AI cost and usage limits — Knowledge data 2026 | Stack Overflow Developer Survey

Developer Survey 2026

Question

Has cost or usage limits ever changed how you personally use AI tools at work?

multi select
Optional
v2026.1

Data

	Respondents	Percent
Yes, I personally monitor my own use	337	32.6%
Yes, I choose cheaper models when possible	261	25.3%
Yes, usage is metered to manage costs	246	23.8%
No, cost/limits have not affected my usage	231	22.4%
I have not encountered cost or usage limits	213	20.6%
Yes, I am more selective about tasks	171	16.6%
My company/team has increased budget for AI	132	12.8%
Not sure	117	11.3%
Yes, my company/team has switched models/vendors that are more affordable	71	6.9%
Yes, I choose faster models even when they cost more	51	4.9%

Use this data

Citation

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

Stack Exchange Inc. (2026). “AI cost and usage limits”. Stack Overflow Developer Survey 2026. Licensed under ODbL 1.0. https://survey.stackoverflow.co/2026/knowledge/data/ai-cost

JSON

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

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    {
      "response": "Yes, I personally monitor my own use",
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      "pct": 0.326
    },
    {
      "response": "Yes, I choose cheaper models when possible",
      "count": 261,
      "pct": 0.253
    },
    {
      "response": "Yes, usage is metered to manage costs",
      "count": 246,
      "pct": 0.238
    },
    {
      "response": "No, cost/limits have not affected my usage",
      "count": 231,
      "pct": 0.224
    },
    {
      "response": "I have not encountered cost or usage limits",
      "count": 213,
      "pct": 0.206
    },
    {
      "response": "Yes, I am more selective about tasks",
      "count": 171,
      "pct": 0.166
    },
    {
      "response": "My company/team has increased budget for AI",
      "count": 132,
      "pct": 0.128
    },
    {
      "response": "Not sure",
      "count": 117,
      "pct": 0.113
    },
    {
      "response": "Yes, my company/team has switched models/vendors that are more affordable",
      "count": 71,
      "pct": 0.069
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Markdown

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

|  | Respondents | Percent |
| --- | ---: | ---: |
| Yes, I personally monitor my own use | 337 | 32.6% |
| Yes, I choose cheaper models when possible | 261 | 25.3% |
| Yes, usage is metered to manage costs | 246 | 23.8% |
| No, cost/limits have not affected my usage | 231 | 22.4% |
| I have not encountered cost or usage limits | 213 | 20.6% |
| Yes, I am more selective about tasks | 171 | 16.6% |
| My company/team has increased budget for AI | 132 | 12.8% |
| Not sure | 117 | 11.3% |
| Yes, my company/team has switched models/vendors that are more affordable | 71 | 6.9% |
| Yes, I choose faster models even when they cost more | 51 | 4.9% |

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