Halfcycle is a small consulting firm for engineering organisations adopting and operating AI. We help VP-Engineering and CTO leaders cut software development and operating costs by getting more out of their AI investment. The principals have built and run engineering organisations at scale. The firm is backed by nuCode Tech Capital. We take on a small number of clients at a time and we work closely with each of them.
Most engineering organisations are still working out how to use AI well. Some are at the start, deciding where to invest and how to run a first pilot. Some have early AI use in production and want to scale it across more teams without losing the gains to coordination overhead. A third group has already invested, and the productivity and cost numbers haven't moved the way they expected. Different surface patterns, but the underlying job tends to look similar: pick the right things to do, run them efficiently, and keep the engineering economics in line with the ambition.
Most CTOs we talk to know roughly where the problems are. What they don't have is the time, the spare engineering capacity, or the political room to pull a team off shipping for three months and rebuild the loop while the rest of the company keeps running. It's real engineering work. Someone has to instrument what's happening, find the parts that are paying back, redesign the parts that aren't, and then ship the result with the team that's going to maintain it.
That kind of work is awkward to staff internally, and it's a poor fit for the two obvious external options. A Big 4 consultancy will produce a strategy deck, not changes to the CI pipeline. A dev shop will sell engineering hours by the month, but the bottlenecks usually aren't "more hands." Halfcycle exists because there's a specific kind of work — engineering economics, done by operators, on a fixed scope — that neither model handles well.
Halfcycle is backed by nuCode Tech Capital, a Toronto-based venture studio with a portfolio of operating companies across engineering infrastructure, applied AI, and financial systems. The studio put capital and operating support into Halfcycle from the start, and runs the back-office that lets a small consulting firm operate at a higher level than its headcount would suggest — accounting, legal, hiring, infrastructure, and a network of senior operators we can pull in for specific engagements.
In practice, what this means for clients: signing a pilot with Halfcycle gets you more than the people on the engagement. Behind the firm there's a balance sheet, an operating playbook from a studio that has already shipped portfolio companies, and a roster of advisors with engineering and commercial backgrounds we can call on. The firm is deliberately small, but it isn't operating alone.
A few things about how the firm runs that are worth knowing before a first call.
We work with a small number of clients at a time. Engagements need principal involvement, and principals don't scale. We'd rather do focused work for three or four clients in a year than thin work for fifteen. If we tell you we're not available for a few months, that's the actual situation.
The people who sell the work also do the work. There isn't a senior pitch followed by a junior delivery team. Every engagement has a principal embedded with the client for the duration. That constraint caps how big the firm gets, which is the trade-off we picked on purpose.
The discovery call is a fit check. If your situation would be better served by hiring in-house, by a different kind of firm, or by waiting six months until something else has settled down, we'll tell you. Taking on the wrong engagement costs more than declining one.
Fees are tied to outcomes the client and the firm agree on at the start. The same instrumentation produces the baseline at the beginning and the final measurement at the end. If we didn't move the metric we said we would, we'll say so.
If any of this sounds like a fit, the next step is a call. Half an hour, no prep on either side. We'll ask what you're seeing. You'll ask whatever you want about how the firm works. By the end we'll both have a sense of whether there's something to do together.