fix 404s (#9566)

contents/customers/juicebox.md

@@ -27,7 +27,7 @@ date: 2024-05-24
 
 ## Tackling latency with PostHog and LangFuse
 
-Juicebox already utilizes PostHog's [analytics](/product-analytics) and [feature flags](/feature-flags) extensively, but the new [Langfuse integration](/docs/llm-analytics/langfuse-posthog) has been a game changer. It enables them to monitor latency across various stages of their LLM chain and pinpoint performance bottlenecks.
+Juicebox already utilizes PostHog's [analytics](/product-analytics) and [feature flags](/feature-flags) extensively, but the new [Langfuse integration](/docs/ai-engineering/langfuse-posthog) has been a game changer. It enables them to monitor latency across various stages of their LLM chain and pinpoint performance bottlenecks.
 
 "By using PostHog and LangFuse together, we've consolidated our LLM usage data from multiple platforms into a single PostHog dashboard. This simplifies our workflow and decision-making process for performance optimizations and cost management," Paffenholz adds.
 

contents/docs/product-analytics/retention.mdx

@@ -49,7 +49,7 @@ You can also:
 
 - Define the retention period by any number of hours, days, weeks, or months. To analyze retention across a whole year, for example, you should configure your insight to say "in the last 12 months".
 
-- Filter your retention insights using filter groups, such as event properties (country, device, etc.), person properties (job title, company name, etc.), feature flags (users who have a flag enabled), and existing [cohorts](/data/cohorts) (pre-defined groups of users).
+- Filter your retention insights using filter groups, such as event properties (country, device, etc.), person properties (job title, company name, etc.), feature flags (users who have a flag enabled), and existing [cohorts](/docs/data/cohorts) (pre-defined groups of users).
 
 - Choose between **first time retention** and **recurring retention**. Recurring retention counts a user as part of a cohort if they performed the cohort event during that time period, irrespective of it was their first time or not. First time retention only counts a user as part of the cohort if it was their first time performing the cohort event.
 

contents/docs/toolbar/index.mdx

@@ -57,7 +57,7 @@ The PostHog toolbar currently doesn't work for Nuxt users because Nuxt overrides
 
 ### Toolbar disppearing on transition with Astro
 
-[Astro](/tutorial/astro-analytics) with [view transitions enabled](https://docs.astro.build/en/guides/view-transitions/) can cause the toolbar to disappear on transition. To prevent this, you can: 
+[Astro](/tutorials/astro-analytics) with [view transitions enabled](https://docs.astro.build/en/guides/view-transitions/) can cause the toolbar to disappear on transition. To prevent this, you can: 
 
 1. Retrieve the `__posthog` JSON from the URL on `astro:page-load`.
 2. Prevent the toolbar from loading on `astro:before-swap`.

contents/startups-antler.mdx

@@ -149,7 +149,7 @@ export const refer = "https://res.cloudinary.com/dmukukwp6/image/upload/posthog.
   </div>
   <p class="!text-xl font-bold m-0 !leading-tight !mb-2">Backed by Concept, the UK's largest seed fund</p>
   <p class="text-sm">"We used to have dozens of tools and dashboards. PostHog is amazing because <span class="bg-highlight p-0.5">it reins in the chaos so we have everything in one place."</span></p>
-  <a class="bg-orange dark:bg-button-secondary-shadow-dark dark:border-button-secondary-dark border-[1.5px] relative top-[1px] rounded-[6px] w-auto text-primary inline-block border-button text-center group disabled:opacity-50 disabled:cursor-not-allowed" href="/customers/eleven-labs">
+  <a class="bg-orange dark:bg-button-secondary-shadow-dark dark:border-button-secondary-dark border-[1.5px] relative top-[1px] rounded-[6px] w-auto text-primary inline-block border-button text-center group disabled:opacity-50 disabled:cursor-not-allowed" href="/customers/elevenlabs">
     <span class="relative text-center w-auto bg-white text-primary hover:text-primary dark:text-primary-dark dark:hover:text-primary-dark border-button dark:border-orange dark:bg-dark rounded-[6px] text-[13px] font-bold px-3.5 py-1.5 translate-y-[-2px] hover:translate-y-[-3px] active:translate-y-[-1px] border-[1.5px] mx-[-1.5px] group-disabled:hover:!translate-y-[-2px] block active:transition-all active:duration-100 select-none">Read the story</span>
   </a>
 </li>

contents/startups.mdx

@@ -149,7 +149,7 @@ export const refer = "https://res.cloudinary.com/dmukukwp6/image/upload/posthog.
   </div>
   <p class="!text-xl font-bold m-0 !leading-tight !mb-2">Backed by Concept, the UK's largest seed fund</p>
   <p class="text-sm">"We used to have dozens of tools and dashboards. PostHog is amazing because <span class="bg-highlight p-0.5">it reins in the chaos so we have everything in one place."</span></p>
-  <a class="bg-orange dark:bg-button-secondary-shadow-dark dark:border-button-secondary-dark border-[1.5px] relative top-[1px] rounded-[6px] w-auto text-primary inline-block border-button text-center group disabled:opacity-50 disabled:cursor-not-allowed" href="/customers/eleven-labs">
+  <a class="bg-orange dark:bg-button-secondary-shadow-dark dark:border-button-secondary-dark border-[1.5px] relative top-[1px] rounded-[6px] w-auto text-primary inline-block border-button text-center group disabled:opacity-50 disabled:cursor-not-allowed" href="/customers/elevenlabs">
     <span class="relative text-center w-auto bg-white text-primary hover:text-primary dark:text-primary-dark dark:hover:text-primary-dark border-button dark:border-orange dark:bg-dark rounded-[6px] text-[13px] font-bold px-3.5 py-1.5 translate-y-[-2px] hover:translate-y-[-3px] active:translate-y-[-1px] border-[1.5px] mx-[-1.5px] group-disabled:hover:!translate-y-[-2px] block active:transition-all active:duration-100 select-none">Read the story</span>
   </a>
 </li>