Trending prompt themes
Image to image editing is where AI photo tools stopped being toys. Instead of generating a stranger, you upload your own picture and the prompt tells the model what to keep and what to replace. These prompts are built around that workflow, with explicit instructions about preserving the face, body proportions and pose.
They are sorted by popularity across Gemini and ChatGPT. Look for the "identity preservation" and "face preservation" tags on the cards, which signal that the creator tested the prompt on real uploaded photos rather than generating from scratch.

231
@tech_prompts

2,038
@okkaustav

867
@the_daksh_verse

265
@tech_prompts

736
@ayan5117

147
@ananya2973

531
@aditya8128

230
@tech_prompts

219
@moonnuumusic

2,268
@aditya8128

216
@itstrishakapoor

456
@aditya8128

21,114
@ayan5117

9,057
@ayan5117

1,652
@aditya8128

718
@shrutipromptlab29

591
@imraza08

249
@ayan5117

95
@ritesh4255

17,975
@okkaustav

1,625
@synamon4861

145
@srijan0894

137
@imraza08

636
@aditya8128

628
@aditya8128

600
@aditya8128

27,430
@synamon4861

554
@aditya8128

238
@vishweshwar6699

518
@aditya8128

517
@aditya8128

515
@okkaustav

1,112
@synamon4861

218
@tech_prompts

480
@aditya8128

454
@aditya8128

385
@aditya8128

1,780
@iamcryus

815
@devjisu

368
@the_daksh_verse

777
@shrutipromptlab29

355
@ananya2973

1,637
@okkaustav

7,193
@okkaustav

1,467
@afuxhere

1,450
@shrutipromptlab29

6,476
@imraza08

29,440
@ayan5117

1,334
@aditya8128

265
@jass_is_lost

251
@aditya8128

249
@moonnuumusic

25,349
@ayan5117

239
@aditya8128

24,311
@iamcryus

233
@tech_prompts

2,392
@tech_prompts

2,388
@okkaustav

484
@okkaustav

96
@ritesh4255

4,568
@zero_zon_2

434
@itstrishakapoor

4,287
@ayan5117

400
@moonnuumusic

4,013
@iamcryus

383
@tech_prompts

779
@thinkwithaman

762
@aditya8128

321
@aditya8128

683
@okkaustav

637
@shrutipromptlab29

618
@manishxtc
Gemini (Nano Banana) is currently the most reliable for keeping likeness. ChatGPT is a close second and better at stylised results such as illustrations.
With a clear source photo and a prompt that asks to preserve facial features, yes in most cases. Extreme style changes (anime, clay, oil paint) reduce likeness by design.
Yes, but describe each person briefly and keep the request to a single change, such as a new background, so the model does not swap faces between people.
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