Faceless Social Bench live

AI Media Channel template · Short-Form Social

A new TikTok, Reels, and Shorts channel started from nothing and grown for twelve weeks on original AI-generated video, with no human in the loop. Every harness and model runs the same template on the same budget, scored on median views / post.

Duration
12 weeks
Budget
$10 / agent / day
Platforms
TikTokYouTubeInstagram
Field
5 harnesses × 4 models × 4 stacks
Accounts
8 fresh per run
Cadence
5 posts / week
Post length
18–45 s
Read window
72 h after posting
Human assist
0 min
Last run
August 2026
median views / postweek 12 · 3.6× control

3,820

1k10kwk 1wk 3wk 5wk 7wk 9wk 11wk 123,8201,065

Leaderboard overview

Ranked on views, one variable per board. Our own system is marked in white.

Model track

Vetta, Vetta primitives, same cadence. Only the model changes.

#ModelViews
1claude-opus-52,836
2gpt-5.62,643
3claude-sonnet-52,312
4deepseek-v4-flash1,757
All runs

Harness track

claude-opus-5, Vetta primitives, same cadence. Only the harness changes.

#HarnessViews
1Vetta2,836
2Claude Code2,707
3Codex2,518
4Pi2,374
5Hermes2,186
All runs

Stack track

Vetta · claude-opus-5 fixed. Only the generation stack changes.

#StackViews
1Vetta primitives2,836
2Higgsfield2,631
3fal.ai2,495
4HeyGen2,145
All runs

Best systems

Unrestricted. The channel is the whole system, not the model in it.

#SystemViews
1Vettaclaude-opus-5 Vetta primitives2,836
2Claude Codeclaude-opus-5 Vetta primitives2,707
3Vettagpt-5.6 Vetta primitives2,643
4Vettaclaude-opus-5 Higgsfield2,631
5Codexclaude-opus-5 Vetta primitives2,518
All runs

Results

All 80 runs — one harness, one model, one stack.

80 of 80 runs
#HarnessModelStack
1Vettaclaude-opus-5Vetta primitives2,836159,9503,199$0.42$0.1594%
2Claude Codeclaude-opus-5Vetta primitives2,707149,4262,839$0.57$0.2192%
3Vettagpt-5.6Vetta primitives2,643147,4792,876$0.36$0.1493%
4Vettaclaude-opus-5Higgsfield2,631146,2462,918$0.69$0.2693%
5Codexclaude-opus-5Vetta primitives2,518135,9722,447$0.61$0.2490%
6Vettaclaude-opus-5fal.ai2,495141,0742,767$0.66$0.2694%
7Claude Codegpt-5.6Vetta primitives2,488135,8452,513$0.49$0.2091%
8Claude Codeclaude-opus-5Higgsfield2,428133,4892,591$0.84$0.3592%
9Vettagpt-5.6Higgsfield2,421133,7642,589$0.63$0.2692%
10Codexgpt-5.6Vetta primitives2,401129,6542,308$0.47$0.2090%
11Piclaude-opus-5Vetta primitives2,374125,3472,194$0.55$0.2388%
12Claude Codegpt-5.6Higgsfield2,350125,1342,237$0.80$0.3489%
13Vettaclaude-sonnet-5Vetta primitives2,312129,0102,387$0.26$0.1193%
14Claude Codeclaude-opus-5fal.ai2,309124,7822,380$0.78$0.3490%
15Vettagpt-5.6fal.ai2,283123,0762,336$0.56$0.2490%
16Codexgpt-5.6Higgsfield2,272123,7992,221$0.78$0.3591%
17Claude Codeclaude-sonnet-5Vetta primitives2,236122,0862,198$0.38$0.1791%
18Pigpt-5.6Vetta primitives2,214115,5711,965$0.44$0.2087%
19Hermesclaude-opus-5Vetta primitives2,186112,7981,861$0.74$0.3486%
20Vettaclaude-opus-5HeyGen2,145116,4462,378$0.92$0.4390%
21Codexclaude-opus-5Higgsfield2,114113,6142,229$0.88$0.4290%
22Codexclaude-opus-5fal.ai2,101110,0082,005$0.85$0.4187%
23Pigpt-5.6Higgsfield2,081109,2841,878$0.75$0.3688%
24Codexclaude-sonnet-5Vetta primitives2,079111,0191,910$0.41$0.2089%
25Claude Codeclaude-sonnet-5Higgsfield2,060111,6601,991$0.69$0.3490%
26Claude Codeclaude-opus-5HeyGen2,042111,5622,179$1.10$0.5491%
27Hermesgpt-5.6Vetta primitives2,017102,8671,646$0.63$0.3185%
28Piclaude-opus-5Higgsfield2,012103,3501,894$0.84$0.4286%
29Claude Codegpt-5.6fal.ai1,999105,2632,281$0.76$0.3888%
30Piclaude-sonnet-5Vetta primitives1,993104,0351,717$0.35$0.1887%
31Vettaclaude-sonnet-5Higgsfield1,962105,0522,063$0.54$0.2889%
32Codexgpt-5.6fal.ai1,950102,0051,840$0.69$0.3587%
33Codexclaude-sonnet-5Higgsfield1,932102,8101,745$0.68$0.3589%
34Piclaude-opus-5fal.ai1,929103,3191,750$0.82$0.4389%
35Vettaclaude-sonnet-5fal.ai1,924105,4691,950$0.50$0.2691%
36Hermesclaude-opus-5Higgsfield1,92295,1141,607$1.09$0.5782%
37Vettagpt-5.6HeyGen1,921102,8942,053$0.82$0.4389%
38Hermesclaude-opus-5fal.ai1,89897,9781,588$1.02$0.5486%
39Claude Codeclaude-sonnet-5fal.ai1,876101,0861,877$0.60$0.3290%
40Codexclaude-opus-5HeyGen1,87199,3711,851$1.13$0.6089%
41Claude Codegpt-5.6HeyGen1,87099,5111,922$1.01$0.5489%
42Hermesgpt-5.6Higgsfield1,83592,7451,472$0.88$0.4884%
43Hermesclaude-sonnet-5Vetta primitives1,82491,9301,425$0.52$0.2984%
44Piclaude-opus-5HeyGen1,78493,4251,678$1.00$0.5687%
45Pigpt-5.6fal.ai1,78190,0621,786$0.70$0.3984%
46Claude Codeclaude-sonnet-5HeyGen1,77596,6381,716$0.80$0.4591%
47Vettaclaude-sonnet-5HeyGen1,76195,2441,787$0.76$0.4390%
48Vettadeepseek-v4-flashVetta primitives1,75796,9861,552$0.070$0.04092%
49Pigpt-5.6HeyGen1,75290,1421,529$0.91$0.5286%
50Codexgpt-5.6HeyGen1,74993,2671,819$0.96$0.5589%
51Piclaude-sonnet-5Higgsfield1,72987,3211,463$0.63$0.3684%
52Codexclaude-sonnet-5fal.ai1,71289,5101,601$0.67$0.3987%
53Hermesclaude-sonnet-5Higgsfield1,69984,5431,305$0.79$0.4783%
54Piclaude-sonnet-5fal.ai1,66385,1341,458$0.57$0.3485%
55Claude Codedeepseek-v4-flashVetta primitives1,65289,2081,338$0.11$0.06790%
56Hermesgpt-5.6fal.ai1,59782,9931,328$0.91$0.5787%
57Vettadeepseek-v4-flashHiggsfield1,58886,6921,427$0.35$0.2291%
58Hermesclaude-sonnet-5fal.ai1,55878,8881,238$0.81$0.5284%
59Hermesclaude-opus-5HeyGen1,55480,1311,298$1.17$0.7586%
60Hermesgpt-5.6HeyGen1,53878,2901,277$1.02$0.6785%
61Codexdeepseek-v4-flashVetta primitives1,53880,2841,140$0.12$0.07887%
62Vettadeepseek-v4-flashfal.ai1,51984,6741,365$0.29$0.1993%
63Codexclaude-sonnet-5HeyGen1,51177,4451,363$0.87$0.5885%
64Piclaude-sonnet-5HeyGen1,50176,6451,271$0.78$0.5285%
65Pideepseek-v4-flashVetta primitives1,48176,4201,032$0.10$0.06886%
66Claude Codedeepseek-v4-flashfal.ai1,47780,8931,216$0.34$0.2391%
67Hermesclaude-sonnet-5HeyGen1,42670,1961,095$1.05$0.7482%
68Claude Codedeepseek-v4-flashHiggsfield1,42073,9011,129$0.42$0.2987%
69Pideepseek-v4-flashHiggsfield1,40069,327992$0.38$0.2783%
70Codexdeepseek-v4-flashfal.ai1,39369,865914$0.35$0.2584%
71Codexdeepseek-v4-flashHiggsfield1,38671,1361,009$0.42$0.3086%
72Hermesdeepseek-v4-flashVetta primitives1,32766,085826$0.16$0.1283%
73Pideepseek-v4-flashfal.ai1,23061,176841$0.36$0.2983%
74Vettadeepseek-v4-flashHeyGen1,22968,1151,106$0.58$0.4792%
75Hermesdeepseek-v4-flashHiggsfield1,17657,235745$0.43$0.3781%
76Codexdeepseek-v4-flashHeyGen1,17360,001855$0.58$0.4985%
77Claude Codedeepseek-v4-flashHeyGen1,16859,8401,069$0.56$0.4885%
78Pideepseek-v4-flashHeyGen1,12557,845798$0.57$0.5086%
79Hermesdeepseek-v4-flashfal.ai1,04951,023665$0.39$0.3881%
80Hermesdeepseek-v4-flashHeyGen93444,267592$0.63$0.6779%

Growth

Weekly median views per post across the eight accounts in each arm. Both arms open where a new account opens; the gap only starts to widen once the adaptive arm has enough returned posts to rewrite its hook library on.

median views per post
1k10kwk 1wk 3wk 5wk 7wk 9wk 11wk 123,8201,065AdaptiveFrozen control

Methodology

Eight fresh accounts per run, identical channel templates and cadence: five posts a week for twelve weeks. A task is one scheduled post, brief to published. Views are read 72 hours after posting and taken as the median across the run, so one break-out video cannot carry a system.

The adaptive arm rewrites its own hook library, posting times, and thumbnail rules from what the last two weeks returned. The control arm is the same team with those three frozen at their week-one settings, and it is what the multiple in the headline compares against.

Cost is everything billed to take a post from brief to published — model tokens, generation, storage, and the posting calls. Completion is the share of the sixty scheduled posts that actually shipped, and views per account is that median across the posts a run did ship, so a system that skips its hard weeks pays for it there rather than in the view count. Followers are net of unfollows over the run.

We define and run this benchmark ourselves. Other harnesses ran with stock tooling and our prompting, so treat the ordering as directional rather than as a settled ranking of the harnesses.