Case Studies

Real B2B teams. Real outcomes.

A few representative wins from the engineering, ops and startup teams we work with.

SaaS · 80 engineers

Engineering cycle time down 32%

Problem
Leadership had no clear view of where delivery was slowing down or how AI Copilot was actually being used across squads.
Solution
Rolled out the AI Copilot Developer Monitoring Platform across all engineering teams with weekly leadership reviews.
Result
Cycle time down 32%, stale PRs cut by 60%, Copilot acceptance up by 14% in the first quarter.

32%

Faster cycle time

E-commerce ops

80% of weekly ops reports automated

Problem
An ops team of 12 was spending 1.5 days per week pulling reports from 6 different tools.
Solution
We built a custom AI reporting platform that pulls, normalizes and summarizes data, with leadership-ready PDFs.
Result
80% of recurring reports now generated automatically. Saved ~60 hours/week and surfaced 3 process bottlenecks.

60h/wk

Time recovered

Series A startup

MVP shipped in 8 weeks, $1.2M ARR added

Problem
An early-stage AI startup needed a credible MVP for enterprise pilots before their next fundraise.
Solution
Embedded with the founders, we shipped a production MVP — auth, billing, dashboard, integrations — in 8 weeks.
Result
3 paid pilots signed in the first month, $1.2M ARR added before Series B close.

8 wks

MVP to revenue

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