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CCAO-FLessons

CCAO-F · Workflow Integration and Solution Design

Prototype fast and know when to escalate to developers

⏱ 3 min readDraft

The people team at an agency wants to replace the endless welcome email with an interactive checklist for new hires. The team lead proposes spending a month writing a complete specification before showing anything. A colleague proposes the opposite: build it and send it straight to the thirty new hires starting next month. Meanwhile, four people who joined this week have offered to try anything.

Neither plan uses the best thing Claude offers: making a first version in minutes.

First, a version people can touch

With Claude, someone with no technical background can build a working prototype: a checklist, a calculator, a simple dashboard, an interactive template. It often comes out as an artifact, the panel where Claude shows standalone content that can be viewed, used and adjusted.

The value of a prototype is not that it is complete, but that someone can use it and say what is missing. The cycle is short:

  1. Build a minimal version that solves the most common case.
  2. Test it with a few real users, the ones who will actually use it.
  3. Collect their user feedback: what they did not understand, what they looked for and did not find, what is unnecessary.
  4. Adjust with Claude on that same version and test again.

Each round is an iteration. Three iterations with four users teach more than a month of specification, and much more than asking Claude “what will new hires dislike”: a prediction does not replace a test.

How far the prototype goes

One day the prototype works too well. A marketing associate built a lead-scoring calculator: sales reps paste in the details and get a score with the reasons. After a month, reps say it saves them time. Now the director wants every new lead scored automatically as it enters the CRM, the score saved to the record and an alert sent to the rep.

That is no longer a bigger prototype: it is an integration with a company system, with automatic data writes and alerts. It belongs to the people who develop and integrate systems, not to someone who uses Claude as a productivity tool.

Signal What it means
Connecting to an internal system (CRM, ERP, customer database) and writing to it Escalate to development
Running on its own, without anyone triggering it, for hundreds of cases Escalate to development or architecture
Adjusting the text, rules or format of what already exists You keep iterating on it

Escalating well

To escalate is not to throw the problem over the wall. What helps the technical team most is what you have already tested:

  • the prototype that works;
  • the rules it uses (for example, the scoring criteria);
  • the usage results: how many people, how much time they saved, what failed.

With that, development starts from validated requirements instead of an idea.

The typical traps

  • Writing the perfect specification before anyone sees anything.
  • Launching to everyone at once without a small test.
  • Asking Claude to guess the complaints instead of asking users.
  • Stretching the artifact until it “connects by itself” to the system.
  • Saying that what the director wants is impossible.
  • Solving it with manual work: having each rep paste every new lead by hand.

On the exam

If there are users available to test, the answer is a quick version tested with them and refined from what they say. If the request involves connecting to systems, writing data or automating at scale, the answer is to escalate to developers or architects with the prototype, the rules and the results. Rule out paralysis, the mass launch, prediction instead of testing and “I’ll do it anyway” outside the role.

Quick question

A practice exam question on this domain. It counts towards your progress.

The people team at a marketing agency wants to replace a long onboarding email with an interactive checklist that new hires can tick off during their first two weeks. They plan to build a first version with Claude as an artifact.

The team lead wants to spend a month writing a complete specification and covering every possible case before anyone sees it. A colleague suggests launching straight to all thirty new hires starting next month.

Four new hires joined this week and have offered to try anything the team puts together.

What is the most effective way to develop the checklist?

Practise this domain in a practice exam →