AI & Machine Learning Firms Case Studies

6 AI & Machine Learning Firms tax and accounting engagements in full — what the client came to us with, what we did, and what it was worth. Each one is specific to ai & machine learning firms work, not a general example.

Case Study 1 · CRA review defended

Audit Defence Closed In 4 Weeks, $77,000 Cleared — Digital Product Agency, Calgary

Client: A digital product agency  ·  Where: Calgary, Alberta  ·  Engagement: 4 weeks, fixed fee

Proposed tax cleared$77,000
Review duration4 weeks
OutcomeNo change

The situation

A digital product agency in Calgary, Alberta was selected for review after seasonal revenue reported without matching the costs that produced it showed up in the CRA's automated matching. The proposed adjustment on ai & machine learning firms accounting and tax came to $77,000.

What we did

We reviewed every sector-specific deduction against the current rules and claimed the ones that had been missed. Every figure in the response traced to a source record the auditor could verify without asking a second question.

The result

The review closed with no change. $77,000 of proposed tax came off the table, and the documentation now in place makes the next review a short one.

Case Study 2 · Objection and relief

$44,000 Of Penalties And Interest Cancelled On Relief — Data Analytics Consultancy, Moncton

Client: A data analytics consultancy  ·  Where: Moncton, New Brunswick  ·  Engagement: 9 weeks, fixed fee

Penalties and interest cancelled$44,000
Relief groundsAccepted
AssessmentAdjusted to filed position

The situation

An assessment of $44,000 landed at a data analytics consultancy in Moncton, New Brunswick following a desk review. The auditor had not seen the records behind industry-specific reporting obligations nobody had flagged.

What we did

We rebuilt the chart of accounts around how a ai & machine learning firms business actually earns and spends, then set out the legislative basis for the position alongside the documents supporting it.

The result

$44,000 of penalties and interest was cancelled under the taxpayer relief provisions, and the underlying assessment was adjusted to match the filed position.

Case Study 3 · Scaling without breaking

Second-Province Expansion Handled, $47,000 Of Cash Released — B2B SaaS Company, Brampton

Client: A B2B SaaS company  ·  Where: Brampton, Ontario  ·  Engagement: 11 weeks, fixed fee

Cash released$47,000
New registrationsComplete on day one
Compliance gapsNone

The situation

Revenue at a B2B SaaS company in Brampton, Ontario was up sharply and cash was tighter than ever. Underneath it sat equipment and asset classes assigned by guesswork rather than the CCA schedule.

What we did

We reassigned the asset classes on the CCA schedule and corrected the opening balances. Every new obligation — registration, remittance frequency, provincial filing — was set up before it was triggered, not after.

The result

$47,000 of cash was released from the working capital cycle, and the expansion completed with every registration and filing obligation covered from day one.

Case Study 4 · Structure rebuilt

Corporate Structure Rebuilt For $34,500 Of Annual Savings — Hardware Startup, Hamilton

Client: A hardware startup  ·  Where: Hamilton, Ontario  ·  Engagement: 6 weeks, fixed fee

Saving per year$34,500
DocumentationComplete
Transfer basisRollover

The situation

The structure at a hardware startup in Hamilton, Ontario had been set up years earlier for a business that no longer existed, and a chart of accounts that told the owner nothing about ai & machine learning firms margin had become expensive.

What we did

We aligned the reporting calendar with the sector’s own seasonal cycle rather than a generic year-end. The reorganisation used the rollover provisions rather than a taxable transfer, so no tax fell due on the restructuring itself.

The result

$34,500 of annual saving, achieved on a tax-deferred basis. The minute book, elections and valuations are all in the file.

Case Study 5 · Planning that cut the bill

$58,000 Saved By Correcting What Prior Filings Had Missed — Custom Software Development Shop, Vancouver

Client: A custom software development shop  ·  Where: Vancouver, British Columbia  ·  Engagement: 6 weeks, fixed fee

Saving identified$58,000
RecurringYes
Positions documentedAll

The situation

A custom software development shop in Vancouver, British Columbia asked for a second opinion on ai & machine learning firms accounting and tax after three years of rising tax. The review found sector deductions claimed on a general-business basis rather than the ai & machine learning firms rules.

What we did

We built the comparison first — current structure against two alternatives — and then documented the positions to the standard the CRA applies to this sector specifically.

The result

First-year saving of $58,000, with the same benefit recurring. Every position taken is documented and supported in the file.

Case Study 6 · Backlog brought current

Collections Halted And $43,000 Cut From A 6-Year Backlog — Cybersecurity Firm, Barrie

Client: A cybersecurity firm  ·  Where: Barrie, Ontario  ·  Engagement: 9 weeks, fixed fee

Balance reduced by$43,000
Backlog cleared6 years
CollectionsHalted

The situation

By the time a cybersecurity firm in Barrie, Ontario called, 6 years were outstanding and the CRA had assessed on estimates. Underneath it sat a previous accountant with no experience of this sector.

What we did

We reconstructed the records year by year and reviewed every sector-specific deduction against the current rules and claimed the ones that had been missed. Each filing replaced an arbitrary assessment with a real one.

The result

The account is current. Filing on real numbers rather than CRA estimates reduced the balance by $43,000, and a relief application addressed part of the accumulated interest.

Reviewed for the 2025 tax year by Udit Gupta, Certified Tax Accountant. Figures describe representative engagements of this type; outcomes depend on your own facts. Client names and identifying details are omitted for confidentiality.

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