6-lesson course · about 2 hours

Make project monitoring report real changes, not duplicates

For Consultants, project leads, managers and professionals who turn information into plans, decisions and client work

Everything for Professionals

Configure an AI monitoring agent that deduplicates, filters for relevance to your project, and reports only what actually changed — in a short digest you'll actually read.

What you’ll be able to do

By the end, you can…

Write relevance criteria tied to project decisionsMap each monitored topic to a specific decision or deliverable, and express relevance as testable yes/no conditions an agent can apply.
Define a 'what counts as new' ruleDistinguish a real change from a re-report, restatement or syndicated duplicate, and set a time window after which a re-report is no longer admissible as new.
Specify a short digest format that fits one screenUse a fixed structure — change, source, why it matters, suggested action — with length limits and an urgency marker so you can scan it in seconds.
Set deduplication instructions across sourcesTell the agent when two items are the same event, how to pick a representative source, and how to note cross-source coverage without listing each one.
Test and tighten against a sample weekRun your configuration against sample input, classify each output as correct, duplicate or irrelevant, and rewrite the rule that failed.
Document a brief anyone can runProduce a monitoring brief a colleague or replacement agent can execute without reinterpretation, with client-confidential identifiers kept out of unapproved connections.

How it works

A tutor that meets you where you are

  1. Lessons that adapt to your levelEach lesson is written for intermediate professionals and adjusts as you progress, so later lessons meet you where you are.
  2. Ask your AI tutor anythingType or speak questions to an AI tutor that knows the course material and can work through your own project examples with you.
  3. Quizzes and flashcards per lessonEvery lesson has tied quizzes and flashcards so you can check your understanding of relevance criteria, deduplication rules and digest formatting before moving on.
  4. Progress tracking and a certificateTrack your progress through the six lessons and receive a certificate of completion when you finish.

Curriculum

The curriculum

Six lessons across three modules take you from a vague monitoring need to a documented brief a colleague or replacement agent can run. You'll work with examples from your own project throughout.

Module 1Define What Matters2 lessons

  1. 1Turn a Vague Monitoring Need Into a Written Brief
    • Describe the gap between a monitoring need and an instruction an agent can execute
    • Write a one-paragraph monitoring purpose statement tied to a named project decision or deliverable
    • List the client-confidential identifiers that must not enter unapproved monitoring connections
  2. 2Write Relevance Criteria Anchored to Project Decisions
    • Map each monitored topic to a specific project decision or deliverable it informs
    • Write relevance criteria as testable yes/no conditions an agent can apply
    • Spot and rewrite relevance criteria that are too broad and would admit noise

Module 2Define What Counts as New2 lessons

  1. 3Write a 'What Counts as New' Rule
    • Classify a sample monitoring item as event, re-report, restatement or syndicated duplicate
    • Write a 'what counts as new' rule an agent can apply to decide whether to include an item
    • Choose a time window after which a re-report of an earlier event becomes inadmissible as 'new'
  2. 4Set Deduplication Instructions Across Sources
    • Write deduplication instructions that tell the agent when two items are the same event
    • Specify how the agent should pick a single representative source among duplicates
    • Define how the digest should note that an item appeared across multiple sources without listing each one

Module 3Format, Test and Hand Off2 lessons

  1. 5Design a Short Digest Format That Fits One Screen
    • Specify a fixed digest structure with the four required fields: change, source, why it matters, suggested action
    • Set length limits so the digest fits one screen and each entry is scannable
    • Define an urgency marker that separates items requiring action today from items for awareness
  2. 6Test, Tighten and Document the Monitoring Configuration
    • Run the monitoring configuration against a sample week of input and classify each output as correct, duplicate or irrelevant
    • Identify which rule failed for each incorrect output and rewrite it to close the gap
    • Produce a documented monitoring brief that a colleague or replacement agent can run without reinterpretation

Who it’s for

Made for you if…

Made for: Consultants, project leads, managers and professionals who turn information into plans, decisions and client work

A consultant who gets a morning digest of the same press release from five sources

You want the one real change surfaced, not the five copies, and you want it tied to the client decision it affects.

A project lead who has stopped reading monitoring updates

You know you'll miss the one thing that matters, so you want a digest short enough to scan and structured enough to act on.

A manager handing monitoring off to a colleague or another agent

You need a written brief with explicit rules so the next person can run it without guessing what you meant.

Questions

Good to know

Do I need experience with AI assistants before taking this course?

Yes. You should have experience giving written instructions to an AI assistant for a work task, and you should have a current project or engagement where you already receive or would benefit from a regular monitoring update.

Does this course cover setting up data sources, feeds or API integrations?

No. This course focuses on configuring what your monitoring agent reports — relevance criteria, deduplication rules and digest format. It does not cover building software, retrieval pipelines or integrations.

Will I work on my own project or a generic example?

You'll work with examples from your own project. The course follows a sample service-improvement project as a reference, with room to substitute a comparable assignment from your role.

Does the course address keeping client-confidential information out of monitoring?

Yes. One lesson covers listing the client-confidential identifiers that must not enter unapproved monitoring connections.

How long does the course take?

The course is estimated at two hours of focused work across six lessons.

Enroll in Make Project Monitoring Report Real Changes, Not Duplicates

$47

One payment · lifetime access

  • Six self-paced lessons with an AI tutor you can ask anything
  • Lessons that adapt to your level as you progress
  • Quizzes and flashcards tied to each lesson
  • Progress tracking and a certificate of completion
  • Work through your own project examples

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Refunds: Full refund if you ask before you open your first lesson. Once you’ve started, purchases aren’t refundable, except where the law gives you that right.

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