[ LOGS // INDEX ]

Field notes on AI, funding, and the work

Engineering write-ups from inside real adoption projects — funding mechanics, ROI calls, and architecture decisions, written for owners who have to make them.

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★ FEATURED — LOG_04 / FUNDING

What BDC LIFT actually pays for, and what unlocks the 2.25% rate

A plain look at the LIFT loan: which costs are eligible, what actually unlocks the 2.25% rate, and the BDC plan every AI application has to clear first.

MAY 2026 3 MIN READ READ →

// ALL ENTRIES

LOG_01 / ADOPTION 3 min

The $30/month question: when a ChatGPT subscription is genuinely enough

Sometimes the honest answer to 'should we hire you?' is no. Here's the line between work a subscription handles and work that needs a built system — and how to tell which side you're on.

Jul 2026 READ →
LOG_02 / ADOPTION 3 min

Quoting automation: why it's usually the first thing we build

In LOG_02 we ranked quoting as the top ROI use case for Ontario SMBs. This is the longer answer: the math, what the build actually looks like, and where it goes wrong.

Jul 2026 READ →
LOG_03 / FUNDING 3 min

CDAP is gone. Here's what an Ontario SMB can actually apply for in 2026

Owners still search for CDAP every day. It's closed, permanently. Here's the current map: what replaced it federally, what Ontario runs provincially, and which door fits which project.

Jul 2026 READ →
LOG_04 / FUNDING 3 min

What BDC LIFT actually pays for, and what unlocks the 2.25% rate

A plain look at the LIFT loan: which costs are eligible, what actually unlocks the 2.25% rate, and the BDC plan every AI application has to clear first.

May 2026 READ →
LOG_05 / ADOPTION 2 min

Where AI pays off first in an Ontario SMB, and where it quietly doesn't

We ranked the use cases we see most: quoting, intake, maintenance, back office. The ROI order surprises most owners.

Apr 2026 READ →
LOG_06 / ARCHITECTURE 2 min

Data sovereignty for small business: when your models shouldn't leave Canada

Self-hosted and Canadian-hosted options, what they cost, and how to decide before you sign anything.

Mar 2026 READ →