Prompt Insights

Prompt Analytics & Insights

As your asset collection grows, understanding which prompt keywords, artists, and technical parameters produce your highest-rated artworks becomes essential. Berry AI Studio provides a dedicated analytics modal (PromptStatsModal.vue) that aggregates metadata across your entire library.

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1. Opening Prompt Keyword Insights

To launch the analytics dashboard:

• Click Tools > Prompt Keyword Insights from the top menu bar, or
• Click the Insights button in the quick-tools footer of the left navigation sidebar.

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2. Analytics Tabs & Visual Metrics

┌────────────────────────────────────────────────────────────────────────┐
│ Prompt Insights & Keyword Analytics                                [✕] │
├────────────────────────────────────────────────────────────────────────┤
│ [ Positive Tokens ]  [ Negative Tokens ]  [ Models ]  [ Samplers ]     │
├────────────────────────────────────────────────────────────────────────┤
│ Ranked by: (●) Frequency    ( ) Average Rating                         │
├────────────────────────────────────────────────────────────────────────┤
│ Rank │ Token / Keyword              │ Occurrences │ Avg Rating │ Action│
├──────┼──────────────────────────────┼─────────────┼────────────┼───────┤
│ #1   │ masterpiece                  │ 4,120       │ ★ 4.2      │ [🔍]  │
│ #2   │ cinematic lighting           │ 2,845       │ ★ 4.7      │ [🔍]  │
│ #3   │ 1girl                        │ 2,410       │ ★ 3.9      │ [🔍]  │
│ #4   │ cyberpunk city               │ 1,890       │ ★ 4.8      │ [🔍]  │
│ #5   │ volumetric fog               │ 1,230       │ ★ 4.5      │ [🔍]  │
│ #6   │ photorealistic               │ 1,115       │ ★ 3.2      │ [🔍]  │
└────────────────────────────────────────────────────────────────────────┘

The dashboard provides four distinct analytical views:

1. Positive Prompt Tokens

• Evaluates individual keyword chips across all positive generation prompts.
• Displays total occurrence counts alongside the Average Star Rating of images using that token.
• Highlights your "secret sauce" keywords—tokens that consistently correlate with 4★ and 5★ ratings.

2. Negative Prompt Tokens

• Analyzes which negative prompt phrases appear most frequently across your workflow.
• Useful for spotting bloated or redundant negative embeddings and keywords that do not improve output quality.

3. Top Checkpoint Models

• Ranks every model checkpoint in your library by total generations and user ratings.
• Helps identify which fine-tuned models deliver your best results.

4. Samplers & Schedulers

• Ranks sampling algorithms (e.g. DPM++ 2M Karras, Euler a, UniPC) by frequency and aesthetic rating.

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3. Interactive Search Integration

Every keyword row in the analytics table includes an Action (🔍) button:

• Clicking the search icon immediately closes the analytics modal, pastes the selected token into the main gallery search bar (prompt:"..."), and filters your canvas to all artworks containing that keyword.
• This allows you to jump directly from high-level statistics to reviewing specific image sets.