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Prompt Libraries

Here is where you build and manage real-world prompts to test your catalog against. Libraries are generated from actual discussions, Reddit communities, websites or your own CSV, so it reflect what your customers are actually using, not internal guesses.

The Libraries List

Prompt Libraries index showing all libraries with status, prompt count and creation date

The main Prompt Library page lists every library you have created. Each row shows:

  • Name — the library's title, linked to its detail view

  • Source Type — currently "From Sources" for all AI-generated libraries

  • Status — "Ready" once generation is complete

  • # Prompts — total prompts in the library

  • Created At — the generation date

  • Actions — view (eye icon), edit (pencil icon) and delete (trash icon) controls per row

Libraries are paginated. Use the page controls at the bottom to navigate. Click + New Library in the top-right to start the creation wizard.

Creating a New Library

New libraries are built through a four-step wizard: Name & describe, Add sources, Generate and Done. The wizard is linear — each step unlocks after the previous one is complete.

Step 1: Name & Describe

Step 1 — Library name and description fields with the 4-step progress indicator

Give your library a name and a description. Both are required.

Library name — a short label you'll use to identify this library in the index and in your tracked prompt list.

Description — a plain-language explanation of what you're trying to learn. Write it as you'd brief a researcher: describe the product, the buyer and the type of discussion you're looking for. This description is passed as context to every agent step in the pipeline — source discovery, source processing and prompt generation.

Click Next to proceed to Add sources.

Step 2: Add Sources

Step 2 — Add a source panel with Subreddit URL, Website URL and CSV Upload tabs

Sources are the communities and content the AI agent reads to extract real shopper language. You can add sources manually, let the agent discover them from your catalog, or both.

Three source types are supported:

  • Subreddit URL — paste a subreddit URL (e.g. reddit.com/r/snowboarding). The agent reads discussions and extracts prompts from the thread content.

  • Website URL — paste any public URL. The agent scrapes and processes the page content as a source.

  • CSV Upload — upload a file of pre-written prompts to import directly into the library. (like your google search console queries)

Each source has an optional Name field. If left empty, the name is auto-generated from the URL.

Auto-discovery in progress — Reading store catalog, mapping buyer personas and researching subreddits

Instead of adding sources manually, you can trigger auto-discovery. The agent reads your Shopify store catalog, maps buyer personas based on your products and then researches and ranks relevant subreddits for your niche.

Discovery results — 10 subreddits found, filterable by category (Buying Advice, Enthusiast Community, Lifestyle, Product Reviews)

When discovery completes, results are displayed in a panel showing the total subreddits found. Each result includes the subreddit name, a category tag and member count, and a short description of why it's relevant to your library goal.

Filter results by category tab — All, Buying Advice, Enthusiast Community, Lifestyle or Product Reviews — to find the most relevant communities. Check the subreddits you want to include and click Done to add them to your source list.

Once at least one source is added, the Generate library button activates.

Step 3: Generate

Step 3 — Library generation in progress with three-stage pipeline and percentage progress bar

A progress bar with percentage tracks the process pipeline. Generation time scales with the number of sources. You can leave the page — the job runs in the background and the library status updates to "Ready" when complete.

Step 4: Done

When generation finishes, the wizard shows a confirmation screen with a "Library created" message and a Ready status badge. From here you can click View library to inspect the generated prompts, or Create another to start a new library immediately.

Library Preview

Library Preview showing 30 prompts across 5 categories with User Prompt, Category, Sub-intent, Tags and Source columns

Library Preview is the full view of a generated library. The header shows the total prompt count and number of categories. Each prompt is displayed as a row in the table with the following columns:

  • User Prompt — the full natural language query as a shopper would type it to an AI agent

  • Category — the intent cluster the prompt belongs to (e.g., "Fit, Comfort & Sizing Gloves," "Materials, Durability & Maintenance Gloves")

  • Sub-intent — a more specific label describing the nuance within the category (e.g., "wide hands / roomy fit," "gauntlet vs undercuff fit")

  • Tags — additional labels for filtering

  • Source — the source the prompt was derived from (e.g., "Reddit" with a green badge)

Use the filter bar to search prompts by keyword, or filter by Category and Sub-intent dropdowns to focus on a specific intent cluster. Click Clear Filters to reset.

Each prompt row has two inline actions: a run icon to execute the prompt directly against the Shopify Catalog, and a copy icon to copy the prompt text to your clipboard.

Click + Add to Prompt List in the top-right to push the entire library into your active tracked prompt list for ongoing monitoring.

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