Minor updates to Bits AI SRE docs (#35767)

* Minor updates

- Removed preview sign up
- Updated Help Bits Learn screenshot

* Moved the preview info box

* Apply suggestions from code review

Co-authored-by: Esther Kim <esther.kim@datadoghq.com>

* Spacing update

---------

Co-authored-by: Esther Kim <esther.kim@datadoghq.com>

Author: kaixintai

content/en/bits_ai/bits_ai_sre/configure.md

@@ -16,10 +16,6 @@ To configure GitHub:
 1. Install the [GitHub integration][13].
 1. [Tag your APM telemetry with Git information][14] to link running application versions to specific repositories and commits.
 
-{{< callout url="http://datadoghq.com/product-preview/bits-ai-sre-pilot-features" >}}
-A subset of third-party integrations is in Preview. Click <strong>Request Access</strong> to join the Preview program.
-{{< /callout >}}
-
 ## Send investigation findings to ITSM and collaboration platforms
 
 By default, all investigations are listed on the [Bits AI Investigations][1] page.
@@ -32,13 +28,16 @@ For monitor alert investigations, a summary of the findings is available on the
 1. Ensure the [Datadog Slack app][3] is installed in your Slack workspace.
 1. In your monitor, go to **Configure notifications and automations** and add the `@slack-{channel-name}` handle. This sends monitor notifications to your chosen Slack channel.
 1. Lastly, go to [**Bits AI SRE** > **Settings** > **Integrations**][4] and connect your Slack workspace. This allows Bits to write its findings directly under the monitor notification in Slack.
-   <div class="alert alert-info">Each Slack workspace can only be connected to one Datadog organization.</div>
 
-<!-- Commenting out this feature which was delayed
-### Microsoft Teams
+<div class="alert alert-info">Each Slack workspace can only be connected to one Datadog organization.</div>
+
+### Microsoft Teams (Preview)
+
 1. [Connect your Microsoft tenant to Datadog][12].
 1. In your monitor, go to **Configure notifications and automations** and add the `@teams-{handle-name}` handle. This sends monitor notifications to your chosen MS Teams channel. Bits will append its findings to these notifications.
--->
+
+<div class="alert alert-info">
+The Microsoft Teams integration with Bits AI SRE is in Preview for all customers.</div>
 
 ### Datadog Case Management
 

content/en/bits_ai/bits_ai_sre/investigate_issues.md

@@ -37,7 +37,7 @@ To use the Slack integration, [connect your Slack workspace to Bits AI SRE][8].
 
 In Slack, reply to a monitor notification with `@Datadog Investigate this alert`.
 
-#### APM latency
+#### APM latency (Preview)
 
 {{< callout url="http://datadoghq.com/product-preview/bits-ai-sre-pilot-features" >}}
 Bits AI SRE investigations started from APM latency graphs and APM Watchdog stories are in Preview. Click <strong>Request Access</strong> to join the Preview program.
@@ -53,11 +53,7 @@ Bits AI SRE investigations started from APM latency graphs and APM Watchdog stor
 
 On a Watchdog APM latency story, click **Investigate with Bits AI SRE**.
 
-#### General prompt
-
-{{< callout url="http://datadoghq.com/product-preview/bits-ai-sre-pilot-features" >}}
-Starting Bits AI SRE investigations from chat prompts is in Preview. Click <strong>Request Access</strong> to join the Preview program.
-{{< /callout >}}
+#### General prompt (Preview)
 
 Click on [New Investigation][16] and describe the issue you want to troubleshoot. Include as much relevant context as possible:
 - Observed symptoms (e.g., errors, latency) including any links to Datadog telemetry that indicate this
@@ -75,6 +71,9 @@ Bad example:
 
 You can also trigger an investigation from Slack.  Mention Datadog in a message: `@Datadog Investigate high CPU in ai-gateway in prod over the last 30 minutes`. If invoked within a Slack thread, Bits AI SRE automatically uses the entire thread as investigation context.
 
+<div class="alert alert-info">
+Starting Bits AI SRE investigations from a prompt is in Preview for all customers. During this period, the number of investigations per day is rate-limited. This limit does not apply to generally available entry points, such as monitors.</div>
+
 ### Enable automatic investigations
 
 In addition to manual investigations, you can configure Bits to run automatically when a monitor transitions to the alert state:
@@ -102,9 +101,8 @@ Bits is able to run investigations on the following monitor types:
   - APM (`APM Metrics` type only; `Trace Analytics` is not supported)
   - Synthetics API and Browser tests (Preview)
 
-{{< callout url="http://datadoghq.com/product-preview/bits-ai-sre-pilot-features" >}}
-Starting Bits AI SRE investigations from Synthetic tests is now in Preview. Click <strong>Request Access</strong> to join the Preview program.
-{{< /callout >}}
+<div class="alert alert-info">
+Starting Bits AI SRE investigations from Synthetic tests is in Preview for all customers.</div>
 
 ## How Bits AI SRE investigates
 When Bits AI SRE investigates an issue, it operates in a continuous loop of observation, reasoning, and action. It begins by forming hypotheses about the potential root cause, then uses its tools to query telemetry data to validate or invalidate those hypotheses. Each step builds on prior findings. As new evidence emerges, Bits AI SRE updates its understanding, refines its reasoning, and chains together additional investigative steps—adapting and course-correcting until it converges on the most likely root cause.
@@ -140,9 +138,8 @@ Bits uses the following data sources during investigations:
 - ServiceNow
 - Confluence
 
-{{< callout url="http://datadoghq.com/product-preview/bits-ai-sre-pilot-features" >}}
-A subset of third-party integrations are in Preview. Click <strong>Request Access</strong> to join the Preview program.
-{{< /callout >}}
+<div class="alert alert-info">
+Third-party integrations are in Preview for all customers.</div>
 
 For best practices on maximizing the effectiveness of investigations, see [Knowledge sources][9].
 

content/en/bits_ai/bits_ai_sre/knowledge_sources.md

@@ -27,9 +27,8 @@ To maximize the value of this integration, document the services, dependencies,
 
 ## Bits.md
 
-{{< callout url="https://datadoghq.com/product-preview/bits-ai-sre-pilot-features" >}}
-<b>Bits.md</b> is in Preview. Click <strong>Request Access</strong> to join the Preview program.
-{{< /callout >}}
+<div class="alert alert-info">
+Bits.md is in Preview for all customers.</div>
 
 You can proactively guide how Bits investigates your environment by creating a `bits.md` file at [**Bits AI SRE** > **Settings** > **Bits.md**][2].
 
@@ -104,7 +103,7 @@ Rule:
 
 At the end of an investigation, let Bits AI SRE know whether the conclusion it made was correct.
 
-{{< img src="bits_ai/help_bits_ai_learn_1.png" alt="An investigation conclusion with the helpful and unhelpful rating buttons highlighted" style="width:100%;" >}}
+{{< img src="bits_ai/help_bits_ai_learn_2.png" alt="Post-investigation root cause feedback flow" style="width:100%;" >}}
 
 If the conclusion was inaccurate, provide Bits AI SRE with the correct root cause, highlighting what it missed, and explaining what it should do differently next time. Your feedback should:
 - Identify the actual root cause (not just observed effects or symptoms)