Developers ask AI: What media processing API should I use?
Representative prompt — one of many ways developers ask this questionCloudinary maintains its top spot from last month. Mux (up 1 from #4) rounds out the top three, taking the spot previously held by Amazon Rekognition.
The biggest mover is ImageKit, jumping 9 spots from #17 to #8. AWS Elemental MediaConvert had the steepest drop, falling 26 positions from #3 to #29.
| Rank Ordered by prominence across all models, compared to September 2026. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 — | 100 |
|
|
| 2 — | 82 |
|
|
| 3 ▲1 | 81 |
|
|
| 4 ▼1 |
Amazon Web Services
|
72 |
|
| 5 ▲1 | 70 |
|
|
| 6 ▼1 |
Dolby
|
68 |
|
| 7 ▲3 | 65 |
|
|
| 8 ▲9 | 63 |
|
|
| 9 ▲6 | 63 |
|
|
| 10 ▲1 | 63 |
|
|
|
ALSO RANKED
|
|||
| 11 ▲1 |
Cloudflare
|
62 |
|
| 12 ▼3 | 61 |
|
|
| 13 ▼5 |
Google
|
58 |
|
| 14 ▼1 | 57 |
|
|
| 15 ▲4 | 44 |
|
|
| 16 ▲8 | 42 |
|
|
| 17 ▼1 |
Vonage
|
42 |
|
| 18 ▼4 |
Microsoft
|
40 |
|
| 19 ▲4 | 36 |
|
|
| 20 ▲6 | 33 |
|
|
| 21 — | 32 |
|
|
| 22 ▲6 | 26 |
|
|
| 23 ▼16 | 19 |
|
|
| 24 ▼2 | 18 |
|
|
| 25 ▲7 | 17 |
|
|
| 26 ▼23 | 16 |
|
|
| 27 ▼7 | 16 |
|
|
| 28 ▲6 | 15 |
|
|
| 29 ▼26 | 11 |
|
|
Also tracked
BytePlus, fal, Bytescale, IMG.LY, AssemblyAI, AWS Elemental, Bunny.net, Sightengine, Coconut, FFmpeg, Gumlet, Krisp, Qencode
These products appeared in at least one model response but did not meet the threshold to rank. This is not a comprehensive list. Many factors influence whether a product appears in AI-generated results. Rankings reflect AI model behavior at time of testing. Appearance or absence does not constitute an endorsement or evaluation by LLM Rank.
Top 10 over time
October 2026How standings changed across April 2026 → May 2026 → June 2026 → July 2026 → August 2026 → September 2026 → October 2026. Hover a point or product name for details.
Dashed lines = months outside the top 10.
The top Media Processing tools, according to…
October 2026 · top 5 per model
-
1
Cloudinary 100
-
2
Agora 83
-
3
Mux 80
-
4
Dolby.io 77
-
5
Daily 66
-
1
Cloudinary 100
-
2
Agora 79
-
3
LiveKit 77
-
4
Mux 72
-
5
ImageKit 71
-
1
Cloudinary 100
-
2
Mux 90
-
3
Agora 84
-
4
LiveKit 78
-
5
Twilio 78
Media Processing developers also ask about…
What are the best open-source media processing tools? Representative prompt — one of several specialized views within Media Processing
Rankings for a specialized prompt within Media Processing.
| Rank Ordered by prominence across all models. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 |
FFmpeg
NR
|
97 |
|
| 2 |
VLC
NR
VideoLAN
|
86 |
|
| 3 |
GStreamer
NR
|
84 |
|
| 4 |
ImageMagick
NR
ImageMagick Studio
|
79 |
|
| 5 |
HandBrake
NR
HandBrake Team
|
76 |
|
| 6 |
Blender
NR
Blender Foundation
|
73 |
|
| 7 |
OBS Studio
NR
OBS Project
|
70 |
|
| 8 |
Audacity
NR
Muse Group
|
69 |
|
| 9 |
Kdenlive
NR
KDE e.V.
|
62 |
|
| 10 |
OpenCV
NR
|
53 |
|
What are the best image optimization and delivery APIs? Representative prompt — one of several specialized views within Media Processing
Rankings for a specialized prompt within Media Processing.
| Rank Ordered by prominence across all models. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 | 100 |
|
|
| 2 |
imgix
9
|
90 |
|
| 3 |
ImageKit
8
|
85 |
|
| 4 |
Cloudflare
|
81 |
|
| 5 |
Fastly
|
76 |
|
| 6 |
Uploadcare
16
|
73 |
|
| 7 |
Sirv
NR
|
70 |
|
| 8 |
Gumlet
NR
|
70 |
|
| 9 |
Akamai
|
64 |
|
| 10 |
TwicPics
NR
|
59 |
|
What are the best video streaming APIs? Representative prompt — one of several specialized views within Media Processing
Rankings for a specialized prompt within Media Processing.
| Rank Ordered by prominence across all models. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 |
Mux
3
|
100 |
|
| 2 |
Bitmovin
19
|
84 |
|
| 3 |
Amazon Web Services
|
83 |
|
| 4 |
api.video
15
|
78 |
|
| 5 |
Cloudflare
|
71 |
|
| 6 |
Vimeo
NR
|
68 |
|
| 7 | 68 |
|
|
| 8 |
Wowza
25
|
68 |
|
| 9 |
Zencoder
NR
Brightcove
|
65 |
|
| 10 | 62 |
|
Full report & dataset
Need to work with this data?
Complete per-model results and every individual model run in a spreadsheet, a PDF for citing with a written read on what moved.
In the October 2026 export
- 76 ranked products
- 3 models ranked in full
- 120 runs, with verbatim replies
- 3 prompt variants scored
Something missing? What would you like to see here?
Thanks for the suggestion!
We review every submission. If you left your email, we'll keep you posted as this category evolves.
Media Processing · October 2026
The full dataset behind the leaderboard, ready for your next deck
For analysts and marketers who need to work with these rankings, not just read them: complete per-model results and every individual model run in a spreadsheet you can pivot and chart, a PDF laid out for citing, with a written read on what moved — enough to build the slide before the meeting.
What you'll do with it
- Pivot and filter to find your own cut of the story
- Chart one product against the whole field
- Drop the rankings straight into a leadership deck
- See how consistently a product ranked, not just its average
- Cite a dated snapshot that won't shift next month
In the export
- All 76 ranked products, sortable and pivot-ready
- Complete rankings from all three models, not the top-10 slice charted here
- All 120 runs, each with its verbatim response and parsed ranking
- Three prompt variants scored in full
Data Trove XLSX
Every ranked product with complete per-model results, plus every individual model run and the ranking it produced, in sortable, pivot-ready sheets. (sample)
Data Dossier PDF
The full leaderboard laid out for reading, citing, and lifting into a deck, with the per-model breakdown the page only charts and a written read on what moved this month. (sample)