1# Codex use cases1# Codex use cases
2 2
3[Workflow](https://developers.openai.com/codex/use-cases?search=Workflow) [Knowledge Work](https://developers.openai.com/codex/use-cases?search=Knowledge+Work) [Analysis](https://developers.openai.com/codex/use-cases?search=Analysis)3[Workflow](https://developers.openai.com/codex/use-cases?search=Workflow) [Analysis](https://developers.openai.com/codex/use-cases?search=Analysis) [Knowledge Work](https://developers.openai.com/codex/use-cases?search=Knowledge+Work)
4 4
5## Collections5## Featured
6 6
7[ 7Start with the most common Codex workflows.
8 8
9## Production systems9[
10 10
11Use Codex to navigate real codebases, make controlled changes, codify repeatable work, and keep production quality high.](https://developers.openai.com/codex/use-cases/collections/production-systems)[ 11### Manage your inbox
12 12
13## Productivity and collaboration13Have Codex find the emails that matter and write the replies in your voice.
14 14
15Work with Codex to analyze data and complex source material, combine multiple apps and services, and turn insights into action.](https://developers.openai.com/codex/use-cases/collections/productivity-and-collaboration)[ 15Automation Integrations](https://developers.openai.com/codex/use-cases/manage-your-inbox)
16 16
17## Web development17[
18 18
19Turn design inputs into responsive UI, and iterate on the frontend with scoped changes and fast reviews.](https://developers.openai.com/codex/use-cases/collections/web-development)[ 19### Use your computer with Codex
20 20
21## Native development21Let Codex click, type, and navigate apps on your Mac.
22 22
23Build for iOS and macOS, refactor native UI, expose app actions, and verify your work with the right loop.](https://developers.openai.com/codex/use-cases/collections/native-development)[ 23Knowledge Work Workflow](https://developers.openai.com/codex/use-cases/use-your-computer-with-codex)
24 24
25## Game development25[
26 26
27Develop games with Codex, from the first playable loop to production quality.](https://developers.openai.com/codex/use-cases/collections/game-development)27### Follow a goal
28 28
29## Featured29Give Codex a durable objective for long-running work.
30 30
31Start with the most common Codex workflows.31Engineering Automation](https://developers.openai.com/codex/use-cases/follow-goals)
32 32
33[33## Collections
34 34
35### Codex code review for GitHub pull requests35[Productivity & Collaboration Coordinate work across apps, data, and teams.](https://developers.openai.com/codex/use-cases/collections/productivity-and-collaboration) [Web development Build responsive UI from designs and prompts.](https://developers.openai.com/codex/use-cases/collections/web-development) [Game development Prototype loops, UI, and gameplay faster.](https://developers.openai.com/codex/use-cases/collections/game-development) [Native development Build and debug iOS and macOS apps.](https://developers.openai.com/codex/use-cases/collections/native-development) [Production systems Navigate, refactor, and review real codebases.](https://developers.openai.com/codex/use-cases/collections/production-systems)
36 36
37Catch regressions and potential issues before human review.37## All use cases
38 38
39Integrations Workflow](https://developers.openai.com/codex/use-cases/github-code-reviews)[39Sort:Sort use casesRecommended
40 40
41### Build responsive front-end designs41[
42 42
43Turn screenshots and visual references into responsive UI with visual checks.43### Set up a teammate
44 44
45Front-end Design](https://developers.openai.com/codex/use-cases/frontend-designs)45Give Codex a durable view of your work so it can notice what changed.
46 46
47## All use cases47Automation Integrations](https://developers.openai.com/codex/use-cases/proactive-teammate)
48 48
49[49[
50 50
51### Add evals to your AI application51### Turn feedback into actions
52 52
53Use Codex to turn expected behavior into a Promptfoo eval suite.53Synthesize feedback from multiple sources into a reviewable artifact.
54 54
55Evaluation Quality](https://developers.openai.com/codex/use-cases/ai-app-evals)55Data Integrations](https://developers.openai.com/codex/use-cases/feedback-synthesis)
56 56
57[57[
58 58
59### Add iOS app intents59### Clean and prepare messy data
60 60
61Use Codex to make your app's actions and content available to Shortcuts, Siri, Spotlight...61Process tabular data without affecting the original.
62 62
63iOS Code](https://developers.openai.com/codex/use-cases/ios-app-intents)63Data Knowledge Work](https://developers.openai.com/codex/use-cases/clean-messy-data)
64 64
65[65[
66 66
67### Add Mac telemetry67### Query tabular data
68 68
69Use Codex to instrument one Mac feature with Logger, run the app, and verify the action from...69Ask a question about a CSV, spreadsheet, export, or data folder.
70 70
71macOS Code](https://developers.openai.com/codex/use-cases/macos-telemetry-logs)71Data Knowledge Work](https://developers.openai.com/codex/use-cases/analyze-data-export)
72 72
73[73[
74 74
75### Adopt liquid glass75### Review GitHub pull requests
76 76
77Use Codex to migrate an existing SwiftUI app to Liquid Glass with iOS 26 APIs and Xcode 26.77Catch regressions and potential issues before human review.
78 78
79iOS Code](https://developers.openai.com/codex/use-cases/ios-liquid-glass)79Integrations Workflow](https://developers.openai.com/codex/use-cases/github-code-reviews)
80 80
81[81[
82 82
83### Analyze datasets and ship reports83### Manage your inbox
84 84
85Turn messy data into clear analysis and visualizations.85Have Codex find the emails that matter and write the replies in your voice.
86 86
87Data Analysis](https://developers.openai.com/codex/use-cases/datasets-and-reports)87Automation Integrations](https://developers.openai.com/codex/use-cases/manage-your-inbox)
88 88
89[89[
90 90
91### Automate bug triage91### Build responsive front-end designs
92 92
93Turn daily bug reports into a prioritized list, then automate the sweep.93Turn screenshots and visual references into responsive UI with visual checks.
94 94
95Automation Quality](https://developers.openai.com/codex/use-cases/automation-bug-triage)95Front-end Design](https://developers.openai.com/codex/use-cases/frontend-designs)
96 96
97[97[
98 98
99### Bring your app to ChatGPT99### Understand large codebases
100 100
101Turn your use cases into focused apps for ChatGPT.101Trace request flows, map unfamiliar modules, and find the right files fast.
102 102
103Integrations Code](https://developers.openai.com/codex/use-cases/chatgpt-apps)103Engineering Analysis](https://developers.openai.com/codex/use-cases/codebase-onboarding)
104 104
105[105[
106 106
107### Build a Mac app shell107### Build a Mac app shell
108 108
110 110
111macOS Code](https://developers.openai.com/codex/use-cases/macos-sidebar-detail-inspector)111macOS Code](https://developers.openai.com/codex/use-cases/macos-sidebar-detail-inspector)
112 112
113[113[
114
115### Build for iOS
116
117Use Codex to scaffold, build, and debug SwiftUI apps for iPhone and iPad.
118
119iOS Code](https://developers.openai.com/codex/use-cases/native-ios-apps)
120
121[
122
123### Build for macOS
124
125Use Codex to scaffold, build, and debug native Mac apps with SwiftUI.
126 114
127macOS Code](https://developers.openai.com/codex/use-cases/native-macos-apps)115### Use your computer with Codex
128
129[
130
131### Build React Native apps with Expo
132 116
133Go from a mobile-app idea to a working Expo app with the dedicated plugin.117Let Codex click, type, and navigate apps on your Mac.
134 118
135Mobile Engineering](https://developers.openai.com/codex/use-cases/react-native-expo-apps)119Knowledge Work Workflow](https://developers.openai.com/codex/use-cases/use-your-computer-with-codex)
136 120
137[121[
138 122
139### Build responsive front-end designs123### Automate bug triage
140 124
141Turn screenshots and visual references into responsive UI with visual checks.125Turn daily bug reports into a prioritized list, then automate the sweep.
142 126
143Front-end Design](https://developers.openai.com/codex/use-cases/frontend-designs)127Automation Quality](https://developers.openai.com/codex/use-cases/automation-bug-triage)
144 128
145[129[
146 130
147### Clean and prepare messy data131### Generate slide decks
148 132
149Process tabular data without affecting the original.133Manipulate pptx files and use image generation to automate slide creation.
150 134
151Data Knowledge Work](https://developers.openai.com/codex/use-cases/clean-messy-data)135Data Integrations](https://developers.openai.com/codex/use-cases/generate-slide-decks)
152 136
153[137[
154 138
155### Codex code review for GitHub pull requests139### Kick off coding tasks from Slack
156 140
157Catch regressions and potential issues before human review.141Turn Slack threads into scoped cloud tasks.
158 142
159Integrations Workflow](https://developers.openai.com/codex/use-cases/github-code-reviews)143Integrations Workflow](https://developers.openai.com/codex/use-cases/slack-coding-tasks)
160 144
161[145[
162 146
163### Complete tasks from messages147### Make granular UI changes
164 148
165Turn iMessage threads into completed work across the apps involved.149Use Codex-Spark for fast, focused UI iteration in an existing app.
166 150
167Knowledge Work Integrations](https://developers.openai.com/codex/use-cases/complete-tasks-from-messages)151Front-end Design](https://developers.openai.com/codex/use-cases/make-granular-ui-changes)
168 152
169[153[
170 154
171### Coordinate new-hire onboarding155### Coordinate new-hire onboarding
172 156
174 158
175Integrations Data](https://developers.openai.com/codex/use-cases/new-hire-onboarding)159Integrations Data](https://developers.openai.com/codex/use-cases/new-hire-onboarding)
176 160
177[161[
178
179### Create a CLI Codex can use
180
181Give Codex a composable command for an API, log source, export, or team script.
182
183Engineering Code](https://developers.openai.com/codex/use-cases/agent-friendly-clis)
184 162
185[163### Learn a new concept
186
187### Create browser-based games
188 164
189Define a game plan and let Codex build and test it in a live browser.165Turn dense source material into a clear, reviewable learning report.
190 166
191Engineering Code](https://developers.openai.com/codex/use-cases/browser-games)167Knowledge Work Data](https://developers.openai.com/codex/use-cases/learn-a-new-concept)
192 168
193[169[
194 170
195### Debug in iOS simulator171### Upgrade your API integration
196 172
197Use Codex and XcodeBuildMCP to drive your app in iOS Simulator, capture evidence, and...173Upgrade your app to the latest OpenAI API models.
198 174
199iOS Code](https://developers.openai.com/codex/use-cases/ios-simulator-bug-debugging)175Evaluation Engineering](https://developers.openai.com/codex/use-cases/api-integration-migrations)
200 176
201[177[
202 178
203### Deploy an app or website179### Deploy an app or website
204 180
206 182
207Front-end Integrations](https://developers.openai.com/codex/use-cases/deploy-app-or-website)183Front-end Integrations](https://developers.openai.com/codex/use-cases/deploy-app-or-website)
208 184
209[185[
210 186
211### Draft PRDs from internal context187### Turn Figma designs into code
212 188
213Create product requirements documents from Linear, Slack, source documents, and meeting notes.189Turn Figma selections into polished UI with structured design context and visual checks.
214 190
215Integrations Knowledge Work](https://developers.openai.com/codex/use-cases/draft-prds-from-sources)191Front-end Design](https://developers.openai.com/codex/use-cases/figma-designs-to-code)
216 192
217[193[
218 194
219### Follow a goal195### QA your app with Computer Use
220 196
221Give Codex a durable objective for long-running work.197Click through real product flows and log what breaks.
222 198
223Engineering Automation](https://developers.openai.com/codex/use-cases/follow-goals)199Automation Quality](https://developers.openai.com/codex/use-cases/qa-your-app-with-computer-use)
224 200
225[201[
226 202
227### Forecast cash flow203### Analyze datasets and ship reports
228 204
229Find the liquidity low point in an editable forecast workbook.205Turn messy data into clear analysis and visualizations.
230 206
231Data Knowledge Work](https://developers.openai.com/codex/use-cases/cash-flow-forecast)207Data Analysis](https://developers.openai.com/codex/use-cases/datasets-and-reports)
232 208
233[209[
234 210
235### Generate slide decks211### Complete tasks from messages
236 212
237Manipulate pptx files and use image generation to automate slide creation.213Turn iMessage threads into completed work across the apps involved.
238 214
239Data Integrations](https://developers.openai.com/codex/use-cases/generate-slide-decks)215Knowledge Work Integrations](https://developers.openai.com/codex/use-cases/complete-tasks-from-messages)
240 216
241[217[
242 218
243### Get from idea to proof of concept219### Get from idea to proof of concept
244 220
246 222
247Front-end Engineering](https://developers.openai.com/codex/use-cases/idea-to-proof-of-concept)223Front-end Engineering](https://developers.openai.com/codex/use-cases/idea-to-proof-of-concept)
248 224
249[225[
226
227### Create browser-based games
228
229Define a game plan and let Codex build and test it in a live browser.
230
231Engineering Code](https://developers.openai.com/codex/use-cases/browser-games)
232
233[
250 234
251### Iterate on difficult problems235### Iterate on difficult problems
252 236
254 238
255Engineering Analysis](https://developers.openai.com/codex/use-cases/iterate-on-difficult-problems)239Engineering Analysis](https://developers.openai.com/codex/use-cases/iterate-on-difficult-problems)
256 240
257[241[
258 242
259### Keep documentation up-to-date243### Save workflows as skills
260 244
261Use code and other sources to automate docs updates.245Create a skill Codex can keep on hand for work you repeat.
262 246
263Engineering Code](https://developers.openai.com/codex/use-cases/update-documentation)247Engineering Workflow](https://developers.openai.com/codex/use-cases/reusable-codex-skills)
264 248
265[249[
266 250
267### Kick off coding tasks from Slack251### Keep documentation up-to-date
268 252
269Turn Slack threads into scoped cloud tasks.253Use code and other sources to automate docs updates.
270 254
271Integrations Workflow](https://developers.openai.com/codex/use-cases/slack-coding-tasks)255Engineering Code](https://developers.openai.com/codex/use-cases/update-documentation)
272 256
273[257[
274 258
275### Learn a new concept259### Build for iOS
276 260
277Turn dense source material into a clear, reviewable learning report.261Use Codex to scaffold, build, and debug SwiftUI apps for iPhone and iPad.
278 262
279Knowledge Work Data](https://developers.openai.com/codex/use-cases/learn-a-new-concept)263iOS Code](https://developers.openai.com/codex/use-cases/native-ios-apps)
280 264
281[265[
282 266
283### Make granular UI changes267### Refactor your codebase
284 268
285Use Codex-Spark for fast, focused UI iteration in an existing app.269Remove dead code and modernize legacy patterns without changing behavior.
286 270
287Front-end Design](https://developers.openai.com/codex/use-cases/make-granular-ui-changes)271Engineering Code](https://developers.openai.com/codex/use-cases/refactor-your-codebase)
288 272
289[273[
290 274
291### Manage your inbox275### Add iOS app intents
292 276
293Have Codex find the emails that matter and write the replies in your voice.277Use Codex to make your app's actions and content available to Shortcuts, Siri, Spotlight...
294 278
295Automation Integrations](https://developers.openai.com/codex/use-cases/manage-your-inbox)279iOS Code](https://developers.openai.com/codex/use-cases/ios-app-intents)
296 280
297[281[
298 282
299### Model a DCF valuation283### Build for macOS
300 284
301Turn financial inputs into an editable valuation workbook.285Use Codex to scaffold, build, and debug native Mac apps with SwiftUI.
302 286
303Data Knowledge Work](https://developers.openai.com/codex/use-cases/dcf-model)287macOS Code](https://developers.openai.com/codex/use-cases/native-macos-apps)
304 288
305[289[
306 290
307### Prioritize Slack action items291### Adopt liquid glass
308 292
309Turn Slack threads and DMs into a ranked queue of next steps.293Use Codex to migrate an existing SwiftUI app to Liquid Glass with iOS 26 APIs and Xcode 26.
310 294
311Automation Integrations](https://developers.openai.com/codex/use-cases/slack-action-triage)295iOS Code](https://developers.openai.com/codex/use-cases/ios-liquid-glass)
312 296
313[297[
314 298
315### QA your app with Computer Use299### Add Mac telemetry
316 300
317Click through real product flows and log what breaks.301Use Codex to instrument one Mac feature with Logger, run the app, and verify the action from...
318 302
319Automation Quality](https://developers.openai.com/codex/use-cases/qa-your-app-with-computer-use)303macOS Code](https://developers.openai.com/codex/use-cases/macos-telemetry-logs)
320 304
321[305[
322 306
323### Query tabular data307### Debug in iOS simulator
324 308
325Ask a question about a CSV, spreadsheet, export, or data folder.309Use Codex and XcodeBuildMCP to drive your app in iOS Simulator, capture evidence, and...
326 310
327Data Knowledge Work](https://developers.openai.com/codex/use-cases/analyze-data-export)311iOS Code](https://developers.openai.com/codex/use-cases/ios-simulator-bug-debugging)
328 312
329[313[
330 314
331### Refactor SwiftUI screens315### Audit dependency incidents
332 316
333Use Codex to split an oversized SwiftUI screen into small subviews without changing behavior...317Turn a public package advisory into a safe repo-audit plan.
334 318
335iOS Code](https://developers.openai.com/codex/use-cases/ios-swiftui-view-refactor)319Engineering Quality](https://developers.openai.com/codex/use-cases/dependency-incident-audits)
336 320
337[321[
338 322
339### Refactor your codebase323### Prepare meeting briefs
340 324
341Remove dead code and modernize legacy patterns without changing behavior.325Turn calendar context into an agenda and notes plan.
342 326
343Engineering Code](https://developers.openai.com/codex/use-cases/refactor-your-codebase)327Integrations Knowledge Work](https://developers.openai.com/codex/use-cases/meeting-prep-briefs)
344 328
345[329[
346 330
347### Review budget vs. actuals331### Run event playbooks
348 332
349Turn plan, actuals, and close notes into a variance workbook.333Create repeatable workflows for event program management.
350 334
351Data Knowledge Work](https://developers.openai.com/codex/use-cases/budget-vs-actuals-review)335Integrations Knowledge Work](https://developers.openai.com/codex/use-cases/event-launch-playbooks)
352 336
353[337[
354 338
355### Run code migrations339### Run code migrations
356 340
358 342
359Engineering Code](https://developers.openai.com/codex/use-cases/code-migrations)343Engineering Code](https://developers.openai.com/codex/use-cases/code-migrations)
360 344
361[345[
362 346
363### Run verified operations347### Refactor SwiftUI screens
364 348
365Run repeatable workflows and verify the result.349Use Codex to split an oversized SwiftUI screen into small subviews without changing behavior...
366 350
367Automation Integrations](https://developers.openai.com/codex/use-cases/verified-operations-workflows)351iOS Code](https://developers.openai.com/codex/use-cases/ios-swiftui-view-refactor)
368 352
369[353[
370 354
371### Save workflows as skills355### Draft PRDs from internal context
372 356
373Create a skill Codex can keep on hand for work you repeat.357Create product requirements documents from Linear, Slack, source documents, and meeting notes.
374 358
375Engineering Workflow](https://developers.openai.com/codex/use-cases/reusable-codex-skills)359Integrations Knowledge Work](https://developers.openai.com/codex/use-cases/draft-prds-from-sources)
376 360
377[361[
378 362
379### Set up a teammate363### Forecast cash flow
380 364
381Give Codex a durable view of your work so it can notice what changed.365Find the liquidity low point in an editable forecast workbook.
382 366
383Automation Integrations](https://developers.openai.com/codex/use-cases/proactive-teammate)367Data Knowledge Work](https://developers.openai.com/codex/use-cases/cash-flow-forecast)
384 368
385[369[
386 370
387### Turn feedback into actions371### Model a DCF valuation
388 372
389Synthesize feedback from multiple sources into a reviewable artifact.373Turn financial inputs into an editable valuation workbook.
390 374
391Data Integrations](https://developers.openai.com/codex/use-cases/feedback-synthesis)375Data Knowledge Work](https://developers.openai.com/codex/use-cases/dcf-model)
392 376
393[377[
394 378
395### Turn Figma designs into code379### Review budget vs. actuals
396 380
397Turn Figma selections into polished UI with structured design context and visual checks.381Turn plan, actuals, and close notes into a variance workbook.
398 382
399Front-end Design](https://developers.openai.com/codex/use-cases/figma-designs-to-code)383Data Knowledge Work](https://developers.openai.com/codex/use-cases/budget-vs-actuals-review)
384
385[
400 386
401[387### Follow a goal
388
389Give Codex a durable objective for long-running work.
390
391Engineering Automation](https://developers.openai.com/codex/use-cases/follow-goals)
392
393[
394
395### Add evals to your AI application
396
397Use Codex to turn expected behavior into a Promptfoo eval suite.
398
399Evaluation Quality](https://developers.openai.com/codex/use-cases/ai-app-evals)
400
401[
402 402
403### Turn user stories into UI mocks403### Turn user stories into UI mocks
404 404
406 406
407Integrations Knowledge Work](https://developers.openai.com/codex/use-cases/user-stories-to-ui-mocks)407Integrations Knowledge Work](https://developers.openai.com/codex/use-cases/user-stories-to-ui-mocks)
408 408
409[409[
410 410
411### Understand large codebases411### Bring your app to ChatGPT
412 412
413Trace request flows, map unfamiliar modules, and find the right files fast.413Turn your use cases into focused apps for ChatGPT.
414 414
415Engineering Analysis](https://developers.openai.com/codex/use-cases/codebase-onboarding)415Integrations Code](https://developers.openai.com/codex/use-cases/chatgpt-apps)
416 416
417[417[
418 418
419### Upgrade your API integration419### Build React Native apps with Expo
420 420
421Upgrade your app to the latest OpenAI API models.421Go from a mobile-app idea to a working Expo app with the dedicated plugin.
422 422
423Evaluation Engineering](https://developers.openai.com/codex/use-cases/api-integration-migrations)423Mobile Engineering](https://developers.openai.com/codex/use-cases/react-native-expo-apps)
424 424
425[425[
426 426
427### Use your computer with Codex427### Create a CLI Codex can use
428 428
429Let Codex click, type, and navigate apps on your Mac.429Give Codex a composable command for an API, log source, export, or team script.
430 430
431Knowledge Work Workflow](https://developers.openai.com/codex/use-cases/use-your-computer-with-codex)431Engineering Code](https://developers.openai.com/codex/use-cases/agent-friendly-clis)
432
433[
434
435### Prioritize Slack action items
436
437Turn Slack threads and DMs into a ranked queue of next steps.
438
439Automation Integrations](https://developers.openai.com/codex/use-cases/slack-action-triage)
440
441[
442
443### Run verified operations
444
445Run repeatable workflows and verify the result.
446
447Automation Integrations](https://developers.openai.com/codex/use-cases/verified-operations-workflows)
448
449[
450
451### Turn meetings into follow-ups
452
453Convert Zoom meeting insights into actions across your tools.
454
455Automation Integrations](https://developers.openai.com/codex/use-cases/zoom-meeting-follow-ups)
432 456
433## No use cases match these filters457## No use cases match these filters
434 458
468- [Operations](https://developers.openai.com/codex/use-cases?team=operations)492- [Operations](https://developers.openai.com/codex/use-cases?team=operations)
469- [Product](https://developers.openai.com/codex/use-cases?team=product)493- [Product](https://developers.openai.com/codex/use-cases?team=product)
470- [QA](https://developers.openai.com/codex/use-cases?team=quality-engineering)494- [QA](https://developers.openai.com/codex/use-cases?team=quality-engineering)
495- [Sales](https://developers.openai.com/codex/use-cases?team=sales)
471 496
472### Task type497### Task type
473 498