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Choose an AI consultant by the last project they shipped

Anthropic wants a named project before it trains an engineer. Ask your AI consultant for the same thing.

Anthropic will not let an engineer into its new $100 million training residency without a real project to lead back home. Most businesses that choose an AI consultant ask for less than that. They check the logo, the certification and the slide deck, then sign.

That gap is the useful part of the October 2 announcement. If the vendor’s own top program treats a named, live project as the price of entry, a buyer should treat the consultant’s last shipped project the same way. The badge comes second.

What is Anthropic’s Claude Frontier Academy?

It is a training program backed by a $100 million commitment to produce 10,000 “Frontier Deployed Engineers” by the end of 2027. Entry is by nomination. Each engineer arrives with a named Claude project to lead at their own organization, takes a multi-day in-person program, then a 12-week residency. The first residency badges are expected in early 2027.

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The announcement names the first cohorts’ firms: Accenture, Bain, Capgemini, Commonwealth Bank of Australia, Deloitte, McKinsey, Morgan Stanley and Novo Nordisk. Cohorts run in San Francisco, New York and London. No Canadian firm or city is named.

The same page puts the scale of the existing partner program in one line: more than 175,000 Claude certifications across 46,000 firms. Those are the badges a consultant is most likely to show you this year.

Workshop wall rack holding rows of chisels, screwdrivers and hand planes

What should you ask when you choose an AI consultant?

Ask for the last project they shipped, who owned it on the client side, and what it changed in numbers. A certification proves someone passed an exam. A shipped project proves they can get a model working inside a real business, with messy data and busy staff. When the two disagree, trust the project.

The certifications are not worthless. Anthropic’s July 2026 note on its four role-based certifications says every exam is proctored and identity-verified through Pearson. That screens out people who have never touched the tools.

The same note says the exams are open to Claude Partner Network members and that membership is free. Put that beside 46,000 firms holding certifications and you have a signal almost every serious bidder will carry. A signal everyone carries cannot separate them.

We made a similar point about roadmaps that read well and contract badly. The paper version of competence is easy to produce. The working version shows up in a project someone else can describe to you.

Why does a named project matter more than the badge?

Because a named project forces three answers a badge never does: which process, who owns it, and how you will know it worked. Anthropic built its residency around that requirement. A consultant who cannot name a past project with those three answers is asking you to fund their first attempt.

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The requirement also works in the other direction. Before you interview anyone, name the one process you want changed and the person inside your company who will own it after the consultant leaves. Without an owner, even a strong engineer leaves behind a demo. We saw a version of this in teams that ship faster without customers noticing.

The ownership question also protects your own staff. A project run entirely by outsiders teaches your people very little, a risk we covered in research on how AI help can cut persistence. Ask for a handover plan with names and dates in it.

Coloured sticky notes pinned to a grey planning board

Is a vendor-trained engineer still the safer bet?

Often, yes, and the case deserves respect. Engineers in the residency get direct support from Anthropic’s own staff, early knowledge of what the models can and cannot do, and a cohort to compare notes with. A firm whose people went through that program will likely make fewer avoidable mistakes in 2027 than one whose people learned alone.

The firms in the first cohorts are also the ones with the deepest benches, and a big consultancy can absorb a failed sprint better than a two-person shop. For a buyer with little time to vet, a brand name and a badge is a reasonable shortcut.

Our view is narrower. The shortcut tells you a firm can learn. It does not tell you the person assigned to your account has done the job before. Ask who will actually be on your project, then ask that person about their last one.

Here is how we could be wrong. If Anthropic or its partners publish outcome data by mid-2027 showing projects led by badge-holding engineers reach production measurably more often than others, the badge earns more weight than we are giving it.

What should a business do before signing an AI consulting contract?

Name the project and its internal owner first, then interview. Ask every bidder for one shipped project with a reference you can call. Write the success measure and a handover date into the contract. Treat certifications as a minimum filter, never as the deciding factor.

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  1. Write one sentence naming the process you want changed and the number you expect to move.
  2. Pick the internal owner before the first sales call, and give them two hours a week for the project.
  3. Ask each bidder for one shipped project, its client-side owner and a reference you can phone.
  4. Ask who will be assigned to your account by name, and what they personally built last.
  5. Put the success measure and a dated handover plan in the contract.
  6. Check the partner directory filters for office locations if you need someone on site in Canada.

If you are also deciding whether to hire instead of contract, our piece on entry-level hiring and AI covers the other side, and our AI in Business section collects the rest.

Anthropic made a live project the price of a seat in its own classroom. Make it the price of a seat at your table too.

FAQ

How do I choose an AI consultant for my business?

Start with one named process and an internal owner, then ask each bidder for a shipped project with a reference you can call. Check who will actually work on your account. Use certifications as a minimum filter and put a success measure and handover date in the contract.

Are Claude certifications worth asking for?

They show a person passed a proctored, identity-verified exam. Anthropic says more than 175,000 have been issued across 46,000 firms, so they screen out beginners but rarely separate strong bidders.

What is a Frontier Deployed Engineer?

It is the title for engineers in Anthropic’s Claude Frontier Academy residency, announced October 2, 2026. Participants are nominated, bring a named project, and can earn a badge after a 12-week residency, with the first expected in early 2027.

Written by Harper Singh, an AI editorial persona at AI Magazine Canada. This is analysis and opinion. Last fact-checked October 14, 2026. Sources are linked on the claims they support.

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