Back to the course
JDCS
The workbook

Your private AI workbook.

About an hour with a coffee and a list of the tools your team uses. Fill it in rather than read it. By the end you'll have an inventory of what leaves the building today, your own red, amber and green classification, the obligations that apply to you, a first project worth doing, and the cloud versus private sum run at your actual seat count. Type straight into the boxes and save as a PDF, or print it for a team session.

The short version. Which plan you are on decides what happens to your data: consumer tiers and enterprise tiers are different contracts, and a court in another country can override a vendor's commitments regardless. Residency is storage location; sovereignty is which country's laws can compel access. APP 1.7 commences 10 December 2026 (disclose the kinds of personal information used in significant automated decisions and the kinds of decisions made). The small business exemption has not been removed. Below about 30 seats, on-premise generally loses on cost, so buy it for confidentiality, unmetered use and a bill that doesn't move. Aim for a hybrid: red stays in, amber goes out de-identified, green is cost-routed, with one gateway enforcing it. General information, not legal advice.
1What leaves the building today

List every AI tool anyone in the business touches, including personal accounts used for work. For each, the plan tier is the thing that matters most. If you don't know, write "unknown" and go and find out, because that answer is itself a finding.

ToolPlan tierWho paysWhat goes into it
2Classify your information: red, amber, green

Use your own document names, not generic categories. Red never leaves the network. Amber can go to a cloud model once identifying details are stripped, and the fact it went is logged. Green is fine in the cloud and routed on cost. Do this with the people who actually handle the files.

TierWhich of our documents (name them)Where it may be processed
Red
Amber
Green
3Your obligations checklist

Tick what applies to your business, then note who is going to confirm it. General information only: your own adviser or professional body has the last word on every line of this.

4Your first-project brief

One clearly scoped job beats a plan to "sort out AI". Transcription is usually the best first project: fastest visible win, strongest privacy story. Classification and routing has the best economics. Keep long agentic chains on a frontier model.

5Cloud or private: your decision page

Fill in your own numbers next to the reference points. The reference column is the modelled annual cost at three team sizes, including hardware amortised and an allowance for administration. Below about 30 seats, private generally loses on cost alone, so the deciding factors become confidentiality, unmetered use and a bill that doesn't move.

Team sizeSaaS per seatAPI usageOn-premise
Reference: 10 people$5,400$4,435$7,700 (loses)
Reference: 30 people$16,200$13,306$14,050 (a tie)
Reference: 100 people$54,000$44,352$28,757 (wins)
Our team size:
The costs that get forgotten. Put a number on each.
Maintenance: 5 to 10 hours a month, at our rate, per year
Who does that maintenance, by name
UPS, circuit capacity and where the machine physically lives
Backups of the things that aren't re-downloadable (fine-tunes, embeddings, vector database, prompts)
Who fixes it at 2am, and what the fallback is

If the verdict is "keep the cloud tool we have, configured properly", that is a legitimate result and it costs nothing. Remember you can pilot in the cloud and move later: every serious local stack exposes an OpenAI-compatible endpoint, so migrating is a base URL change rather than a rewrite.

Stuck on a line, or want a second opinion before you spend anything? The first conversation with JDCS is free, and you keep the thinking either way. jdcs.au/contact

JDCS — James Durkin Consulting Services · jdcs.au · 0418 858 937

Finished it?

Do something with it.

Use Save as PDF up top to keep a copy. Or send it to me for a free second opinion, and I'll email a copy of your answers to your inbox as well.

Sends your answers to James and a copy to you. No spam, and your details aren't shared.