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Stack Overflow Dev Survey 2026

Vetting new AI tools

Our analysis

Half of organizations have standardized on one or a few approved tools, while 30% are decentralized or actively experimenting. Only 4% are building internal tools/models.
Vetting new AI toolsAll Respondents · n = 12,637All RespondentsVetting new AI toolsA few approved tools33%Mostly one approved tool19%Teams choose their own17%Trying several before decidi…13%Not really using AI10%Not sure5%Building internally4%12,637Data licensed under Open Database License (ODbL) 1.0
All Respondents · n = 12,637
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Format

Question

Which of the following best describes how your organization currently approaches AI tools or models?
  • single select
  • Optional
  • v2026.1

Data

RespondentsPercent
We use a few approved tools or models4,13832.8%
We mostly use one approved tool or model2,34518.6%
Different teams choose their own tools or models2,18617.3%
We are trying multiple tools or models before deciding what to use longer-term1,57612.5%
We are not using AI tools or models in a meaningful way1,1979.5%
Not sure6495.1%
We are building internal tools or models5464.3%

Use this data

Response data is released under the ODbL 1.0, which asks that you attribute it.

Structured for code, with the question, the year and the source url alongside the numbers.

A formatted table, ready to paste into a document, an issue or a prompt.

Spreadsheet

.csv is a plain text format which most spreadsheet software can open.