CommunityIntermediateFree during launch

Community Operations Dashboard

A community operations dashboard for posts, comments, reports, and moderation.

45 minHTML / Tailwind / Chart.jsCommunity operator

Recipe Workspace

Preview the layout, understand the KPIs, copy the starter

Review the dashboard at a practical desktop ratio first, then use the KPI rationale, code starter, and AI IDE prompt below.

Live Recipe Preview

Community Operations Dashboard

A community operations dashboard for posts, comments, reports, and moderation.

Free launch recipeOpen live view

Live Recipe

Community Operations Dashboard

A community operations dashboard for posts, comments, reports, and moderation.

Overview · Free launch recipe

Dark CRMdensesidebardark sidebarpipeline cardsactivity feed

Posts

18,420+8.2%

Comments

34.8%+2.1%p

Reports

$84.2K+12.4%

Moderation

ReadyTracked

Posts trend

Nivo

Pipeline Activity

ECharts

Posts

Sample data

18,420

Comments

Sample data

34.8%

Reports

Sample data

$84.2K

Watch List

PostsWatch

CommentsWatch

ReportsWatch

Detail Table

Posts

Sample data

18,420

상태

Comments

Sample data

34.8%

상태

Reports

Sample data

$84.2K

상태

Top

Four KPI cards

Middle

Primary trend and segment view

Bottom

Priority table and alerts

KPI Ingredients

Posts

Posts belongs in the primary row when an owner can act on it this week.

Alternative KPI: Posts segment

Comments

Comments belongs in the primary row when an owner can act on it this week.

Alternative KPI: Comments segment

Reports

Reports belongs in the primary row when an owner can act on it this week.

Alternative KPI: Reports segment

Moderation

Moderation belongs in the primary row when an owner can act on it this week.

Alternative KPI: Moderation segment

Code Starter

Copy component starter

const metrics = [
  { label: "Posts", value: "18,420", change: "+8.2%" },
  { label: "Comments", value: "34.8%", change: "+2.1%p" },
  { label: "Reports", value: "$84.2K", change: "+12.4%" }
];

export function CommunityOperationsDashboardPreviewCards() {
  return <section className="grid gap-3 md:grid-cols-3">{metrics.map((metric) => <article key={metric.label} className="rounded-xl border border-zinc-200 bg-white p-4"><p className="text-xs font-bold text-zinc-500">{metric.label}</p><strong className="mt-1 block text-2xl font-black">{metric.value}</strong><span className="text-xs font-black text-emerald-600">{metric.change}</span></article>)}</section>;
}

AI IDE Prompt

Paste into your AI IDE

Create a Community Operations Dashboard. Put KPI cards for Posts, Comments, Reports, Moderation, trend and segment charts, a priority table, and empty/loading/error states.

Decision System

Why this dashboard should exist before it is designed

AdSense-quality pages need original explanation, not only screenshots. This section documents the decision, data model, failure patterns, and implementation alternatives.

Operating decision

Community Operations Dashboard answers this operating question: Where do growth and quality risks appear together?. The primary row is not a vanity summary; it decides what an owner should do this week.

The recipe is designed for Community operator, Early product builders who need to choose data definitions, chart priority, and bottom-row actions quickly.

Data sources and event definitions

Posts, comments, reports, moderation actions

Before implementation, define event names, owner, refresh cadence, and missing-data behavior for each source.

Required KPIs and removal rules

Posts

Posts belongs in the primary row when an owner can act on it this week.

Alternative or removal signal: Posts segment

Comments

Comments belongs in the primary row when an owner can act on it this week.

Alternative or removal signal: Comments segment

Reports

Reports belongs in the primary row when an owner can act on it this week.

Alternative or removal signal: Reports segment

Moderation

Moderation belongs in the primary row when an owner can act on it this week.

Alternative or removal signal: Moderation segment

Common failure patterns

Treat isolated movement in Posts as a signal to inspect data definitions or operating bottlenecks.

Treat isolated movement in Comments as a signal to inspect data definitions or operating bottlenecks.

Treat isolated movement in Reports as a signal to inspect data definitions or operating bottlenecks.

Treat isolated movement in Moderation as a signal to inspect data definitions or operating bottlenecks.

Alternative layout

For an MVP, keep Four KPI cards. As data matures, expand Primary trend and segment view into segment comparison or cohort analysis.

Implementation Blueprint

KPI audit protocol before implementation

Use this table before designing the UI. Without a formula, review cadence, and action trigger, a dashboard can look polished but still fail to support an operating meeting.

KPIFormulaReview cadenceAction trigger

Posts

Posts = source event aggregate / comparison baseline. Start segmentation by Posts segment.

Daily morning

If Posts moves more than 10% week over week, inspect the causal segment and action table together.

Comments

Comments = source event aggregate / comparison baseline. Start segmentation by Comments segment.

Weekly review

If Comments moves more than 10% week over week, inspect the causal segment and action table together.

Reports

Reports = source event aggregate / comparison baseline. Start segmentation by Reports segment.

After campaign end

If Reports moves more than 10% week over week, inspect the causal segment and action table together.

Moderation

Moderation = source event aggregate / comparison baseline. Start segmentation by Moderation segment.

Monthly report

If Moderation moves more than 10% week over week, inspect the causal segment and action table together.

Event and table starter

When starting from an AI IDE, lock event and table names first. It makes generated components and queries much more consistent.

community_operations.viewed

Source event for Posts. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.

community_operations.converted

Source event for Comments. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.

community_operations.risk_flagged

Source event for Reports. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.

community_operations.resolved

Source event for Moderation. Keep owner, occurred_at, segment_key, value, and source_system as baseline fields.

Weekly review sequence

1Separate whether the Posts movement is a real operating issue or short-term noise.
2Read it with Comments to narrow the cause to acquisition, conversion, quality, or throughput.
3Use the bottom table to choose one owner, one segment, and one action for this week.
4At the next review, adjust the layout based on recovery after the action, not on the same chart alone.

Frequently asked questions

Which KPIs should Community Operations Dashboard prioritize?

Community Operations Dashboard should prioritize Posts, Comments, Reports, Moderation. Keep Posts in the primary row only when an owner can act on it this week.

What data sources are required?

Posts, comments, reports, moderation actions are the baseline sources. Define event names, refresh cadence, owner, and missing-data behavior before implementation.

Can this layout be used for an MVP?

For an MVP, start with Four KPI cards and Primary trend and segment view. Add bottom tables and alerts when operating actions become clear.

Which metrics should be removed?

Remove metrics that cannot trigger an action within one weekly review cycle, have unstable definitions, or behave like vanity metrics without adjacent context.

How should the AI IDE prompt be used?

Use the prompt as a starting point, then add real field names, table names, state UI requirements, and accessibility requirements for your project.

Market Pattern

Marketplace-proven dashboard pattern, rewritten for Dashcipe

This section documents the public preview pattern behind the layout and how Dashcipe changes it into original KPI guidance.

dark-crm-suite / dark

dark sidebarpipeline cardsactivity feeddeal table

Observed pattern

CRM and project templates often use dark sidebars, pipeline cards, activity feeds, and priority tables for dense workspaces.

Dashcipe adaptation

This recipe maps those ideas to bottlenecks, owners, and next actions for the vertical.

Originality guard

It extracts general CRM patterns visible in public previews without pixel-copying any original layout.

Free Resources

What you can use for free

Use the KPI logic, layout, code starter, prompt, Figma SVG, schema, and tokens directly.

requestRequest/Vote promptAI PromptKPI logicAI promptRequest queue

Use this recipe when

The vertical metrics are already roughly known
You need to prioritize charts and tables quickly

Skip this recipe when

No events or data definitions exist yet
You only need a marketing landing page

Expert Notes

How a real operator should read these KPIs

These notes turn each metric into an operating decision, data source, and removal rule.

Community operator

Why it matters: Posts is not a vanity number; it decides the next operating action.
Failure signal: Treat isolated movement in Posts as a signal to inspect data definitions or operating bottlenecks.
Data source: Posts, comments, reports, moderation actions
When to remove: Remove it from the primary row if no owner can act within one weekly review cycle.

Community operator

Why it matters: Comments is not a vanity number; it decides the next operating action.
Failure signal: Treat isolated movement in Comments as a signal to inspect data definitions or operating bottlenecks.
Data source: Posts, comments, reports, moderation actions
When to remove: Remove it from the primary row if no owner can act within one weekly review cycle.

Community operator

Why it matters: Reports is not a vanity number; it decides the next operating action.
Failure signal: Treat isolated movement in Reports as a signal to inspect data definitions or operating bottlenecks.
Data source: Posts, comments, reports, moderation actions
When to remove: Remove it from the primary row if no owner can act within one weekly review cycle.

Community operator

Why it matters: Moderation is not a vanity number; it decides the next operating action.
Failure signal: Treat isolated movement in Moderation as a signal to inspect data definitions or operating bottlenecks.
Data source: Posts, comments, reports, moderation actions
When to remove: Remove it from the primary row if no owner can act within one weekly review cycle.

Recipe Flow

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