Chime’s engineers were moving faster. The company had to catch up.
CXO.dev helped Chime’s leaders find the next constraint in AI-assisted development and redesign the path from idea to release.
AI accelerated individual work before the delivery system caught up.
“We’ve had these tools for a year, and we’re not moving significantly faster, and the company hasn’t transformed. That’s why you’re here.”
Four connected moves, aimed at the full delivery system.
- 01Find the real delivery constraint
- 02Choose a consequential AI workflow
- 03Design Chime-owned guardrails
- 04Reshape teams around the new flow
The delay had moved outside the code editor.
Chime’s engineers were already using ChatGPT and Cursor, and AI-assisted pull requests were moving faster. The company still wasn’t shipping meaningfully faster.
The remaining delay lived outside the code editor: choosing the problem, turning it into a plan, assembling evidence, reviewing risk, and securing approval. Accelerating one step only sent work into the next queue sooner.
Chime’s operating model was built for a time when code was scarce. AI changed that, so the work around the code became the part to redesign.
Redesign the path from idea to production.
CXO.dev worked with Chime’s product, design, and engineering leaders to replace an adoption goal with a delivery goal: shorten the time from idea to production and get more useful products to customers.
That choice narrowed the job of Archimedes, Chime’s internal software factory. Chime could buy general coding ability off the shelf and spend its own effort where its context mattered: tests, evidence, permissions, risk classes, and release gates.
The first test was Chime Time, a bug workflow. A shake-to-report gesture captures the interaction, routes the bug, gives Archimedes a chance to fix it, runs the checks, and opens a tested change. People step in for judgment calls and exceptions instead of every routine handoff.
A focused job for AI, and a plan with owners.
Chime left the work with a shared diagnosis, a focused role for Archimedes, and a 90-day operating plan with named executive owners. The goal shifted from producing more code to speeding up the whole path from idea to release.
- Archimedes was refocused on Chime-specific verification and workflow instead of becoming another general-purpose coding agent.
- Chime Time launched in select repositories with a path from bug report to tested change.
- Product, design, and engineering moved toward smaller builder squads led by hands-on technical managers.
- The team shortened PRD writing. The work before the PRD is the next target.
What the team says
“The bottleneck for us is not going to be the technology. It’s going to be organizational inertia.”
“If the choice is between speed or efficiency, I’ll pick speed all day long. I don’t want to help the same number of people more efficiently. I want to help way more people.”