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Our expertise / AI & automationFewer repetitive tasks

AI agents & automation

A repetitive task. A smoother workflow.

We start with a practical task to build useful automation. Rules, access and approvals are defined to keep your team in control.

MONTRÉAL · SOUTH SHORE · MONTÉRÉGIE
Mechanical document workflow illustrating AI agents and automation
ILLUSTRATION · AI & automation
THE ESSENTIALS, WITH PURPOSE.

Automate what is understood. Keep control of the rest.

Copying information between tools, filing documents or preparing a response takes time when steps repeat. Useful automation starts by precisely describing what triggers the work, the information needed and the expected result.

We distinguish deterministic rules from tasks that can benefit from an AI model. Connectors, permissions and approval steps are prepared around your process. Exceptions need to stay visible: a well-designed flow lets your team understand what happened and take back control.

LET’S START WITH YOUR SITUATION

Which work repeats too often?

Choose the scenario closest to your needs.

YOUR STARTING POINT / 01

Prepare information for the right person.

A workflow can collect a document, extract agreed items and present them for review. Formats, possible errors and validation rules are defined using authorized examples.

  • Expected formats and fields
  • Consistency checks
  • Approval before sensitive actions
Discuss it with MGM
YOUR STARTING POINT / 02

Avoid unnecessary duplicate entry.

We examine APIs and exchange options between your software. Synchronization rules define the source of truth, duplicates and how to handle a failure.

  • Connectors and permissions
  • Deduplication
  • Error handling and retries
Discuss it with MGM
YOUR STARTING POINT / 03

Give AI a limited, useful role.

An agent can prepare a summary, suggest a classification or assist a search. Its data, tools and permissions need to match its mission, with appropriate approvals.

  • Explicit mission and limits
  • Access only to authorized sources
  • Action and approval log
Discuss it with MGM
HOW WE APPROACH THIS PROJECT

Next steps,
well prepared.

  1. 01

    Break down the task

    Define inputs, rules and human decisions to keep.

  2. 02

    Connect methodically

    Build the workflow and limit permissions to the identified need.

  3. 03

    Test exceptions

    Check duplicates, errors and retries before expanding usage.

WHAT THE ENGAGEMENT CAN INCLUDE

The right scope.
For your project.

Together, we select what is useful. The quote details the work, required access and any external costs.

AI agentsProcess automationAPI connectorsDocument processingOrchestrationHuman validation
  • 01Task and process analysis
  • 02Specialized agents and task orchestration
  • 03API connectors and business integrations
  • 04Document processing and data synchronization
  • 05Sourcing tools using authorized sources
  • 06Logging, deduplication and validation steps
WHAT TAKES SHAPE

An observable workflow, not a black box.

01

A documented process

Triggers, data and expected results are defined before connecting tools.

02

A tested scenario

Common cases and main exceptions are checked with representative examples.

03

Checkpoints

Your team knows when to approve, where to see errors and how to retry a step.

WHAT TO KNOW BEFORE STARTING

Your questions, in your context.

Open a question to learn more.

Does every automation need AI?

No. A clear rule or conventional connector may be enough. AI is considered when it adds a useful capability, such as interpreting text or preparing a summary, with validation criteria.

Can an agent send messages or change data?

It depends on the selected permissions and workflow. Actions that commit the business may require human approval. The engagement defines what the agent can prepare, suggest or execute.

What happens if a step fails?

The workflow needs visible errors, logs and a retry procedure. We also consider deduplication so a retry does not create the same action several times.

HELP CLOSE TO HOME

Let’s start with
your situation.

Copying data, filing documents or preparing responses: choose a process that repeats in your business. We prepare automation with explicit rules, access and approval points.

Montréal, South Shore and Montérégie
YOUR NEXT STEP

Let’s choose the first task to simplify.

Describe a repeated action, the tools involved and the result you expect.

Describe my needsOr call 514 816-0585
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The essentials,
made simple.

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