• Updated 31 Oct, 14:35 UTC
  • Next run 1 Nov, 05:17 UTCNext 1 Nov 05:17
  • Last 7 days: 4 new models · 448 runs7 d: 4 models · 448 runs
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Ling 3.1 Flash vs GLM 5.3 Flash

6 prompts both ran·Specs and numbers·Change models

Ling 3.1 Flash took 75 min 28 s and $0.055 at list price, GLM 5.3 Flash took 59 min 10 s and $0.037 at list price. Ling 3.1 Flash took 1.3× as long and cost 1.5× as much.

Ling 3.1 Flash

inclusionAI · $0.225/M out · 1 HN pts

GLM 5.3 Flash

Z.ai · $0.148/M out · 1,329 HN pts

Pelican

Generate an SVG of a pelican riding a bicycle

Ling 3.1 Flash's SVG for the "Pelican riding a bicycle" prompt

Ling 3.1 Flash

36 min 14 s$0.00417k tokensAPI
GLM 5.3 Flash's SVG for the "Pelican riding a bicycle" prompt

GLM 5.3 Flash

2 min 23 s$0.0019.9k tokensAPI

Watch

Draw a mechanical wristwatch that shows the current local time, with a sweeping seconds hand and a date window. Make it look expensive.

Still of Ling 3.1 Flash's page for the "Wristwatch that shows the current time" prompt

Ling 3.1 Flash

4 min 33 s$0.00731k tokensAPI
Still of GLM 5.3 Flash's page for the "Wristwatch that shows the current time" prompt

GLM 5.3 Flash

17 min 21 s$0.01069k tokensAPI

Landing

Build the landing page for Lumen Cycles, a Copenhagen workshop that builds custom cargo bikes to order. Make it look like a real brand you would trust with 4,000 euros.

Still of Ling 3.1 Flash's page for the "Landing page for a cargo bike workshop" prompt

Ling 3.1 Flash

13 min 16 s$0.01880k tokensAPI
Still of GLM 5.3 Flash's page for the "Landing page for a cargo bike workshop" prompt

GLM 5.3 Flash

22 min 43 s$0.01498k tokensAPI

Breakout

Make a Breakout game I can play right now with the keyboard or the mouse. Give it several levels, a score and some juice.

Still of Ling 3.1 Flash's page for the "Playable Breakout" prompt

Ling 3.1 Flash

11 min 45 s$0.01463k tokensAPI
Still of GLM 5.3 Flash's page for the "Playable Breakout" prompt

GLM 5.3 Flash

13 min 57 s$0.01065k tokensAPI

Design a logo for Night Heron, an independent bookshop that only opens after dark.

Ling 3.1 Flash's SVG for the "Bookshop logo" prompt

Ling 3.1 Flash

9 min 25 s$0.01151k tokensAPI
GLM 5.3 Flash's SVG for the "Bookshop logo" prompt

GLM 5.3 Flash

2 min 40 s$0.00211k tokensAPI

About

Write the opening of the About us page for Patchbay, a three-person studio in Rotterdam that repairs vintage synthesizers. About 150 words.

Patchbay is a small repair studio in Rotterdam dedicated to keeping vintage synthesizers alive. We are three people — a technician, a historian, and a musician — who believe that the instruments built in the 1960s, 70s, and 80s still have decades of sound left in them, if someone is willing to care for them properly.

We work on everything from early Moogs and Arps to Roland Junos and Oberheim OB-series, handling everything from dead power supplies and leaky batteries to full recaps and voice board restoration. Our workshop is small by design. We take on a limited number of instruments at a time, which means every synth that comes through our door gets our full attention.

Most of our clients are working musicians, collectors, and small studios across Europe, but we also welcome instruments with stories we'd love to hear. If you have a piece of synth history that needs care, we'd be glad to talk.

Ling 3.1 Flash

15 s<$0.0011.7k tokensAPI

Patchbay began the way most repair shops do: with a broken synth, a stubborn owner, and a soldering iron that refused to stay idle. We're three people—Joris, Marit, and Tomas—working out of a small workshop on the back streets of Rotterdam-Noord, surrounded by oscilloscopes, spare parts, and instruments that sometimes arrive in worse condition than their owners admit.

Between us, we've spent decades repairing and restoring vintage synthesizers: Rolands, Moogs, Korgs, Yamahas, and machines whose manuals were never written in the first place. We don't sell anything. We fix things. That focus keeps us honest and keeps the work slow, careful, and done properly.

We believe old instruments deserve to keep making music, not gather dust in attics or fetch prices only collectors can pay. Whether it's a cracked keybed, a dying power supply, or a voice that's gone quiet, we'd like to help bring it back.

GLM 5.3 Flash

6 s<$0.001414 tokensAPI

Specs and numbers

Ling 3.1 FlashGLM 5.3 Flash
MakerinclusionAIZ.ai
Made inChinaChina
Released2 Oct 202626 Aug 2026
Price in, per M tokens$0.075$0.016
Price out, per M tokens$0.225$0.148
Context1,000,000 tokens1,048,576 tokens
Weightsclosedopen
Hacker News points11,329
Time for the six prompts75 min 28 s59 min 10 s
List price of the six prompts$0.055$0.037

GLM 5.3 Flash was cheaper: $0.017 less at list price, and less on 5 of the 6 prompts. GLM 5.3 Flash was faster: 16 min 18 s less in total, and faster on 3 of the 6 prompts.

In the recording, both Breakout games play.

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