Developer Latency Sensitivity & SLO Benchmarking Survey
Measures developer-perceived latency thresholds, tail-latency tolerance, and performance trade-off priorities by use case. Use it to benchmark acceptable response times, set data-informed SLOs and SLAs, and prioritize performance investments that align with what developers actually care about.
Sample questions
A preview of what’s in the template. Every question is editable before you launch.
Have you written, reviewed, or deployed code in a professional capacity in the last 30 days?
Which of the following languages or platforms did you actively use in the last 30 days? (Select all that apply)
Overall, how sensitive to latency are your primary workloads?
Over the last 30 days, what p95 latency have you typically observed for your primary endpoint?
If your median latency meets its target, how acceptable are occasional latency spikes?
For a latency-sensitive workload, rank the following priorities from most to least important.
We'd like to explore your latency trade-off decisions in a bit more depth. An AI moderator will ask you a couple of follow-up questions.
Which of the following best describes your current role?
Thank you for completing this survey! Your responses will be used in aggregate to help set better latency benchmarks and improve developer tooling experiences. If you have questions, please contact the research team.
Which of the following use cases are most relevant to your current work? (Select all that apply)
For user-facing requests, what do you consider an acceptable median (p50) latency?
What is your typical default timeout setting for external API or service calls?
When latency threatens your SLA or SLO, rank your top strategies in order of priority (drag to reorder).
In your experience, above what latency do interactive actions start to feel noticeably slow to users?
Based on your responses in this survey, please share any additional thoughts about acceptable latency, tail behavior, or how latency considerations shape your system designs.
How many years of professional software development experience do you have?
For user-facing requests, what do you consider an acceptable 95th-percentile (p95) latency?
What is the maximum acceptable end-to-end latency you would set for interactive UI actions (e.g., button clicks, navigation)?
Approximately how large is your organization?
How important is reducing tail latency (p95/p99) compared to reducing average latency for your workloads?
What is the maximum acceptable end-to-end latency you would set for synchronous API calls (e.g., REST/gRPC)?
In which region are you primarily located?
What is the maximum acceptable end-to-end latency you would set for batch or background jobs?
What’s included
AI follow-ups
Adaptive probes on open-ended answers that pull out detail a static form would miss.
Attention checks
Built-in safeguards against rushed answers and low-quality respondents.
AI-drafted copy
Wording, ordering, and branching written by the AI — tuned to your research goal.
Auto report
Themes, quotes, and a plain-English summary write themselves once responses come in.
Ready to launch?
Open this template in the editor. Every part is yours to change before the first respondent sees it.