AI LIVE leaderboard · updated November 2026

The best AI image models for control and editing

Image models you pick for precision: following instructions, keeping characters consistent, editing with references and rendering text. Nano Banana-style tools, ranked with prices.

At a glance

#ToolBest forCheapest way inPrice band
1GPT Image 2.5OpenAIPrecise instruction-following and edits that leave the rest aloneFree tier in ChatGPT; paid plans raise limits; API pay as you go$$$
2Nano Banana 2.1GoogleCharacter and product consistency across many references, at a low priceFree image generation in the Gemini app; API is paid only$
3Seedream 5.0 ProByteDance SeedMulti-reference compositing of faces, products and objectsPay per use via BytePlus ModelArk, resellers and platforms like Artlist$$
4MAI-Image-2.6Microsoft AIComplex edits and campaign assets on a budgetPay-per-use via Microsoft Foundry or OpenRouter$
5Krea 3KreaFast, targeted edits that keep products, logos and characters intactKrea free plan (100 compute units/day); Basic from $9/month ($5 billed yearly)$
6Grok Imagine Image 2.0SpaceXAICheap, capable single-image editsIn the Grok app; $0.04 per image via the xAI API$
7FLUX 3 ImageBlack Forest LabsControllable editing you can self-host and fine-tunePay as you go; Klein weights downloadable$
8Ideogram 4.5IdeogramMasked, repeatable design edits without colour or texture driftFree tier (30 points a week); Plus $20/month ($15 billed yearly)$$
9Qwen-Image-2.1 and Qwen-Image-EditAlibabaOpen-weights editing you can run yourselfFree to download and run locally$
10Recraft V4.1RecraftBrand control: saved styles, colour palettes and editable vectorsFree plan (no commercial rights); API from $0.035 per image$

The ranking

1

GPT Image 2.5

OpenAI · Precise instruction-following and edits that leave the rest alone

$$$

GPT Image 2.5 Sunburst is #1 on five image arena boards: LMArena text-to-image, single-image edit and multi-image edit, and Artificial Analysis text-to-image and editing. Flare is the faster default and sits at #2 or #3 on the same boards at the same price.

Cheapest way in
Free tier in ChatGPT; paid plans raise limits; API pay as you go
Cost per output
API per 1024x1024 image: $0.006 low, $0.013 medium, $0.053 high, $0.094 xhigh, $0.211 max (plus input tokens)
Reference images
Multiple; count not published
Character consistency
Improved across successive edits (vendor claim)
Editing
Yes, including masked and multi-image
Text rendering
Strong; quote exact wording
Max resolution
Priced sizes up to 1536x1024
Variants
Flare (fast default), Sunburst (most capable)

Good at

  • #1 across five arena boards
  • Strong preservation of subjects across successive edits (OpenAI claim)
  • Available in ChatGPT and via API

Watch out for

  • Most expensive at max quality ($0.211 per 1024x1024)
  • OpenAI has not published a reference-image limit for 2.5
  • Arena scores still marked preliminary

Benchmarks LMArena (arena.ai) Image Edit Arena, single image: Sunburst #1, score 1517; Flare #2, 1482 · LMArena (arena.ai) Image Edit Arena, multi-image: Sunburst #1, score 1521; Flare #2, 1477 · Artificial Analysis Image Editing Arena (AA-Image-Editing v2.1): Sunburst #1, Elo 1199; Flare #3, 1182 · LMArena (arena.ai) Text-to-Image Arena: Sunburst #1, score 1427

Prices developers.openai.com, checked 1 November 2026

2

Nano Banana 2.1

Google · Character and product consistency across many references, at a low price

$

Nano Banana 2.1 (6 October 2026) is top five on LMArena multi-image edit and tied for 4th to 7th on Artificial Analysis editing, while costing about a sixth of GPT Image 2.5 at max quality. Google reports a big jump in multi-character consistency, and it accepts up to 14 references with 4K output.

Cheapest way in
Free image generation in the Gemini app; API is paid only
Cost per output
$0.0336 (1K), $0.0504 (2K), $0.113 (4K) per image; batch half price. Nano Banana Pro $0.134 (1K/2K), $0.24 (4K)
Reference images
Up to 14 (some sources say 10)
Character consistency
1106 Elo vs 978 for Nano Banana 2 (Google's own test)
Editing
Conversational and mask-based
Text rendering
Improved, including infographics
Max resolution
4K

Good at

  • Up to 14 reference images reported (10 object, 4 character)
  • 1K, 2K and 4K output
  • $0.0336 per 1K image, half the price of Nano Banana 2

Watch out for

  • Free Gemini app tier may still serve Nano Banana 2, not 2.1
  • No free API tier for image output
  • Some testers still prefer Nano Banana Pro's look

Benchmarks LMArena (arena.ai) Image Edit Arena, multi-image: #5, score 1432 (preliminary) · LMArena (arena.ai) Image Edit Arena, single image: #7, score 1427 (preliminary) · Artificial Analysis Image Editing Arena (AA-Image-Editing v2.1): #6 (tied with MAI-Image-2.6 and Krea 3 Ultra), Elo 1151 · Artificial Analysis Text to Image Arena (AA-Image-T2I v2.1): #4, Elo 1176

Prices ai.google.dev, checked 1 November 2026

3

Seedream 5.0 Pro

ByteDance Seed · Multi-reference compositing of faces, products and objects

$$

Seedream 5.0 Pro is #6 on LMArena's multi-image edit board with over 100,000 votes, the most-tested model in the top ten, and #9 on Artificial Analysis editing. It accepts 10 to 14 references per request and is built into many creator platforms.

Cheapest way in
Pay per use via BytePlus ModelArk, resellers and platforms like Artlist
Cost per output
About $0.045 to $0.09 per image depending on provider
Reference images
Up to 14 (OpenRouter) or 10 (other sources)
Character consistency
Faces and products kept across references
Editing
Yes, image-to-image and multi-reference
Text rendering
Multilingual
Max resolution
2K confirmed

Good at

  • Strong multi-reference blending with a large, stable vote base
  • Cheap extra references (about $0.003 each reported)
  • Widely available via resellers and platforms

Watch out for

  • 4K support disputed
  • Reference limit differs by source
  • Closed weights

Benchmarks LMArena (arena.ai) Image Edit Arena, multi-image: #6, score 1413 · LMArena (arena.ai) Image Edit Arena, single image: #13, score 1390 · Artificial Analysis Image Editing Arena (AA-Image-Editing v2.1): #9, Elo 1131

Prices atlascloud.ai, checked 1 November 2026

4

MAI-Image-2.6

Microsoft AI · Complex edits and campaign assets on a budget

$

MAI-Image-2.6 is #6 on LMArena single-image edit and tied #4 on Artificial Analysis editing, at about $0.04 per image. Access is mainly through Microsoft Foundry and API routers, which makes it more of a pipeline model than a creator app.

Cheapest way in
Pay-per-use via Microsoft Foundry or OpenRouter
Cost per output
About $0.039 per image (Artificial Analysis); tokens $5/M text in, $8/M image in, $38/M image out
Reference images
5
Editing
Yes
Text rendering
Positioned as a strength (vendor)
Max resolution
Not stated

Good at

  • Top-six on both editing arenas
  • About $0.04 per image; Flash version roughly half that
  • Up to 5 reference images; Bing web grounding

Watch out for

  • Limited creator-facing apps (Foundry and API routers; Adobe Firefly announced as coming)
  • Preview vs general availability status reported inconsistently
  • Not on LMArena multi-image board top 30

Benchmarks LMArena (arena.ai) Image Edit Arena, single image: #6, score 1427 · Artificial Analysis Image Editing Arena (AA-Image-Editing v2.1): #4 (tied), Elo 1151 · LMArena (arena.ai) Text-to-Image Arena: #4, score 1329

Prices runtimewire.com, checked 1 November 2026

5

Krea 3

Krea · Fast, targeted edits that keep products, logos and characters intact

$

Krea 3 (15 October 2026) debuted at #4 on LMArena multi-image edit and tied #5 on Artificial Analysis editing, which puts an independent lab level with Google and Microsoft. Most edits finish in under 8 seconds at native 2K with up to 6 references, though its arena vote counts are still small.

Cheapest way in
Krea free plan (100 compute units/day); Basic from $9/month ($5 billed yearly)
Cost per output
API $0.03 per 1K image, $0.06 per 2K image
Reference images
6
Character consistency
Products and characters kept across images (vendor)
Editing
Yes, change-only-what-you-ask
Text rendering
Keeps existing text intact (#4 for text rendering, per Krea)
Max resolution
Native 2K

Good at

  • Top-five editing on both arenas
  • Up to 6 references per edit; keeps labels and logos
  • $0.06 per 2K image, under 8 seconds

Watch out for

  • Few arena votes so far (preliminary)
  • Open weights not stated
  • Weaker on scene and style edits (#18 in that Artificial Analysis category, per Krea)

Benchmarks LMArena (arena.ai) Image Edit Arena, multi-image: Ultra #4, score 1434 (preliminary) · LMArena (arena.ai) Image Edit Arena, single image: Ultra #9, score 1411 (preliminary) · Artificial Analysis Image Editing Arena (AA-Image-Editing v2.1): Ultra #5 (tied), Elo 1151; Fast #12, Elo 1126

Prices krea.ai, checked 1 November 2026

6

Grok Imagine Image 2.0

SpaceXAI · Cheap, capable single-image edits

$

Grok Imagine Image 2.0 is #5 on LMArena single-image edit, though only #17 on Artificial Analysis editing, so the two arenas disagree. At $0.04 per image it is good value for straightforward edits.

Cheapest way in
In the Grok app; $0.04 per image via the xAI API
Cost per output
$0.04 per image via xAI API
Reference images
Not documented
Editing
Yes
Text rendering
Not documented
Max resolution
Up to 2K via resellers; xAI does not state it

Good at

  • #5 on LMArena single-image edit
  • $0.04 per image official price
  • Same model for generation and editing

Watch out for

  • Much lower on Artificial Analysis editing (#17)
  • Reference limit and max resolution not documented by xAI
  • LMArena score preliminary

Benchmarks LMArena (arena.ai) Image Edit Arena, single image: #5, score 1439 (preliminary) · Artificial Analysis Image Editing Arena (AA-Image-Editing v2.1): #17, Elo 1117

Prices docs.x.ai, checked 1 November 2026

7

FLUX 3 Image

Black Forest Labs · Controllable editing you can self-host and fine-tune

$

FLUX 3 Image is #15 on Artificial Analysis editing, and the open-weights Klein model supports up to 10 references at native 4K for $0.009 per 1K image. For pipelines that need local control, LoRAs or ComfyUI, it is the strongest open option and replaces FLUX Kontext, which now ranks near the bottom of both edit arenas.

Cheapest way in
Pay as you go; Klein weights downloadable
Cost per output
$0.048 per image (FLUX 3 Image); from $0.009 per 1K image (Klein)
Reference images
Up to 10 (Klein)
Character consistency
Via multi-reference and LoRAs
Editing
Yes
Text rendering
Not documented
Max resolution
Native 4K (Klein)
Open weights
Klein only

Good at

  • Open weights (Klein), commercial use free under $5M revenue
  • Up to 10 references, native 4K (Klein)
  • Very low API cost

Watch out for

  • Behind closed leaders on editing arenas
  • FLUX 3 not yet on LMArena edit boards (FLUX.2 [max] is #35)
  • Flagship weights not public

Benchmarks Artificial Analysis Image Editing Arena (AA-Image-Editing v2.1): FLUX 3 Image #15, Elo 1122; Klein #27, Elo 1072 · LMArena (arena.ai) Image Edit Arena, single image: FLUX.2 [max] #35, score 1261; FLUX.1 Kontext [pro] #54

Prices bfl.ai, checked 1 November 2026

8

Ideogram 4.5

Ideogram · Masked, repeatable design edits without colour or texture drift

$$

Ideogram 4.5 (30 September 2026) is built around Precise Edit, which changes only a masked area and is designed to avoid drift over many rounds. It is #14 on LMArena multi-image edit and #22 on single-image edit, and keeps Ideogram's typography strengths.

Cheapest way in
Free tier (30 points a week); Plus $20/month ($15 billed yearly)
Cost per output
API $0.008 to $0.22 per image depending on quality and mode
Reference images
Up to 4 (3 with a mask)
Editing
Precise Edit with mask or context window
Text rendering
Core strength
Max resolution
Native 2K (up to about 4.2MP)

Good at

  • Mask-based Precise Edit with up to 4 references
  • Good for swapping text on packaging and layouts
  • Native 2K

Watch out for

  • Edit jobs cost $0.22 at High
  • Mid-table on Artificial Analysis editing (#28)
  • Scores still preliminary on LMArena

Benchmarks LMArena (arena.ai) Image Edit Arena, multi-image: #14, score 1337 (preliminary) · LMArena (arena.ai) Image Edit Arena, single image: #22, score 1347 (preliminary) · Artificial Analysis Image Editing Arena (AA-Image-Editing v2.1): Ideogram 4.5 (High) #28, Elo 1070

Prices glbgpt.com, checked 1 November 2026

9

Qwen-Image-2.1 and Qwen-Image-Edit

Alibaba · Open-weights editing you can run yourself

$

Qwen-Image-2.1 is the top open-weights model on LMArena single-image edit (#20), and the older Qwen-Image-Edit-2511 is Apache-licensed and used by millions of LMArena voters (#41). Together they give a free, local route to instruction-based editing.

Cheapest way in
Free to download and run locally
Cost per output
Hosted Qwen Image Edit Plus 2511 about $0.06 per image (Artificial Analysis); closed Qwen-Image-3.0-Pro about $0.04
Reference images
Multi-image input (Edit 2511)
Editing
Instruction-based
Max resolution
2048x2048 (2.1)
Open weights
Yes (2.1 research licence; Edit-2511 Apache 2.0)

Good at

  • Open weights, ComfyUI support
  • Qwen-Image-Edit-2511 permits commercial use (Apache 2.0)
  • Native 2K with RGBA (2.1)

Watch out for

  • Qwen-Image-2.1 is non-commercial (research licence)
  • Well behind closed leaders on Artificial Analysis editing
  • Newest Qwen-Image-3.0 is closed

Benchmarks LMArena (arena.ai) Image Edit Arena, single image: Qwen-Image-2.1 #20, score 1362 (preliminary); Qwen-Image-Edit (2511) #41, 1233 · Artificial Analysis Image Editing Arena (AA-Image-Editing v2.1): Qwen-Image-2.1 #24, Elo 1081; Qwen Image Edit Plus 2511 #52, Elo 991

Prices artificialanalysis.ai, checked 1 November 2026

10

Recraft V4.1

Recraft · Brand control: saved styles, colour palettes and editable vectors

$

Recraft's control is about brand rather than pixels: saved style IDs, up to 10 style references, explicit colour controls and SVG output that a designer can edit afterwards. It is not a leader on general edit arenas, so it ranks last here for the specific job of keeping a brand system consistent.

Cheapest way in
Free plan (no commercial rights); API from $0.035 per image
Cost per output
API $0.035 raster, $0.08 vector, $0.21 Pro raster, $0.30 Pro vector
Reference images
Up to 10 style references
Character consistency
Style consistency rather than character
Editing
Image-to-image
Text rendering
Not documented for V4.1
Max resolution
2K (Pro)
Vector
Yes

Good at

  • Editable SVG
  • Saved styles and colour/background controls
  • Low raster cost

Watch out for

  • Editing limited to image-to-image in the V4.1 API
  • Not on the top edit-arena boards
  • Free plan has no commercial rights

Benchmarks LMArena (arena.ai) Text-to-Image Arena: V4.1 Utility Pro #26, score 1168 · Artificial Analysis Text to Image Arena (AA-Image-T2I v2.1): V4.1 Utility #29, Elo 1026

Prices recraft.ai, checked 1 November 2026

Questions

What is the best image model for control and editing in November 2026?

GPT Image 2.5 from OpenAI, best for precise instruction-following and edits that leave the rest alone. GPT Image 2.5 Sunburst is #1 on five image arena boards: LMArena text-to-image, single-image edit and multi-image edit, and Artificial Analysis text-to-image and editing.

GPT Image 2.5 vs Nano Banana 2.1: which should I use?

GPT Image 2.5 ranks first and is best for precise instruction-following and edits that leave the rest alone. Nano Banana 2.1 is second and is best for character and product consistency across many references, at a low price. Nano Banana 2.1 (6 October 2026) is top five on LMArena multi-image edit and tied for 4th to 7th on Artificial Analysis editing, while costing about a sixth of GPT Image 2.5 at max quality.

What is the best value image model for control and editing?

Of our top six, Nano Banana 2.1 is the cheapest to run. Free image generation in the Gemini app; API is paid only.

What is the best open-weights image model for control and editing?

Qwen-Image-2.1 and Qwen-Image-Edit from Alibaba, which you can run on your own hardware or cloud. Qwen-Image-2.1 is the top open-weights model on LMArena single-image edit (#20), and the older Qwen-Image-Edit-2511 is Apache-licensed and used by millions of LMArena voters (#41).

How much does GPT Image 2.5 cost?

Free tier in ChatGPT; paid plans raise limits; API pay as you go. API per 1024x1024 image: $0.006 low, $0.013 medium, $0.053 high, $0.094 xhigh, $0.211 max (plus input tokens). Prices checked 1 November 2026.

How we rank

This is an editorial ranking of the AI tools creators can use today, put together by the AI LIVE team. It is not based on the votes from our live show.

Where public blind-vote benchmarks exist (the Artificial Analysis arenas and Arena, formerly LMArena), they carry the most weight. We also weigh what each tool can actually do (resolution, length, control, references, licence), how widely working creators use it, and what it costs per output.

Where the benchmarks disagree, or there is no benchmark at all (sound effects, agents, upscaling), the order is our judgement and the category says so. Benchmark positions move every week, so each card shows the board, the position and a link.

Prices were checked on 1 November 2026 and change often; the maker's own pricing page is the final word.