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USE CASES

Start with the work. See how it changes.

Eight worked scenarios connect a business need with product scope, implementation and acceptance. Explore the supporting guides for each kind of change.

ALL SUPPORTING ARTICLES

Go deeper into the decisions behind the case.

PRACTICAL GUIDE

Write a product brief an AI team can actually use

Start with the customer job, define the boundary and turn vague wishes into observable outcomes.

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PRACTICAL GUIDE

A founder needs execution capacity, not always a larger org chart

Separate missing expertise from missing time before choosing how to build a software product.

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PRACTICAL GUIDE

A working homepage is not a production-ready application

Review the saved state, permissions and failure paths behind the first convincing interface.

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PRACTICAL GUIDE

One Product, several Projects: where business knowledge belongs

Keep modernization, features and AI adaptation connected without mixing their scope.

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PRACTICAL GUIDE

Architect and Developer: why the review path matters

Two roles are useful only when the work, evidence and decision authority are clearly separated.

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PRACTICAL GUIDE

Choose engineering agents without losing your product context

Evaluate a supported connection by accepted outcomes, permission boundaries and total effort.

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PRACTICAL GUIDE

Upgrade, refactor or rewrite? Start with the failure you need to remove

Choose the smallest change that resolves the actual constraint while preserving important behavior.

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PRACTICAL GUIDE

What to inventory before importing a legacy application

Prepare source, database, runtime and integration information without turning an import into a production change.

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PRACTICAL GUIDE

Plan a database cutover without forgetting new production orders

The database you imported last week is not the database your customers are using today.

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PRACTICAL GUIDE

Preserve useful URLs when modernizing a website

Treat public URLs as part of the migration contract, not a cosmetic detail after launch.

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PRACTICAL GUIDE

Preview, backup and rollback solve different problems

A test environment, a recoverable copy and a reversal plan are not interchangeable.

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PRACTICAL GUIDE

Write business rules before trusting the generated tests

An executable check needs an independent statement of what the software should do.

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PRACTICAL GUIDE

An API makes software reachable. A workflow makes AI useful

Separate technical connectivity from a controlled business process that reaches a defined result.

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PRACTICAL GUIDE

From enquiry to draft quote: a bounded AI workflow

Use AI to interpret the request without letting it invent prices, capacity or permission to send.

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PRACTICAL GUIDE

Classify documents without turning uncertainty into a wrong record

Design an extraction workflow with source evidence, clear categories and a real review queue.

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PRACTICAL GUIDE

Where a human approval belongs in an AI workflow

Make approval refer to a concrete action and version, not a vague permission for the agent to continue.

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PRACTICAL GUIDE

Design an agent API around business operations, not database tables

Expose a small useful action surface while preserving the application’s own rules and permissions.

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PRACTICAL GUIDE

Your AI keys after deployment: what the application needs

Treat credentials, model configuration and failure behavior as separate parts of the delivered module.

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PRACTICAL GUIDE

Read an Atlas score without mistaking it for a verdict on the business

Understand the technical dimensions, coverage and observations behind a score out of 100.

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PRACTICAL GUIDE

Why a performance test and real users can tell different stories

Keep lab measurements, field observations and their collection dates separate.

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PRACTICAL GUIDE

What a title and meta description tell you about a website

Use metadata as source material, not as verified claims about customers, technology or business success.

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PRACTICAL GUIDE

What automated accessibility checks can and cannot establish

Use automation to find barriers while retaining manual review of meaningful user journeys.

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PRACTICAL GUIDE

Claim, correct and reanalyse a website profile

A website account and proven control of a domain are different things.

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PRACTICAL GUIDE

Dependency monitoring after release: findings are not permission to deploy

Define what is watched, how findings are explained and who authorizes the correction.

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