Prompt Engineering20% of the exam

Prompt Builder use cases and solution fit

When a requirement calls for a Prompt Builder template (generated language grounded in Salesforce data that admins can tune) and when it calls for a formula, roll-up summary, flow or validation rule because the result must be exact, repeatable and auditable.

Official exam objective
Given business requirements, identify when it's appropriate to use Prompt Builder.

~8 min read · 7 practice questions ·

What the exam expects

  • Decide from a business requirement whether the deliverable is generated language (a Prompt Builder job) or an exact, repeatable value or rule (a formula, roll-up summary, flow or validation rule).
  • Recognise the signals that favour Prompt Builder: natural-language output, grounded in record data, reused across many records, and tuned by admins without code.
  • Explain why a requirement for identical output on identical inputs, or for an auditable figure, is not met by any prompt template configuration.
  • Match where the output must appear (record field, email composer, flow, Apex, API or agent action) to the template that serves it.
  • Key terms: prompt template (a reusable prompt with placeholders that Prompt Builder fills with your data); grounding (adding Salesforce data to a prompt for context); prompt resolution (replacing the placeholders with real values before the prompt goes to the LLM); deterministic (same inputs, same output, every time); entry point (where users or automation call the template).

Key facts

What Prompt Builder manages
Detail
Reusable prompt templates grounded with merge fields that reference record fields, flows, Apex and uploaded files
Repeatability
Detail
Every run is a new LLM call; responses can differ for the exact same prompt
Licensing
Detail
Enterprise, Performance or Unlimited with Einstein for Platform, an Einstein or Agentforce for Sales or Service add-on, or Agentforce Foundations
Run-time data access
Detail
Merge-field data is governed by the executing user's permissions
Trust Layer scope
Detail
Applies only to generative AI and Agentforce features
Field generation target
Detail
Writable text, text area, text area (long) and text area (rich); not read-only fields
Flex entry points
Detail
None predefined; Apex, Flow, REST API or Agentforce
Calling any template
Detail
Invocable action, Connect REST API or Connect in Apex
Roll-up summary
Detail
Count, sum, min or max of detail records over a master-detail relationship
Sources for this section (8)
  • Why can no prompt template configuration guarantee identical output for identical inputs?
  • When should a requirement get a flex template instead of a field generation template?
  • When is a roll-up summary field the better answer than a prompt template?
  • Which Salesforce resources can ground a Prompt Builder template?

The questions are free to read. Answers with their sources and self-grading are included with the pack.

Keep reading with the Agentforce Specialist pack

  • Core concepts
  • Exam traps
  • Worked scenario

The pack includes:

  • All 26 lessons of the Agentforce Specialist guide, with reading progress
  • Interactive decision walks and step-by-step sequence steppers
  • Inline practice questions and one-click topic practice (7 questions for this lesson)
  • An official source cited for every claim
  • An AI tutor that answers from the guide
  • Unlimited timed practice exams

Practice for the Agentforce Specialist exam