Knowledge BaseAutomation & Execution

AI Template Discovery

AI Template Discovery scans your team's sent emails for repetitive reply patterns and automatically generates templates from them. It is the fastest way to build a template library when you are starting with Slokoto or migrating from another CRM.

Where to find it

Go to AI Settings → Templates tab. The page has three sections:

  1. Email & SMS Templates — your existing template library (create, edit, delete)
  2. AI Template Discovery — configure and run a discovery scan
  3. Discovered Templates — review, edit, and approve or reject AI-found patterns

Only admins can access AI Settings and run discovery scans.

How it works

Template Discovery works in three phases:

Phase 1 — Email collection

The AI scans sent emails from the Gmail accounts you select. It reads outbound messages, strips signatures and quoted text, and extracts the actual reply body. The scan moves backward through your email history, one page at a time.

Phase 2 — Pattern detection

Collected emails are sent to AI in batches. The model groups similar replies — emails that say essentially the same thing to different recipients — and extracts a generalized template with {{placeholders}} for names, products, and company references.

Phase 3 — Deduplication

Each discovered pattern is compared against your existing templates. If a pattern is too similar to a template you already have (above 85% similarity), it is automatically skipped. Patterns that are genuinely new enter the moderation queue.

Running a scan

Step 1 — Select Gmail accounts

Check the boxes next to the Gmail accounts you want to scan. Only connected accounts appear in the list. You can select one account or several.

Step 2 — Set the budget

The budget controls how many sent emails the AI will read. A larger budget means the scan goes further back in email history and has more data to find patterns.

BudgetTypical coverageBest for
50–100Last few weeks of sent emailQuick test or small team
200–500Last 1–3 monthsStandard onboarding
500–2000Several months of historyLarge team or thorough migration
2000–5000Deep historical scanComprehensive template extraction

Step 3 — Choose auto-approve (optional)

When auto-approve is on, discovered templates are added to your library immediately without review. When it is off (the default), they go into the moderation queue.

Step 4 — Start

Click Start Discovery. A progress bar shows how many emails have been scanned out of your budget.

Budget and resuming

The budget is the total number of emails to scan, not a monetary cost. If the scan pauses — either because it reached the time limit or because you cancelled it — it saves its place. You can:

  • Resume from where it stopped by clicking Resume
  • Increase the budget to scan further back — the AI picks up from its last position and continues backward through your email history

This makes it easy to start small and expand: run a quick scan with 100 emails, review the results, then increase to 500 to discover more patterns.

Reviewing discovered templates

When a scan finishes with auto-approve off, discovered templates appear in the Discovered Templates section. Each card shows:

ElementDescription
Template nameAI-generated name based on the pattern
Body previewThe extracted template text with {{placeholders}}
Occurrence countHow many similar emails the AI found (e.g., "5x found")
Product tagWhether the template is product-specific or generic
Similarity warningShows if a similar template already exists
Pattern descriptionAI explanation of what the pattern represents

Actions

Each discovered template has three actions:

  • Approve — creates the template in your library as-is
  • Edit & Approve — lets you modify the name, subject, and body before approving
  • Reject — discards the discovered pattern

You can also use Approve All or Reject All buttons for bulk actions.

Product tagging

The AI automatically detects whether a template is specific to one of your products. It checks the email content against your Product Knowledge catalog. Product-specific templates are tagged accordingly; generic templates get no product association.

What makes a good discovery scan

  • Connect multiple team members' Gmail accounts — more mailboxes means more diverse patterns
  • Use a budget of at least 200 — small budgets may not contain enough repetition to detect patterns
  • Run the scan after setting up Product Knowledge — the AI uses your product catalog to tag templates correctly
  • Review before approving — even with good AI detection, you may want to adjust wording or merge similar patterns

Tips

  • Start with a small budget (100–200) to see what the AI finds before committing to a large scan
  • After approving templates, check them in the Automate tab to verify they work well with your automations
  • If you add new team members with Gmail later, you can run another scan to discover their patterns
  • Templates discovered from sent email are created as public so the whole team can use them

Next: Learn about Email & SMS Templates