# Ideogram 4.5 ranks first for facial identity after five edits

> Original title: Edit the photo. Keep the person.

- Source: Ideogram
- Published: 2026-11-10T17:06:39.000Z
- Bad Influence: https://badinfluence.news/items/r1ppovxpj7m56hke42lmyw4ot
- Original: https://x.com/ideogram_ai/status/2120201483383619733

## Summary

Rapidata's benchmark ranks Ideogram 4.5 first among 20 models for preserving facial identity after five consecutive photo edits. The benchmark tested character identity drift across 199 photos and drew on more than 322,000 human judgments. Rapidata says all outputs, judgments, and methodology are publicly available on Benchmark AI.

## Post

Edit the photo. Keep the person.

Ideogram 4.5 ranks #1 among 20 models for preserving facial identity after five consecutive edits in @RapidataAI’s benchmark.

## Quoted post @RapidataAI

> After 5 edits, does the person still look the same? Ideogram 4.5 ranks #1 among 20 models for preserving facial identity! 🥇
> 
> We benchmarked character identity drift across 199 photos, applying 5 consecutive edits and evaluating only the resulting faces. This benchmark holds 322K+ human judgments.
> 
> All outputs, judgments and methodology are publicly available on Benchmark AI.

https://x.com/RapidataAI/status/2120200075850793012