Case Study
Nebula scaled AI usage cost-effectively
Nebula utilized Codebox's cost tracking tools to cut AI expenses for their engineering team.

"Before making the switch, our AI workflows were fragmented. Now everyone works from the same platform, and project delivery is consistently on schedule."

Matthew Collins
VP of Engineering
The Challenge
Modulus was spending over $4,700 a month on three different AI platforms. Each developer had their own favorite tool, and there was zero sharing happening. The engineering lead was totally in the dark about what was actually being used or why the bills kept climbing every month.
James on the challenge
I just realized we paid for the same AI features three times! No one communicated because everyone assumed someone else had it covered. It’s frustrating to see such poor communication in the team.
The Solution
Modulus moved their entire team onto Codebox in a single afternoon. Within 48 hours every developer was working from one shared workspace, switching between GPT, Claude, and Gemini without losing a single line of context.
James on the solution
The onboarding took less time than our weekly standup. By the next morning the whole team was in Codebox and nobody wanted to go back.
The Results
Monthly AI spend dropped from $4,700 to $2,800
3 separate tool subscriptions cancelled within a week
Average developer saved 8 hours per week on context switching
Team shipped their next feature release 11 days ahead of schedule
About
StackPilot builds modern developer infrastructure that simplifies AI workflows. Thousands of teams use it to increase productivity and accelerate software delivery.
Industry
Developer Tools
Company Size
28 employees
Founded
2024
Headquarters
San Francisco, California


