Join the H12-411_V2.0 Discussion
Menna
Commented on January 05, 2026
Thanks for helping
Anonymous
Priya
Commented on January 05, 2026
i want other questions
UNITED STATES
vidhi
Commented on January 05, 2026
This is helpful
UNITED STATES
Buddy
Commented on January 05, 2026
Very Helpful
Anonymous
Su
Commented on January 04, 2026
Prepping for my exam this week.
Anonymous
Cory Baldwin
Commented on January 04, 2026
Paid for the full version, Good flipping job
Anonymous
South Africa
Commented on January 04, 2026
Great learning experience
Anonymous
Krishnendu
Commented on January 02, 2026
Very helpful questions for exam dumparation
UNITED STATES
coco
Commented on January 01, 2026
I take the test next week, hope this helps me!
Anonymous
Javed
Commented on January 01, 2026
This series of question really helps to cover the whole syllabus in less time. I will take the tomorrow and i am really confident that i will be able to crack it.
Anonymous
Ashwini Dongre
Commented on January 01, 2026
really helpful content
Anonymous
Bonnie Breckenridge
Commented on December 31, 2025
I appreciate this site so much... Studying for exams help re-interate the information and prepares you for exams
Anonymous
Dos
Commented on December 30, 2025
Question: An AI Specialist configured Data Masking within the Einstein Trust Layer. How should the AI Specialist begin validating that the correct fields are being masked?
Answer: C. Enable the collection and storage of Einstein Generative AI Audit Data on the Einstein Feedback setup page.
Why C is correct
To validate that Data Masking is working correctly in the Einstein Trust Layer, the AI Specialist must first ensure that Einstein Generative AI Audit Data is being collected and stored.
Without enabling this:
There is no audit trail to review
You cannot see which fields were sent to the LLM or whether masking was applied
Enabling audit data is always the first step before reviewing or requesting it.
Why the other options are incorrect
A. Use Flow-based resource in Prompt Builder…
? Flow Debugger is not designed to validate Trust Layer masking or LLM payloads.
B. Request the Einstein Generative AI Audit Data…
? You cannot request or review audit data until it has been enabled
NEW ZEALAND
Dos
Commented on December 30, 2025
Question 42
The correct answer is: ? A. Surround them with triple quotes (""")
Why A is correct
In Prompt Builder, triple quotes are a best practice for placing explicit instructions on their own lines in a prompt template. This:
Clearly separates instructions from generated content
Signals to the LLM that the text is instructional and must be followed
Helps enforce constraints such as:
Use only associated opportunity information
Adhere strictly to guidelines
Encourage a specific call to action
This approach improves consistency and compliance in generated emails.
Why the other options are incorrect
B. Make sure merged fields are defined
? Important for data accuracy, but it does not control how instructions are interpreted by the LLM.
C. Use curly brackets {} to encapsulate instructions
? Curly brackets are used for merge fields, not for instruction blocks.
Exam tip ??
For Prompt Builder formatting questions:
Instructions / constraints ? triple quotes (""")
Dynamic dat
NEW ZEALAND
Dos
Commented on December 30, 2025
Universal Containers (UC) wants to use Flow to bring data from unified Data Cloud objects to prompt templates. Which type of flow should UC use?
Answer: B
To bring data from unified Data Cloud objects into prompt templates, UC should use a Template-triggered prompt flow because:
It is designed to run from Prompt Builder
It allows Flow to retrieve and prepare data (including from unified Data Cloud objects)
The flow can then pass that data into the prompt as merge fields
This is the supported way to connect Flow + Data Cloud + Prompt Templates
NEW ZEALAND
Saurov
Commented on December 29, 2025
20 th question
category 3 and category 5 is correct answer
Anonymous
Ankita
Commented on December 29, 2025
These question sets are awesome.
Anonymous
liz
Commented on December 29, 2025
started to prepared
INDIA
Sudeshna
Commented on December 26, 2025
this is really helpfull
Anonymous
Tipooo
Commented on December 26, 2025
This exam is super hard. Don't take it lightly. You cannot pass without these questions.
INDIA
Rituparna
Commented on December 26, 2025
Really good question set. Helping me a lot.
Anonymous
Mangi
Commented on December 26, 2025
Very useful questions. The practice questions are way more challenging then practice exams provided by Microsoft
Anonymous
TheStoorFrom13
Commented on December 26, 2025
Highly relevant practice questions with accurate explanations. This directly helps in preparing for the certification.
FRANCE
prasht
Commented on December 26, 2025
very useful information
Anonymous
Khaled
Commented on December 25, 2025
Using the online practice questions really helped with my studying as I have a very short time window to finish the certificate.
Anonymous
Stanley Abel
Commented on December 25, 2025
This is very Helpful !!
UNITED STATES
Kabeer
Commented on December 25, 2025
Cleared this exam. This practice questions questions are very useful. Most questions showed up in my exam. By the way I took my exam in US.
UNITED STATES
Eli
Commented on December 25, 2025
106 a correct answer is Managerial
Anonymous
Mukesh
Commented on December 25, 2025
These are great questions.
UNITED STATES
Khaled
Commented on December 25, 2025
I have an exam, and I cannot afford to buy the practice questions. The online version really helps.
Thank you
Anonymous
Khaled
Commented on December 25, 2025
Thank you so much, this is very helpful
Anonymous
Triv
Commented on December 24, 2025
Questions are very similar to actual questions, very good content for practice
JAPAN
C
Commented on December 24, 2025
excellent question please continue
INDIA
Very helpfull for my exam
Commented on December 24, 2025
Very helpfull for my exams.
Anonymous
Menzito - SA
Commented on December 24, 2025
Very helpful, adding more knowledge to my learning path
Menzito
Anonymous
Shruti
Commented on December 23, 2025
I have my exam in the next few hours and this is my only study material so far, I hope it will turn out good, will shared a feedback once I am done with the exam!
UNITED STATES
Rod
Commented on December 23, 2025
Definitely Worth it
Anonymous
Andre
Commented on December 23, 2025
Question 42 is wrong. It's Make sure merged fields are defined
Explanation: In Salesforce Prompt Builder, instructions should be included using clear line breaks in the template and ensuring that all merged fields are defined. Triple quotes are not used in Prompt Builder; proper formatting and defined merge fields ensure the AI follows the instructions accurately.
Anonymous
Pat
Commented on December 23, 2025
This platform is very insightful
Anonymous
Coco
Commented on December 23, 2025
This is the best study practice exam material.
UNITED STATES
Patrick
Commented on December 23, 2025
This is a great platform
Anonymous
Andre
Commented on December 23, 2025
Nice pratice questions :)
Anonymous
TanakornY
Commented on December 23, 2025
I took the exam on December 22nd. I think I passed, though; I only got 10% of the 60 questions right.
Now, the exam has been changed. Everyone who reads or downloads/purchases it should read the explanation carefully to avoid problems like mine.
Anonymous
Ankita
Commented on December 23, 2025
These question sets are really amazing.
Anonymous
Jelo
Commented on December 23, 2025
Q 52 - Correct answer should be A - see the "Trust Your Agents" Trailhead.
UNITED STATES
Lucky QY
Commented on December 23, 2025
I passed the exam after study the 400+ free Question, great website!
FRANCE
Pavvurem
Commented on December 23, 2025
Pay attention to the explanation. I passed this exam and this exam dumps pdf questions helped a tone!
European Union
Raghavendra
Commented on December 22, 2025
Really good and helpful.
Anonymous
Ankita
Commented on December 22, 2025
These question sets are really help full for passing exam.
Anonymous
Dug
Commented on December 21, 2025
Pass today. Valid practice questions questions as today.
Singapore