
   className="w-full aspect-video rounded-xl"

src/langsmith/observability.mdx

@@ -66,4 +66,8 @@ The following sections help you set up and use tracing, monitoring, and observab
 
 For terminology definitions and core concepts, refer to [Observability concepts](/langsmith/observability-concepts).
 
+<Callout type="info" icon="bird">
+Use **[Polly](/langsmith/polly)**, LangSmith's AI assistant, to analyze traces and get AI-powered insights into your application's performance.
+</Callout>
+
 <HostingSetup/>

src/langsmith/prompt-engineering-concepts.mdx

@@ -131,6 +131,10 @@ In the playground you can:
 * Run the prompt through the model
 * Observe the outputs
 
+<Callout type="info" icon="bird">
+Use **[Polly](/langsmith/polly)** in the Playground to optimize prompts, generate tools, and create output schemas with AI assistance.
+</Callout>
+
 ## Testing multiple prompts
 
 You can add more prompts to your playground to easily compare outputs and decide which version is better:

src/langsmith/prompt-engineering-quickstart.mdx

@@ -350,6 +350,10 @@ To improve your prompts:
 - Learn how to set up the Playground to [Test multi-turn conversations](/langsmith/multiple-messages) in this tutorial.
 - Learn how to test your prompt's performance over a dataset instead of individual examples, refer to [Run an evaluation from the Prompt Playground](/langsmith/run-evaluation-from-prompt-playground).
 
+<Callout type="info" icon="bird">
+Use **[Polly](/langsmith/polly)** in the Playground to help optimize your prompts, generate tools, and create output schemas.
+</Callout>
+
 ## Video guide
 <iframe
   className="w-full aspect-video rounded-xl"

src/langsmith/prompt-engineering.mdx

@@ -65,4 +65,8 @@ The following sections help you create, manage, and optimize your prompts:
 
 </Columns>
 
+<Callout type="info" icon="bird">
+Use **[Polly](/langsmith/polly)** in the Prompt Playground to optimize prompts, generate tools, and create output schemas with AI-powered assistance.
+</Callout>
+
 <HostingSetup/>

src/langsmith/run-evaluation-from-prompt-playground.mdx

@@ -11,6 +11,10 @@ If you prefer to run experiments in code, visit [run an evaluation using the SDK
 
 ![](/langsmith/images/playground-experiment.gif)
 
+<Callout type="info" icon="bird">
+**[Polly](/langsmith/polly)** is available in the Playground to help you optimize prompts before running evaluations.
+</Callout>
+
 ## Create an experiment in the prompt playground[​](#create-an-experiment-in-the-prompt-playground "Direct link to Create an experiment in the prompt playground")
 
 1. **Navigate to the playground** by clicking **Playground** in the sidebar.

src/langsmith/threads.mdx

@@ -302,6 +302,9 @@ You can view threads by clicking on the **Threads** tab in any project details p
 />
 </div>
 
+<Callout type="info" icon="bird">
+Use **[Polly](/langsmith/polly)** in thread views to analyze conversation threads, understand user sentiment, identify pain points, and track whether issues were resolved.
+</Callout>
 
 ### View a thread