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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.

24 questions · ~4 min
Q01
Long Text

Welcome, and thank you for your interest in this survey on developer latency experiences. This survey takes approximately 5–7 minutes. Your participation is entirely voluntary, and you may stop at any time. There are no right or wrong answers — we are interested in your honest opinions and real-world experiences from the last 30 days. All responses are confidential, will be anonymized, and reported only in aggregate for internal research purposes.

Q02
Multiple Choice

Have you written, reviewed, or deployed code in a professional capacity in the last 30 days?

Q03
Multiple Choice

Which of the following languages or platforms did you actively use in the last 30 days? (Select all that apply)

Q04
Long Text

Overall, how sensitive to latency are your primary workloads?

Q05
Long Text

Over the last 30 days, what p95 latency have you typically observed for your primary endpoint?

Q06
Long Text

If your median latency meets its target, how acceptable are occasional latency spikes?

Q07
Long Text

For a latency-sensitive workload, rank the following priorities from most to least important.

Q08
AI Interview

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.

Q09
Multiple Choice

Which of the following best describes your current role?

Q10
Long Text

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.

Q11
Multiple Choice

Which of the following use cases are most relevant to your current work? (Select all that apply)

Q12
Long Text

For user-facing requests, what do you consider an acceptable median (p50) latency?

Q13
Long Text

What is your typical default timeout setting for external API or service calls?

Q14
Long Text

When latency threatens your SLA or SLO, rank your top strategies in order of priority (drag to reorder).

Q15
Long Text

In your experience, above what latency do interactive actions start to feel noticeably slow to users?

Q16
Long Text

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.

Q17
Long Text

How many years of professional software development experience do you have?

Q18
Long Text

For user-facing requests, what do you consider an acceptable 95th-percentile (p95) latency?

Q19
Long Text

What is the maximum acceptable end-to-end latency you would set for interactive UI actions (e.g., button clicks, navigation)?

Q20
Long Text

Approximately how large is your organization?

Q21
Long Text

How important is reducing tail latency (p95/p99) compared to reducing average latency for your workloads?

Q22
Long Text

What is the maximum acceptable end-to-end latency you would set for synchronous API calls (e.g., REST/gRPC)?

Q23
Long Text

In which region are you primarily located?

Q24
Long Text

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.