AB-410 Exam Flashcards

Q: Is AB-410 currently a beta exam?

Yes. As of mid-2026, Microsoft lists AB-410 as 'Microsoft Certified: Intelligent Applications Builder Associate (beta)', with general availability expected later in 2026. Beta exams are not scored immediately because Microsoft is still gathering data on question quality, and a beta attempt can only be taken once during the beta period.

Q: What is the AB-410 passing score?

AB-410 uses Microsoft's standard scaled score of 1 to 1000, and you need 700 or higher to pass. Microsoft does not publish the raw number of questions or the exact scoring weight of each domain, only the passing threshold.

Q: How long is the AB-410 exam and what does it cover?

You have 120 minutes to complete the proctored exam, which may include interactive question components in addition to standard multiple-choice items. It is assessed across three skill areas: Create a foundation for intelligent applications, Create intelligent applications, and Build business application logic and automation.

Q: What happens if I fail the AB-410 exam?

Once AB-410 is out of beta, Microsoft's standard retake policy applies: you must wait 24 hours after a first failed attempt, then 14 days before each subsequent attempt, up to five attempts within a rolling 12-month period. During the beta period specifically, a failed beta attempt can only be retaken after the exam goes live.

Q: Is AB-410 the direct replacement for PL-200?

Yes. Microsoft retires PL-200 (Power Platform Functional Consultant Associate) on August 31, 2026, and AB-410 is the AI-first successor. It keeps core Power Apps, Power Automate, and Dataverse skills but adds heavier emphasis on Copilot-generated apps, Copilot Studio agents, and AI Hub prompts and models.

Q: Do I need employer sponsorship to register for AB-410?

No. AB-410 does not require firm or employer sponsorship. Anyone can register and schedule the exam through Pearson VUE using a personal Microsoft account.

Question 1

A stakeholder describes a new business requirement for an intelligent app. What is the first solution-design step the AB-410 skill area expects before picking a build path?

Accepted Answer

Analyze the requirement to identify which components (data model, app type, flow, agent) and implementation options actually fit it, rather than jumping straight to building.

Question 2

Before scoping a custom Copilot Studio agent for a scenario, what should you evaluate first?

Accepted Answer

Whether a built-in (prebuilt) agent already covers the scenario. The skill area explicitly calls for evaluating built-in agents before recommending custom agent development.

Question 3

What does 'recommend an extensibility option' mean for an AB-410 solution design scenario?

Accepted Answer

Choosing how to extend a solution beyond native Power Platform features, such as a plug-in, custom connector, or external Azure service, when out-of-the-box tools cannot fully meet a requirement.

Question 4

What is an ALM (application lifecycle management) strategy in a Power Platform solution, and how does it relate to environment strategy?

Accepted Answer

ALM strategy is the plan for moving solution components through environments using solutions, environment variables, connection references, and pipelines. Environment strategy (Dev/Test/Prod separation) is one input to that broader ALM plan, not the whole plan itself.

Question 5

You need a Dataverse entity for a concept Microsoft already models out of the box, such as Account or Contact. Standard table or custom table?

Accepted Answer

Standard table. It ships with prebuilt schema, relationships, and business logic from Microsoft, while a custom table is reserved for schema a maker defines from scratch.

Question 6

Which Dataverse column type generates its value by running an AI prompt against the row's own data?

Accepted Answer

A prompt column. It calls an AI Hub/AI Builder prompt using data from the current record to populate the field automatically, rather than requiring manual entry or a same-row formula.

Question 7

What is configured through Dataverse 'table properties' during data modeling, as distinct from column definitions?

Accepted Answer

Table-level settings such as ownership type (user/team-owned vs organization-owned) and audit configuration, which apply to the whole table rather than a single field.

Question 8

What does a Dataverse 'row summary' generate, and why would a maker enable it?

Accepted Answer

An AI-written natural-language overview of a single record's data, giving users a quick recap without opening or scrolling through every field on the form.

Question 9

A maker wants the same restricted list of options (e.g., Priority: Low/Medium/High) reused across several different tables. What Dataverse feature enables that reuse?

Accepted Answer

A global choice (option set) column definition. Defining the choice globally lets multiple tables and columns reuse the identical option list instead of redefining a local choice on each table.

Question 10

A Case table needs to relate to many Contacts, and each Contact can also relate to many Cases. Which relationship type fits?

Accepted Answer

N:N (many-to-many). It uses an intersect table behind the scenes, unlike a 1:N relationship, which is a simple parent-child lookup where the child holds one reference to the parent.

Question 11

What is a 'public view' in Dataverse, and how does it differ from a personal view?

Accepted Answer

A public view is a shared, maker-defined query on a table that all users can select; a personal view is a filtered list an individual user creates and saves for themselves only.

Question 12

Which Dataverse security feature restricts read/update access to specific columns rather than to entire rows?

Accepted Answer

A field security profile. It grants or denies access on individual secured columns, which is a separate control from a security role's table-level (row) privileges.

Question 13

A regional manager needs to see records owned by their direct reports without you assigning a custom security role to every employee. What feature applies?

Accepted Answer

Hierarchy security. It automatically grants managers visibility into the records of people below them in the position or manager hierarchy, on top of normal security role access.

Question 14

What does a table permission govern in a Dataverse or Power Pages security context?

Accepted Answer

The row-level access scope for a given table, such as whether a user can see only their own records, their business unit's records, or the entire organization's records.

Question 15

What structural element defines the navigation areas, groups, and subareas of a model-driven app?

Accepted Answer

The site map. It is the app's navigation skeleton, separate from any individual form, view, or dashboard the app contains.

Question 16

A maker types a natural-language description of a page and Power Apps builds a model-driven app page from it automatically. What is this feature called?

Accepted Answer

A generative page. It is an AI-created model-driven app page produced from a natural-language prompt instead of manual layout design.

Question 17

In a model-driven app, what is the functional difference between a form and a view?

Accepted Answer

A form lays out fields for creating or editing a single record; a view is a filtered, column-based list showing multiple records at once.

Question 18

How do you prevent an unauthorized security role from even seeing a particular form or view as an option in a model-driven app?

Accepted Answer

Configure access to that form or view so it is assigned only to the intended security roles, hiding it from roles that were not granted access.

Question 19

What model-driven app element combines several charts and views into a single at-a-glance page?

Accepted Answer

A dashboard. It aggregates multiple charts and views together, whereas a chart alone is just one aggregated visualization of a single view's data.

Question 20

A canvas app needs to pull data from SharePoint, SQL, and a REST API instead of only Dataverse. Is that possible in a canvas app?

Accepted Answer

Yes. A canvas app connects to a data source through any supported connector, including non-Dataverse sources, which is a key contrast with model-driven apps that are Dataverse-only.

Question 21

A calculation needs to be reused across several screens of a canvas app without retyping the formula each time. What feature fits?

Accepted Answer

A named formula. It is a reusable, app-scoped calculation defined once, similar to a global variable but driven by a live Power Fx formula instead of an assigned value.

Question 22

What canvas app feature packages custom Power Fx logic with parameters into something callable like a function, rather than duplicating the formula everywhere it's needed?

Accepted Answer

A user-defined function. It wraps reusable Power Fx logic with defined parameters so it can be called consistently from multiple places in the app.

Question 23

How do you share an identical custom control, like a branded header, across multiple different canvas apps?

Accepted Answer

Package it into a component library. The library holds reusable components that any canvas app can import, keeping the control consistent across apps.

Question 24

A gallery bound to a large SharePoint list runs slowly and returns incomplete results because a filter formula can't be pushed to the data source. What is this limitation called?

Accepted Answer

A delegation issue. Non-delegable functions only evaluate against the records already loaded locally instead of the whole data source, which hurts both performance and accuracy on large datasets.

Question 25

In a canvas app, what is the functional difference between a variable and a collection?

Accepted Answer

A variable holds a single app-scoped value, while a collection is an in-memory table that can store, filter, and manipulate multiple rows of structured data.

Question 26

Which Power Fx pattern lets a canvas app gracefully catch a formula failure instead of showing a broken control to the user?

Accepted Answer

IfError, often paired with Trace/logging. It intercepts a formula error and lets the app branch to fallback logic instead of surfacing the raw failure.

Question 27

You want to watch live network calls, variable values, and formula evaluations while testing a canvas app. Which tool do you use, and how is it different from Test Studio?

Accepted Answer

Monitor is the live diagnostic trace tool for real-time debugging during a session. Test Studio is different: it runs saved, automated UI test scripts rather than showing a live trace.

Question 28

How can a maker turn an existing canvas app into a conversational, chat-based experience without leaving the canvas app designer?

Accepted Answer

Create a Copilot Studio agent directly from the canvas app. The designer can generate an agent that plugs into the app's context instead of requiring a separate build from scratch.

Question 29

A cloud flow must start the moment a Dataverse row is created or updated. Which trigger type is correct?

Accepted Answer

A Dataverse trigger. It fires on row create/update/delete events, unlike a recurrence trigger, which fires on a fixed time schedule regardless of data changes.

Question 30

An external system needs to kick off a cloud flow by calling it directly. Which trigger type supports that?

Accepted Answer

An HTTP (request) trigger. It exposes a callable endpoint that an outside system invokes to start the flow, as opposed to a manual trigger that a user starts from within an app.

Question 31

A cloud flow needs a human to sign off before the process continues. What action handles this?

Accepted Answer

An approval action. It pauses the flow until a designated approver responds, then routes the flow down an approve or reject path based on that response.

Question 32

What cloud flow construct lets you branch logic based on a true/false test, similar to an if/else statement?

Accepted Answer

A condition. It evaluates an expression and routes the flow down different sets of actions depending on whether the expression is true or false.

Question 33

A cloud flow must process every item in an array of records, one at a time. Which construct handles this loop?

Accepted Answer

Apply to each. It loops the actions inside it over every item in the specified array or collection.

Question 34

You need a cleanup or notification action to run only when an earlier step in the flow fails, without crashing the whole run. How do you configure that?

Accepted Answer

Set 'Run after' on that action to trigger on the failure, timeout, or skipped conditions of the earlier step. This is the core error-path control mechanism in cloud flows.

Question 35

What flow construct groups several actions together so a single failure-handling policy can apply to the whole group, similar to a try/catch block?

Accepted Answer

A Scope. It wraps multiple actions together so 'Run after' error handling can be applied to the group collectively, instead of configuring it action by action.

Question 36

You need a reusable GPT-style instruction that different apps and flows can call with different input values. What AI Hub object do you build?

Accepted Answer

A custom prompt. It is a reusable instruction set with defined inputs, distinct from an AI Builder model, which is a Microsoft-trained structured-prediction model rather than an editable instruction.

Question 37

What is the fastest starting point for a new AI Hub prompt, instead of authoring the instructions completely from scratch?

Accepted Answer

A prompt template. It is a prebuilt starter structure a maker customizes, saving the effort of writing a fully blank prompt.

Question 38

How do you ground an AI Hub prompt's output in your own business data instead of the model's general knowledge?

Accepted Answer

Add a knowledge source to the prompt. It supplies grounding data, such as Dataverse tables or documents, that the prompt references when generating its response.

Question 39

What lets a calling app or flow pass a variable value into an AI Hub prompt at run time?

Accepted Answer

A prompt input. It is a defined variable slot in the prompt that the caller fills in each time the prompt is invoked.

Question 40

How do you call an AI Hub prompt from inside a canvas app's Power Fx formula?

Accepted Answer

Consume the prompt in the app. It is invoked like a function call from Power Fx, passing whatever prompt inputs the prompt requires.

Question 41

How do you call that same AI Hub prompt from a Power Automate cloud flow instead of an app?

Accepted Answer

Consume the prompt in the flow. Add it as an action inside the cloud flow, feeding it inputs gathered from earlier steps in that flow.

Question 42

You need structured invoice-field extraction without training a custom model yourself. What AI Builder option handles this?

Accepted Answer

A prebuilt AI Builder model, such as invoice processing. It is a Microsoft-trained structured-prediction model, unlike a custom AI Hub prompt, which needs no training but gives less structurally consistent output.

Question 43

AI Hub custom prompt versus AI Builder model: what is the core tradeoff to remember for the exam?

Accepted Answer

AI Hub prompts are flexible, GPT-style instructions that require no training but produce more variable output. AI Builder models are trained, consistent, and purpose-built for specific structured tasks like document extraction or classification.

Question 44

A form field needs to become required and hidden based on the value of another field, with no code. What tool handles this?

Accepted Answer

A business rule. It is no-code, field-level logic (show, hide, require, validate) that can run on a form or be scoped to the entire table.

Question 45

What is the difference between a business rule scoped to 'all forms' (entity/table scope) and one scoped to a single specific form?

Accepted Answer

An entity-scoped rule applies everywhere the table is used, including server-side validation and every form, while a form-scoped rule only affects the client-side behavior of that one form.

Question 46

A sales process should guide reps through Qualify, Propose, and Close stages, with required steps enforced at each stage. What Dataverse feature fits?

Accepted Answer

A business process flow (BPF). It provides stage-based guidance across a record's lifecycle, which is different from a business rule that is field-level rather than stage-based.

Question 47

What Dataverse column type lets a maker write a Power Fx-style expression that recalculates based on other row data, with broader syntax support than a basic calculated column?

Accepted Answer

A formula column. It supports Power Fx-style expressions and evaluation, extending beyond the simpler expression model used by a calculated column.

Question 48

Calculated column versus rollup column: what is the key mechanical difference?

Accepted Answer

A calculated column evaluates instantly on read using data from the same row. A rollup column aggregates values from related child rows and recalculates on an asynchronous schedule rather than instantly.

Question 49

On a form, what does a 'Business required' field level mean, compared to a 'System required' field level?

Accepted Answer

Business required is enforced through business rules or process logic at the UI level and can be bypassed by some advanced tools or APIs. System required is enforced at the platform/database level, and a record cannot be saved at all without that value.

Question 50

You are deciding between a business rule, a business process flow, and a cloud flow for a given requirement. What evaluation approach does the exam expect?

Accepted Answer

Match the logic's shape to the right tool: field-level validation or defaults call for a business rule, multi-stage record guidance calls for a BPF, and multi-step automation or cross-system integration calls for a cloud flow.

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