Prompt suggestions

The Prompt Suggestions tab gives you prompts you can add to your LLM tracking whenever you like. When you open it, you land on the Suggestions view: a table of prompts that AccuLLM has compiled based on what the LLMs and the web already know about your brand. Most of the time, it is the only view you need, so browse the list and add the ones you want to track.

Each row shows the suggested prompt, its search intent badge, the category it belongs to, and the time since it was generated. The intent is one of informational, commercial or transactional, depending on what the person behind the prompt is trying to do. The suggested prompts are editable.

Above the table you can narrow the list with quick filters. On the left is a button for each category; on the right are four search-intent buttons. A filter with no matching suggestions under your current selection is greyed out. Click any combination to focus the table on the categories and intents you care about.

Tick the boxes on the prompts you want, and a float bar appears with two actions. Add opens the Add Prompts dialog; Discard permanently removes the selected suggestions. In the dialog, you can review and edit the prompts, choose which country to track them in, and apply tags before adding them. Any prompt you add is removed from the list.

When a category runs out of suggestions, AccuLLM automatically generates new ones, so the list keeps refilling as you work through it.

Where suggestions come from

Suggestions are built on two things that AccuLLM prepares for you automatically: a description of your brand and a set of categories. You can open both from the action bar at the top of the tab. Each one feeds the next: the categories come from the description, and the suggestions come from the description and the categories.

You do not have to set these up yourself; AccuLLM has already completed them. Open Categories or Description to review or change what was generated, and start an update from there. Nothing regenerates on its own: editing a category or the description leaves your current categories and suggestions as they are until you start generating yourself.

Categories

The Categories button opens a window that controls which topics your suggestions are based on. AccuLLM fills it in with the categories it has identified for your brand, each shown as a card with a title, a short description of the audience or use case it covers, and the number of suggestions it currently holds. The categories you keep decide which suggestions get generated, so this is where you steer them toward the topics you care about.

When AccuLLM generates suggestions for a category, it uses both the title and the description as context. The title is mainly for identification; the description defines which kinds of suggestions are generated. The more precisely the description captures what you want, the more on-target the suggestions will be.

Each card is editable in place. While a card has unsaved changes, its Save button becomes active; saving stores the new text and leaves the category's current suggestions as they are. Each card also has a Delete button, and a Regenerate suggestions button that generates a fresh set for that category. Deleting asks you to confirm, since it removes the category's suggestions along with it.

To add your own, use Add category. A new draft card appears. Type a name and description and click Save, or click Generate with AI to have AccuLLM draft one for you, drawing on your brand description and your existing categories to create a category that is distinct from the ones you already have.

Description

The Description button opens your brand description: an editable profile that is the foundation for everything generated in this tab. It usually covers your core business purpose, target audience, products and services, and market positioning. The better the description fits your brand, the more relevant your categories and suggestions will be, so edit anything that is off and click Save.

Editing the description does not rebuild your existing categories or suggestions on its own. To put an updated description to work, open Categories and add a new category with Generate with AI, which builds one from the current description. From there, you can regenerate suggestions for that category.

The automated workflow

AccuLLM's initial automated workflow generates prompt suggestions in three stages.

1. Description. AccuLLM starts by checking what the LLMs already know about your brand, to see whether the model has enough to work with or needs more context. If it needs more, it scrapes Google's top organic results for your domain for current, public information. From what the model knows, or from the scrape, AccuLLM writes a short description of your brand.
2. Categories. AccuLLM drafts several candidate categories for your brand. Each one represents an area of user interest or a content theme for your domain. It then scores them on how relevant they are to your brand and target region and keeps only the strongest.
3. Suggestions. For each selected category, AccuLLM generates suggestions from several templates: a general one, and one each for commercial and transactional intent. Each suggestion is then classified into a single search intent as a separate step, so the intent reflects the suggestion itself rather than the template that produced it.

After these stages, your suggestions are ready to review and add. The Description and Categories buttons in the action bar let you go back to either one, review what AccuLLM generated, and shape the output before regenerating.