HireRoad killed an 18-month rewrite and let an AI-native reorg ship it in 15 weeks

When Jeff Fernandez joined HR-software company HireRoad as CEO in December, the portfolio company of private equity firm Strattam Capital had an 18-month plan to rewrite one of its oldest products from scratch, powered by a 30% surge in engineering headcount. In February, Fernandez came to the board with a radical alternative developed with his new CTO: redesign the engineering organization and individual job specs around AI-native daily practice. Strattam co-founder Bob Morse, writing on Crunchbase News, says the board debated, killed the old plan and took what he calls a frontier bet.

The change was hour-by-hour work, not tool access. New technology leadership trained the team on how to spend each day around AI tooling; sales leadership worked with engineers to put rapidly produced prototypes directly into clients' hands, shortening the user feedback loop; when users flagged bugs, the system logged them, wrote code to fix them, and presented the solution to a human in the loop for final judgment and publication; customer support built and communicated a high-confidence transition plan for users.

The rebuild finished in 15 weeks — a week ahead of the 16-week target Morse says he had never seen approached in 30 years as a software investor. As of his writing, the first 34 customers were migrated and live on the new platform with, he reports, glowing feedback, and the pacing for full migration and legacy decommissioning was on track. The team ended smaller and more senior, and the planned 30% headcount surge was freed to work on other HireRoad projects.

Morse frames the plateau his whole portfolio had hit: giving engineers Copilot and Claude Code delivered 10%, then 20%, then roughly 30% productivity gains — 'AI-sprinkled', in his words, not AI-enabled. Getting to multiples, he argues, takes organizational redesign, which he calls the third great management innovation of his PE career, after 1980s cost-structure surgery and the 2010s shift to SaaS — and it does not happen without CEO and board endorsement.

Rebuild done in 15 weeks, a week early; 34 customers live on the new platform; the planned 30% hiring surge never needed.

Tool access alone plateaus: Copilot and Claude Code topped out near 30% gains until the organization itself was redesigned.

Job specs changed what people do all day — AI drafts, humans judge — so the speed came from delegation and shorter loops, not typing faster.

Putting prototypes in clients' hands collapsed the feedback gate that normally stretches a rewrite across years.

CEO and board endorsement killed the incumbent 18-month plan, which Morse says is the step most established companies never take.

AI tool access buys percentage gains; multiples come from changing what people do all day. The 30% plateau is the trap — team structure, job specs and feedback loops are the real unit of AI adoption.

As of the August 2026 article, the remaining customer migrations and the decommissioning of the legacy platform were on track to finish in calendar 2026, and HireRoad was rolling the AI-native practices out across its other product lines with a smaller, more senior team. Morse pitches the pattern to the roughly 10,000 privately held US software companies he says face the same slow starvation if they keep working the old way.