Smart Insights Beta

Smart Insights helps you understand how a feature behaves after it is released, not just whether the flag is on or off.

When enabled for an environment, ReleaseAnchor starts collecting evaluation activity and feedback results from your SDK integration. Once enough data has been collected, the flag detail page shows a compact performance summary for that environment.

What problem it solves

Feature flags are great for controlling rollout, but rollout alone does not tell you whether a feature is healthy.

Smart Insights is designed to help teams answer questions like:

• Is this flagged experience succeeding or failing for users?
• Are we receiving enough feedback events from the integration?
• Did latency change after rollout?
• Is the environment active, but still missing outcome data?

This is especially useful for teams running staged releases, beta programs, and gradual rollouts where product and engineering both want fast feedback after launch.

What users will see

On the flag detail page, each environment row includes a Smart Insights column with its own toggle.

When Smart Insights is enabled and enough data has been collected, the environment shows a summary panel with:

• Evaluations: total evaluation volume collected for that environment
• Feedback: total feedback count and coverage percentage
• Success rate: how often the flagged experience was reported as successful
• Avg latency: average latency reported by the SDK client
• Last updated timestamp: when the displayed insights were last refreshed

If Smart Insights is enabled but the integration has not sent enough data yet, the page shows a waiting state instead of metrics. In that state, users will see messaging that ReleaseAnchor is tracking evaluations and feedback results and that insights will appear once enough data has been collected.

How to enable Smart Insights

1. 1
   Open the flag

   In the dashboard, go to Flags and open the feature flag you want to monitor.

2. 2
   Choose the environment

   On the flag detail page, find the Environment Status section. Each environment has its own row.

3. 3
   Turn on Smart Insights

   In the Smart Insights column, switch the toggle to Enabled for the environment you want to track.

   Smart Insights is configured per environment, so you can enable it for production without enabling it everywhere else.

4. 4
   Keep sending SDK traffic

   After enabling the toggle, your application must continue sending normal evaluation traffic through the ReleaseAnchor SDK for that environment.

5. 5
   Send feedback results

   To see outcome-based metrics such as feedback coverage and success rate, your integration must also report feedback results through the SDK.

Activation requirements

Enabling the dashboard toggle is only the first step. Smart Insights becomes useful when all of the following are true:

• The flag is being evaluated in that environment
• The SDK integration is sending telemetry data
• Your application reports feedback results for the evaluated experience
• Enough data has been collected for ReleaseAnchor to render stable metrics

Typical user flow

1. A team enables a flag in an environment.
2. They turn on Smart Insights for the same environment.
3. Their application evaluates the flag through the SDK during real user traffic.
4. The application reports outcomes such as success or failure back to ReleaseAnchor.
5. ReleaseAnchor aggregates the incoming data and displays environment-level metrics on the flag page.

This gives product, engineering, and operations a shared view of what happened after rollout, without needing to build a separate monitoring surface for each flagged feature.

Benefits

• Faster rollout decisions: understand whether a feature is healthy before expanding rollout
• Shared product + engineering visibility: connect flag exposure with real-world outcomes
• Lower investigation time: spot weak feedback coverage or performance issues from the flag page itself
• Less manual log-checking: review a concise summary in ReleaseAnchor instead of piecing the story together from raw logs
• Safer releases: detect problems earlier while a rollout is still limited
• Clearer operational context: see whether an environment is active but still waiting on usable insight data

When to use it

Smart Insights is a strong fit when:

• You want to measure the quality of a new feature after release
• You are rolling out gradually and want evidence before increasing exposure
• You need a lightweight way to compare environment health over time
• You want to validate that users are actually succeeding with a flagged workflow

Recommended setup

For the best results:

• Enable Smart Insights on the environments that matter most for real user traffic
• Report feedback as close as possible to the user outcome you care about
• Treat success rate and feedback coverage together, not separately
• Review the insights before widening a rollout to more users

Next steps

• JavaScript / Node.js SDK → — integrate evaluation and feedback reporting in your app
• Feature Flags → — manage environments and flag state
• Gradual Rollout → — combine controlled rollout with post-release insight monitoring