ROI: what outcomes should we expect?
Cosine delivers measurable productivity gains for engineering teams, with faster delivery cycles, reduced backlog, and higher test coverage. By automating repetitive coding tasks, Cosine helps teams focus on high-value work and ship more reliably.
Key impact metrics
Section titled “Key impact metrics”Faster delivery cycles
Section titled “Faster delivery cycles”Teams using Cosine typically see a 20–40% reduction in cycle time, thanks to automated task completion and PR generation. Routine engineering work — bug fixes, test creation, dependency updates — happens in parallel, freeing developers to focus on innovation.
Backlog reduction
Section titled “Backlog reduction”Cosine can autonomously resolve 30–40% of backlogged issues that otherwise would remain untouched. It takes tasks directly from Jira, GitHub, or Linear, producing validated PRs that pass CI/CD checks.
Increased PR throughput
Section titled “Increased PR throughput”Customers report significant gains in output:
- One enterprise customer cleared a multi-hundred-ticket backlog in under an hour using Cosine’s parallel tasking.
- Cosine’s own engineering team has merged 1,900+ PRs since June using the platform internally.
Improved test coverage and quality
Section titled “Improved test coverage and quality”By automatically generating unit and integration tests, Cosine improves coverage and reduces regressions. Its validation loop catches bugs earlier, reducing mean time to resolution (MTTR).
Financial and productivity ROI
Section titled “Financial and productivity ROI”| Metric | Before Cosine | After Cosine | Improvement |
|---|---|---|---|
| PRs merged per month | 100 | 160 | +60% |
| Mean time to merge (MTTM) | 3.5 days | 2.0 days | -43% |
| Unresolved backlog items | 1,000+ | <600 | -40% |
| Test coverage | 55% | 75% | +20 pts |
Representative metrics from customer pilots and internal use.
Strategic outcomes
Section titled “Strategic outcomes”- Higher engineering velocity: Teams can deliver more features per quarter without increasing headcount.
- Reduced operational debt: Backlogs shrink, documentation improves, and refactors happen proactively.
- Better morale and retention: Engineers spend less time on repetitive work and more on impactful problems.
Real-world example
Section titled “Real-world example”A financial institution used Cosine to automate a major cloud migration. The project, originally scoped for four weeks, was completed in two — with improved code quality and zero regression bugs post-merge.