diff --git a/contents/docs/llm-analytics/installation/anthropic.mdx b/contents/docs/llm-analytics/installation/anthropic.mdx
index 34119d6f7be8..2d282025cca1 100644
--- a/contents/docs/llm-analytics/installation/anthropic.mdx
+++ b/contents/docs/llm-analytics/installation/anthropic.mdx
@@ -4,23 +4,18 @@ platformIconName: IconAnthropic
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-anthropic-sdk',
-        value: 'Install the Anthropic SDK',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
-        url: 'initialize-posthog-and-anthropic-wrapper',
-        value: 'Initialize PostHog and the Anthropic wrapper',
-        depth: 1,
-    },
-    {
-        url: 'call-anthropic-llms',
-        value: 'Call Anthropic LLMs',
+        url: 'call-anthropic',
+        value: 'Call Anthropic',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/autogen.mdx b/contents/docs/llm-analytics/installation/autogen.mdx
index b68baf00d2da..9375af7e346c 100644
--- a/contents/docs/llm-analytics/installation/autogen.mdx
+++ b/contents/docs/llm-analytics/installation/autogen.mdx
@@ -4,18 +4,13 @@ platformLogo: autogen
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-the-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-autogen',
-        value: 'Install AutoGen',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-autogen',
-        value: 'Initialize PostHog and AutoGen',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/azure-openai.mdx b/contents/docs/llm-analytics/installation/azure-openai.mdx
index 19743b2500c0..39521b569e9a 100644
--- a/contents/docs/llm-analytics/installation/azure-openai.mdx
+++ b/contents/docs/llm-analytics/installation/azure-openai.mdx
@@ -4,13 +4,13 @@ platformLogo: azureOpenAI
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-the-sdks',
-        value: 'Install the SDKs',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'initialize-posthog-and-azure-openai-client',
-        value: 'Initialize PostHog and Azure OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/cerebras.mdx b/contents/docs/llm-analytics/installation/cerebras.mdx
index fb3706b45fc6..92f84781f6bc 100644
--- a/contents/docs/llm-analytics/installation/cerebras.mdx
+++ b/contents/docs/llm-analytics/installation/cerebras.mdx
@@ -4,18 +4,13 @@ platformLogo: cerebras
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/cohere.mdx b/contents/docs/llm-analytics/installation/cohere.mdx
index 21e4badd80e0..96fc8c3de378 100644
--- a/contents/docs/llm-analytics/installation/cohere.mdx
+++ b/contents/docs/llm-analytics/installation/cohere.mdx
@@ -4,18 +4,13 @@ platformLogo: cohere
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/deepseek.mdx b/contents/docs/llm-analytics/installation/deepseek.mdx
index 8cb31d3a4e02..63ec91f99419 100644
--- a/contents/docs/llm-analytics/installation/deepseek.mdx
+++ b/contents/docs/llm-analytics/installation/deepseek.mdx
@@ -4,18 +4,13 @@ platformLogo: deepseek
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/fireworks-ai.mdx b/contents/docs/llm-analytics/installation/fireworks-ai.mdx
index 932c2d08c7be..92d4b4895327 100644
--- a/contents/docs/llm-analytics/installation/fireworks-ai.mdx
+++ b/contents/docs/llm-analytics/installation/fireworks-ai.mdx
@@ -4,18 +4,13 @@ platformLogo: fireworksAI
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/groq.mdx b/contents/docs/llm-analytics/installation/groq.mdx
index a7ed940ae6ba..9b6decdbc0b1 100644
--- a/contents/docs/llm-analytics/installation/groq.mdx
+++ b/contents/docs/llm-analytics/installation/groq.mdx
@@ -4,18 +4,13 @@ platformLogo: groq
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/helicone.mdx b/contents/docs/llm-analytics/installation/helicone.mdx
index fa22753f7cfa..5fd19f256d8a 100644
--- a/contents/docs/llm-analytics/installation/helicone.mdx
+++ b/contents/docs/llm-analytics/installation/helicone.mdx
@@ -4,18 +4,13 @@ platformLogo: helicone
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-the-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-the-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/hugging-face.mdx b/contents/docs/llm-analytics/installation/hugging-face.mdx
index 5279354f1a26..6e255304a272 100644
--- a/contents/docs/llm-analytics/installation/hugging-face.mdx
+++ b/contents/docs/llm-analytics/installation/hugging-face.mdx
@@ -4,18 +4,13 @@ platformLogo: huggingFace
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/instructor.mdx b/contents/docs/llm-analytics/installation/instructor.mdx
index 5588344e0f06..374ba1a42ffc 100644
--- a/contents/docs/llm-analytics/installation/instructor.mdx
+++ b/contents/docs/llm-analytics/installation/instructor.mdx
@@ -4,23 +4,18 @@ platformLogo: instructor
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-the-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-instructor-and-openai-sdks',
-        value: 'Install Instructor and OpenAI SDKs',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
-        url: 'initialize-posthog-and-instructor',
-        value: 'Initialize PostHog and Instructor',
-        depth: 1,
-    },
-    {
-        url: 'use-instructor-with-structured-outputs',
-        value: 'Use Instructor with structured outputs',
+        url: 'extract-structured-data',
+        value: 'Extract structured data',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/langchain.mdx b/contents/docs/llm-analytics/installation/langchain.mdx
index a414b88422b7..16170b2407e8 100644
--- a/contents/docs/llm-analytics/installation/langchain.mdx
+++ b/contents/docs/llm-analytics/installation/langchain.mdx
@@ -4,18 +4,13 @@ platformIconName: IconLangChain
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-langchain-and-openai-sdks',
-        value: 'Install LangChain and OpenAI SDKs',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-langchain',
-        value: 'Initialize PostHog and LangChain',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/langgraph.mdx b/contents/docs/llm-analytics/installation/langgraph.mdx
index 72af28fff47b..447f52e9a94b 100644
--- a/contents/docs/llm-analytics/installation/langgraph.mdx
+++ b/contents/docs/llm-analytics/installation/langgraph.mdx
@@ -4,18 +4,13 @@ platformLogo: langgraph
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-the-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-langgraph',
-        value: 'Install LangGraph',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog',
-        value: 'Initialize PostHog',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/llamaindex.mdx b/contents/docs/llm-analytics/installation/llamaindex.mdx
index 4b3c03a67028..89b171b75524 100644
--- a/contents/docs/llm-analytics/installation/llamaindex.mdx
+++ b/contents/docs/llm-analytics/installation/llamaindex.mdx
@@ -4,18 +4,13 @@ platformLogo: llamaindex
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-the-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-llamaindex',
-        value: 'Install LlamaIndex',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-llamaindex',
-        value: 'Initialize PostHog and LlamaIndex',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/manual-capture.mdx b/contents/docs/llm-analytics/installation/manual-capture.mdx
index fbfdd214eda9..e13171cdbdcc 100644
--- a/contents/docs/llm-analytics/installation/manual-capture.mdx
+++ b/contents/docs/llm-analytics/installation/manual-capture.mdx
@@ -1,6 +1,24 @@
 ---
 title: Manual capture LLM analytics installation
 platformIconName: IconCode
+showStepsToc: true
+tableOfContents: [
+    {
+        url: 'capture-llm-events-manually',
+        value: 'Capture LLM events manually',
+        depth: 1,
+    },
+    {
+        url: 'event-properties',
+        value: 'Event properties',
+        depth: 1,
+    },
+    {
+        url: 'verify-traces-and-generations',
+        value: 'Verify traces and generations',
+        depth: 1,
+    },
+]
 ---
 
 <!--
@@ -11,11 +29,12 @@ See the docs runbook for more info: https://posthog.com/handbook/docs-and-wizard
 
 import { ManualInstallation } from 'onboarding/llm-analytics/manual.tsx'
 import { OnboardingContentWrapper } from 'components/Docs/OnboardingContentWrapper'
+import { addNextStepsStep } from './_snippets/shared-helpers.tsx'
 import GenerationEvent from '../_snippets/generation-event.mdx'
 import TraceEvent from '../_snippets/trace-event.mdx'
 import SpanEvent from '../_snippets/span-event.mdx'
 import EmbeddingEvent from '../_snippets/embedding-event.mdx'
 
 <OnboardingContentWrapper snippets={{ GenerationEvent, TraceEvent, SpanEvent, EmbeddingEvent }}>
-    <ManualInstallation />
+    <ManualInstallation modifySteps={addNextStepsStep} />
 </OnboardingContentWrapper>
diff --git a/contents/docs/llm-analytics/installation/mastra.mdx b/contents/docs/llm-analytics/installation/mastra.mdx
index 9c602160f7f9..68b830bc6ac3 100644
--- a/contents/docs/llm-analytics/installation/mastra.mdx
+++ b/contents/docs/llm-analytics/installation/mastra.mdx
@@ -4,23 +4,18 @@ platformLogo: mastra
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-mastra',
-        value: 'Install Mastra',
+        url: 'configure-mastra-with-the-posthog-exporter',
+        value: 'Configure Mastra with the PostHog exporter',
         depth: 1,
     },
     {
-        url: 'initialize-posthog-and-wrap-your-model',
-        value: 'Initialize PostHog and wrap your model',
-        depth: 1,
-    },
-    {
-        url: 'use-your-mastra-agent',
-        value: 'Use your Mastra agent',
+        url: 'run-your-agent',
+        value: 'Run your agent',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/mirascope.mdx b/contents/docs/llm-analytics/installation/mirascope.mdx
index 7ae5fa0d4789..2ba050d3fca8 100644
--- a/contents/docs/llm-analytics/installation/mirascope.mdx
+++ b/contents/docs/llm-analytics/installation/mirascope.mdx
@@ -4,23 +4,18 @@ platformLogo: mirascope
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-the-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-mirascope',
-        value: 'Install Mirascope',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
-        url: 'initialize-posthog-and-mirascope',
-        value: 'Initialize PostHog and Mirascope',
-        depth: 1,
-    },
-    {
-        url: 'make-your-first-call',
-        value: 'Make your first call',
+        url: 'call-your-llms',
+        value: 'Call your LLMs',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/mistral.mdx b/contents/docs/llm-analytics/installation/mistral.mdx
index fbf78cb4dc9e..eb2bdf2f2043 100644
--- a/contents/docs/llm-analytics/installation/mistral.mdx
+++ b/contents/docs/llm-analytics/installation/mistral.mdx
@@ -4,18 +4,13 @@ platformLogo: mistral
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/ollama.mdx b/contents/docs/llm-analytics/installation/ollama.mdx
index a82e6b118af3..cb9ec5760767 100644
--- a/contents/docs/llm-analytics/installation/ollama.mdx
+++ b/contents/docs/llm-analytics/installation/ollama.mdx
@@ -4,18 +4,13 @@ platformLogo: ollama
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/openai.mdx b/contents/docs/llm-analytics/installation/openai.mdx
index 64b9b3d9becf..2d9662a84d6f 100644
--- a/contents/docs/llm-analytics/installation/openai.mdx
+++ b/contents/docs/llm-analytics/installation/openai.mdx
@@ -4,18 +4,13 @@ platformIconName: IconOpenAI
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/openrouter.mdx b/contents/docs/llm-analytics/installation/openrouter.mdx
index 4be2ba48d624..21852fa65ad6 100644
--- a/contents/docs/llm-analytics/installation/openrouter.mdx
+++ b/contents/docs/llm-analytics/installation/openrouter.mdx
@@ -4,18 +4,13 @@ platformIconName: IconOpenRouter
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/perplexity.mdx b/contents/docs/llm-analytics/installation/perplexity.mdx
index a6b3dee52c23..5fe38c68c486 100644
--- a/contents/docs/llm-analytics/installation/perplexity.mdx
+++ b/contents/docs/llm-analytics/installation/perplexity.mdx
@@ -4,18 +4,13 @@ platformLogo: perplexity
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/portkey.mdx b/contents/docs/llm-analytics/installation/portkey.mdx
index 50368d9186bf..7bfe547a3852 100644
--- a/contents/docs/llm-analytics/installation/portkey.mdx
+++ b/contents/docs/llm-analytics/installation/portkey.mdx
@@ -4,18 +4,13 @@ platformLogo: portkey
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-the-openai-and-portkey-sdks',
-        value: 'Install the OpenAI and Portkey SDKs',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-portkey-routed-client',
-        value: 'Initialize PostHog and Portkey-routed client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/pydantic-ai.mdx b/contents/docs/llm-analytics/installation/pydantic-ai.mdx
index 2b870ef3ad27..d88e105bc800 100644
--- a/contents/docs/llm-analytics/installation/pydantic-ai.mdx
+++ b/contents/docs/llm-analytics/installation/pydantic-ai.mdx
@@ -4,18 +4,13 @@ platformLogo: pydanticAI
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-the-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-pydantic-ai',
-        value: 'Install Pydantic AI',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-pydantic-ai',
-        value: 'Initialize PostHog and Pydantic AI',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/semantic-kernel.mdx b/contents/docs/llm-analytics/installation/semantic-kernel.mdx
index a8e740a729ea..530624e38cd7 100644
--- a/contents/docs/llm-analytics/installation/semantic-kernel.mdx
+++ b/contents/docs/llm-analytics/installation/semantic-kernel.mdx
@@ -4,23 +4,18 @@ platformLogo: semanticKernel
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-the-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-semantic-kernel',
-        value: 'Install Semantic Kernel',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
-        url: 'initialize-posthog-and-semantic-kernel',
-        value: 'Initialize PostHog and Semantic Kernel',
-        depth: 1,
-    },
-    {
-        url: 'run-your-kernel-function',
-        value: 'Run your kernel function',
+        url: 'run-your-kernel',
+        value: 'Run your kernel',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/smolagents.mdx b/contents/docs/llm-analytics/installation/smolagents.mdx
index f6234f9a3b7f..016a6ef86691 100644
--- a/contents/docs/llm-analytics/installation/smolagents.mdx
+++ b/contents/docs/llm-analytics/installation/smolagents.mdx
@@ -4,18 +4,13 @@ platformLogo: smolagents
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-the-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-smolagents-and-openai',
-        value: 'Install smolagents and OpenAI',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-smolagents',
-        value: 'Initialize PostHog and smolagents',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/together-ai.mdx b/contents/docs/llm-analytics/installation/together-ai.mdx
index 99903fdd9bdf..30144ec21f76 100644
--- a/contents/docs/llm-analytics/installation/together-ai.mdx
+++ b/contents/docs/llm-analytics/installation/together-ai.mdx
@@ -4,18 +4,13 @@ platformLogo: togetherAI
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/contents/docs/llm-analytics/installation/xai.mdx b/contents/docs/llm-analytics/installation/xai.mdx
index c5bb786290c0..ca007332cc34 100644
--- a/contents/docs/llm-analytics/installation/xai.mdx
+++ b/contents/docs/llm-analytics/installation/xai.mdx
@@ -4,18 +4,13 @@ platformLogo: xai
 showStepsToc: true
 tableOfContents: [
     {
-        url: 'install-posthog-sdk',
-        value: 'Install the PostHog SDK',
+        url: 'install-dependencies',
+        value: 'Install dependencies',
         depth: 1,
     },
     {
-        url: 'install-openai-sdk',
-        value: 'Install the OpenAI SDK',
-        depth: 1,
-    },
-    {
-        url: 'initialize-posthog-and-openai-client',
-        value: 'Initialize PostHog and OpenAI client',
+        url: 'set-up-opentelemetry-tracing',
+        value: 'Set up OpenTelemetry tracing',
         depth: 1,
     },
     {
diff --git a/gatsby-config.js b/gatsby-config.js
index dbbf256ca015..8113beae052f 100644
--- a/gatsby-config.js
+++ b/gatsby-config.js
@@ -395,7 +395,7 @@ module.exports = {
             options: {
                 name: `posthog-main-repo`,
                 remote: `https://github.com/posthog/posthog.git`,
-                branch: process.env.GATSBY_POSTHOG_BRANCH || 'master',
+                branch: process.env.GATSBY_POSTHOG_BRANCH || 'docs/otel-onboarding-docs',
                 patterns: ['docs/published/**', 'docs/onboarding/**'],
             },
         },
diff --git a/gatsby/onPreBootstrap.ts b/gatsby/onPreBootstrap.ts
index 69f7ed4cacc4..a2006cc0ee1c 100644
--- a/gatsby/onPreBootstrap.ts
+++ b/gatsby/onPreBootstrap.ts
@@ -17,7 +17,7 @@ const BRANCH_MANIFEST_FILE = path.join(GATSBY_SOURCE_GIT_CACHE_DIR, '.branch-man
  * This prevents stale docs from being served when switching GATSBY_POSTHOG_BRANCH.
  */
 function invalidateGitCacheIfBranchChanged(): void {
-    const currentBranch = process.env.GATSBY_POSTHOG_BRANCH || 'master'
+    const currentBranch = process.env.GATSBY_POSTHOG_BRANCH || 'docs/otel-onboarding-docs'
 
     // Read the stored branch from the manifest file
     let storedBranch: string | null = null