The archive · AI & Models · Product decision · 2023
Shortbread's 2023 bet: prompt-to-page AI comics with an editor, launched to 235 HN points
Shortbread launched on HN (2023-10-06, 235 points, 57 comments): a free prompt-to-comic tool that scripts and draws pages users finish in an editor.
Shortbread
What the business is
Shortbread is a browser app that turns a text prompt into a comic or manga page: GPT-3.5 Turbo writes the script (layout, characters, scenes, Stable Diffusion prompts and dialogue), Stable Diffusion 1.5 servers on GCP draw one large image per page, and the image is cropped into panels that users arrange, edit and republish in an editor the team built from scratch.
How it started
Fengjiao Peng, Shortbread's founder and chief engineer and a former webtoon artist, built the service to help anyone create comics and manga series. In the Show HN post Peng described a deliberately minimal pipeline: GPT-3.5 Turbo handled everything from layout, character, scene and Stable Diffusion prompts to dialogue; SD 1.5 servers on GCP produced the art; and a custom Next.js 13 editor composed panels, speech bubbles and text "like a webpage". Launch was friction-free: no signing in required, no pricing yet, everything free in early beta. Asked in the comments whether it was bootstrapped or YC-backed, Peng answered "we are YC".
What happened
The thread peaked at 235 points and 57 comments with users generating their own strips, and traffic ran hot enough that Peng posted mid-launch that the wait might be "EXTRA long" and more servers were being spun up. The dominant feedback was the unsolved core problem: character consistency, with commenters showing outfits swapping colors or armor changing between panels. Peng acknowledged consistency was not solved and pointed to regeneration and future inpainting, adding that a rough cost estimate was about US$9.38 of GPU time per 1,000 sessions. The stated next steps were multi-page comics, fine panel-level control with ControlNet, multi-character stories, more styles and character-design control, with monetization planned as a Midjourney-style credit subscription.
No ending yet — it is still running.
Background
Shortbread is a browser tool that turns a text prompt into a comic or manga page. GPT-3.5 Turbo writes the script — layout, characters, scene, Stable Diffusion prompts and dialogue — while Stable Diffusion 1.5 servers on GCP draw one large image per page that is then cropped into panels, a trick borrowed from Reddit experiments to keep characters roughly consistent. Users finish the page in an editor the team built from scratch, composing panels, speech bubbles and text and republishing the result "like a webpage".
Fengjiao Peng, Shortbread's founder and chief engineer and a former webtoon artist, built the product because AI had made images easy but comics still demanded the whole creator pipeline. The bet: a 60%-complete generated page plus full editing control beats both a blank canvas and raw text-to-image — "The onboarding process helps you kick start a page from 60%, then you can use your creativity to bring it to 1000% in a fully-controllable editor." The launch was friction-free — no sign-in, no pricing — and asked whether the project was bootstrapped or YC-backed, Peng answered "we are YC".
The Show HN on 2023-10-06 drew 235 points and 57 comments, with users generating their own strips and traffic heavy enough that Peng had to spin up more GPU servers mid-launch. The consistent feedback was the unsolved core problem — characters drifting between panels — which Peng acknowledged openly, pointing to regeneration, future inpainting and ControlNet as the path. The reviewed material ends on launch day; it records no funding amount, revenue or later status.
What has to be true
- The founder was the target user — a webtoon artist for whom story, layout and dialogue were the bottleneck, not single images.
- Starting users at a 60%-generated draft lowers the blank-page barrier for people who can judge and edit but cannot draw.
- Generating one large image and cropping it into panels attacked character consistency cheaply, before stronger techniques like ControlNet matured.
- Launching free with no sign-in turned the Show HN into a live usability test that surfaced exactly which creator features to build next.
What can be applied
Meet novices at 60%, not zero: a generated draft plus genuine editing control beats both a blank canvas and uneditable image generation.
Aftermath
As of the 2023-10-06 launch day Shortbread was live in a free beta with no sign-in or pricing; the founder was weighing a Midjourney-style credit subscription. The launch wave overloaded the Stable Diffusion servers and the team was spinning up extra GPU instances, while the roadmap pointed to multi-page comics, ControlNet panel-level control, multi-character stories, extra styles and character-design controls. The reviewed material includes no funding amount, revenue, customer counts or any status after that day.
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