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.

190
@tech_prompts

1,991
@okkaustav

759
@the_daksh_verse

212
@tech_prompts

92
@ananya2973

691
@ayan5117

490
@aditya8128

20,876
@ayan5117

189
@tech_prompts

8,956
@ayan5117

182
@moonnuumusic

1,269
@user2yti

476
@okkaustav

2,216
@aditya8128

206
@ayan5117

408
@aditya8128

773
@devjisu

1,603
@aditya8128

60
@ritesh4255

638
@user2yti

233
@ananya2973

102
@srijan0894

481
@aditya8128

17,869
@okkaustav

7,134
@okkaustav

684
@user2yti

1,294
@aditya8128

590
@aditya8128

582
@aditya8128

559
@aditya8128

516
@aditya8128

101
@imraza08

227
@jass_is_lost

476
@aditya8128

450
@okkaustav

445
@aditya8128

198
@vishweshwar6699

416
@aditya8128

4,195
@ayan5117

183
@tech_prompts

3,943
@iamcryus

1,722
@iamcryus

342
@aditya8128

338
@tech_prompts

1,595
@okkaustav

724
@aditya8128

1,432
@afuxhere

297
@the_daksh_verse

278
@aditya8128

6,077
@imraza08

28,234
@ayan5117

12,662
@iamcryus

578
@manishxtc

24,956
@ayan5117

516
@devjisu

232
@moonnuumusic

24,054
@iamcryus

2,356
@tech_prompts

2,296
@okkaustav

213
@moonnuumusic

211
@aditya8128

981
@imraza08

200
@aditya8128

4,512
@zero_zon_2

188
@tech_prompts

386
@itstrishakapoor

822
@tech_prompts

358
@moonnuumusic

744
@thinkwithaman

1,522
@imraza08

57
@ananya2973

299
@moonnuumusic
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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