Product Design with AI Part 1: Design Research

some gray things
15 Oct 202308:39

Summary

TLDR本视频探讨了使用人工智能(AI)完全设计产品的可能性。通过回顾上一次的设计研究,我们确定了要创建一款用户友好、使用回收材料且防水的花园音箱。视频中,尝试了多种AI工具,包括创建心情板、生成概念图像和草图渲染,展示了AI在产品设计中的潜力和局限性。最终,虽然AI在生成高质量图像和快速概念化方面表现出色,但在产品概念的深度和实用性方面仍有待提高。

Takeaways

  • 🌟 使用AI可以辅助产品设计的概念阶段,生成大量产品创意。
  • 📌 上次使用AI进行设计研究,确定了制作一款用户友好、使用回收材料且防水的花园音箱的目标。
  • 🎨 制作心情板是描述产品设计理念和氛围的有效方法,可以使用AI工具如Midjourney来创建。
  • 🖼️ 利用AI工具,如Midjourney,可以快速生成高保真度的产品概念图像,节省传统设计流程的时间。
  • 🎨 通过AI工具,如Vicom和Promethean,可以将简单的草图转换成详细的产品渲染图。
  • 🚀 Vicom特别适合具有复杂几何形状和材质的产品,如汽车和鞋子。
  • 🌈 Promethean提供了不同风格的渲染选项,适用于不同类型的产品。
  • 📈 通过训练AI模型,可以生成与输入图像类似的新图像,尽管这可能需要一定的技术学习曲线。
  • 🤖 AI在产品设计方面仍有局限性,比如缺乏对用户体验、可用性、可制造性和可行性等方面的认知。
  • 🔮 未来AI产品概念可能会更加成熟,但AI完全取代人类设计师还有一段距离。
  • 👩‍💻 尽管AI使得创建专业图像变得容易,但控制输出和学习如何有效使用AI工具仍需时间和努力。

Q & A

  • 视频中提到的AI在产品设计概念阶段的作用是什么?

    -AI在产品设计概念阶段可以帮助创造和评估产品概念,通过生成情绪板、概念图像以及渲染草图等方式,来加速设计过程并提供高质量的产品概念图像。

  • 在视频中,提到了哪些AI工具可以用来创建情绪板?

    -视频中提到了使用Midjourney和Discord来创建情绪板,通过输入特定的命令和关键词,AI可以生成一系列与产品设计相关的图像。

  • 视频中展示的AI工具如何帮助设计师快速迭代产品设计概念?

    -AI工具如Midjourney和Prome AI可以通过输入简单的文本提示或者草图,快速生成高质量的产品概念图像,让设计师能够迅速尝试和评估不同的设计方案。

  • 视频中提到的Vicom和Prome AI在功能上有什么不同?

    -Vicom是一个专注于工业设计的草图到图像生成器,适合创建具有复杂几何形状和材质的产品图像。而Prome AI则提供了不同风格的渲染选项,可以根据草图生成产品概念图像,并且适用于更广泛的产品类型。

  • 为什么视频中的演讲者认为AI不能完全取代人类在产品设计中的角色?

    -尽管AI能够快速生成专业图像并加速设计过程,但它缺乏对用户体验、可用性、可制造性和可行性等因素的理解,这些都是评估好产品的重要标准。

  • 视频中提到的AI在产品概念设计中的局限性有哪些?

    -AI在产品概念设计中的局限性包括难以控制输出结果、存在学习曲线、以及缺乏对产品整体质量的判断能力,例如用户友好性、可制造性和市场可行性等。

  • 演讲者对AI产品概念设计未来的预测是什么?

    -演讲者预测AI产品概念设计的能力将会提升到4或4.5的等级,随着技术的进步和学习曲线的降低,AI将更加普及,但其对好产品的判断能力的提升可能会更加困难。

  • 视频中提到的Midjourney是如何帮助设计师生成概念图像的?

    -通过输入特定的命令和关键词,如'/imagine'后跟产品描述,Midjourney可以生成一系列高质量的产品概念图像,帮助设计师快速迭代和评估设计想法。

  • 如何使用AI工具来提高产品设计的效率?

    -设计师可以通过AI工具如Midjourney和Prome AI来快速生成情绪板、概念图像和渲染草图,这样可以在短时间内尝试多种设计方案,并迅速找到符合设计愿景的选项。

  • 视频中提到的AI工具能否帮助设计师解决产品概念的可行性问题?

    -目前视频中提到的AI工具主要用于生成视觉图像和概念草图,并未涉及到产品概念的可行性、用户体验和制造性等问题的解决。

  • 演讲者对AI在产品设计领域的未来发展有何看法?

    -演讲者认为AI在产品设计领域的应用将会继续增长,技术的进步可能会解决当前的一些局限性,但AI对于产品整体质量的判断能力的提升可能会更加困难。

Outlines

00:00

🤖 利用AI设计花园音箱的探索之旅

本段落介绍了使用人工智能(AI)设计产品的概念阶段,特别是花园音箱的设计。讨论了AI在设计研究中的应用,以及如何利用AI生成产品设计的想法。提到了之前使用AI进行设计研究的经验,并强调了AI技术在短时间内取得的显著进步。接着,详细探讨了如何通过创建情绪板和概念图像来利用AI进一步发展花园音箱的设计,包括使用Mid Journey和Discord等工具来生成相关图像和概念。此外,还提到了使用AI图像生成器如Vicom和ProMe AI来将草图转换成高质量的产品渲染图。

05:00

📈 AI在产品设计中的潜力与挑战

这一段讨论了AI在产品设计中的潜力,以及如何通过训练AI模型来创建产品图像。提到了尝试使用Leonardo AI和Stable Diffusion等工具进行AI模型训练的经验,但结果并不如预期。指出了AI在生成高质量图像方面的巨大潜力,同时也提到了AI在控制输出和理解产品概念方面的局限性。作者给出了AI在产品概念创造中的评分,并预测了AI在未来可能达到的水平。最后,作者分享了对AI产品概念未来发展的看法,认为AI将不断进步,但仍需面对技术学习曲线和产品概念理解等挑战。

Mindmap

Keywords

💡AI

人工智能(AI)是指由计算机系统或机器模拟的人类智能过程,包括学习(获取信息和规则以使用信息)、推理(使用规则达到大致或确定的结论)和自我修正。在视频中,AI被用来设计产品,生成概念图像,创建心情板等,展示了AI在产品设计领域的应用潜力和当前的限制。

💡产品设计

产品设计是指设计新产品或改进现有产品的过程,包括概念创新、功能规划、形态设计、色彩搭配等。在视频中,产品设计的过程通过AI的辅助,探索了从概念生成到具体形象的快速迭代,体现了现代技术如何影响和改变传统的设计流程。

💡心情板

心情板是设计师用来表达和传达设计理念、风格和情感的视觉工具,通常由一系列相关的图像、颜色、纹理和材料样本组成。在视频中,心情板被用来描述产品设计方案的氛围和感觉,是AI辅助设计过程中的一个重要步骤。

💡概念图像

概念图像是设计师用来展示产品初步想法的图像,通常展示了产品的外观、形状和功能。在视频中,概念图像是通过AI工具生成的,这些工具可以根据文本提示或草图生成高质量的产品概念图像,加速了设计过程并提供了丰富的视觉参考。

💡Mid Journey

Mid Journey是一个AI工具,它可以生成与产品设计相关的心情板和概念图像。在视频中,Mid Journey被用来创建与花园扬声器相关的视觉内容,帮助设计师快速迭代和评估不同的设计想法。

💡Vicom

Vicom是一个针对工业设计师的草图到图像生成器AI工具,它可以将简单的草图转换成详细的产品渲染图。在视频中,Vicom被用来将AI扬声器概念的草图转换成具体的产品图像,展示了AI在将设计想法具体化方面的强大能力。

💡Prome AI

Prome AI是一个可以将草图转换成渲染图像的AI工具,它允许用户输入简单的设计草图,并根据这些草图生成高质量的产品渲染图。在视频中,Prome AI被用来探索不同的产品样式,并生成具有不同风格和细节的花园扬声器渲染图。

💡训练AI模型

训练AI模型是指通过给AI系统提供大量相似的图像数据,使其学习并能够生成与输入图像类似的新图像的过程。在视频中,训练AI模型被用来尝试生成新的设计概念,尽管结果并不总是符合预期,但这个过程揭示了AI在理解和创造新视觉内容方面的潜力。

💡AI在设计中的局限性

尽管AI在辅助设计过程中显示出强大的潜力,但它仍然存在局限性。AI可能缺乏对用户体验、可用性、可制造性和商业可行性等关键设计因素的理解。视频中提到,AI生成的概念可能比较浅显,因为它们没有考虑到这些重要的设计考量。

💡AI的未来预测

视频中对AI在未来产品设计中的作用进行了预测,认为AI产品概念的生成能力将会得到提升,可能会达到AI职业替代程度的4或4.5等级。这意味着AI将更加精准地生成产品概念,但同时也指出AI理解好产品的本质这一问题可能更难解决。

💡设计自动化

设计自动化是指使用技术工具和系统来加速设计过程,减少人工劳动,并提高效率。视频中探讨了AI在设计自动化方面的潜力,包括通过AI生成心情板、概念图像和产品渲染图,展示了AI如何使设计师能够快速迭代和评估设计想法。

Highlights

使用AI进行产品设计的概念阶段探索

回顾上一次使用AI进行设计研究,决定创造一个花园音箱

花园音箱的设计要求:用户友好、使用回收材料、防水

使用AI工具Midjourney创建心情板

通过Midjourney和Discord创建与花园产品相关的心情板

利用AI生成器制作概念图像,如不同颜色和材质的花园音箱

AI工具可以快速生成高保真度的产品概念图像

使用Vicom和Prome AI等工具将草图转换为产品渲染图

Vicom特别适合具有复杂几何形状和材质的产品

Prome AI提供不同风格渲染选项,适用于不同产品类型

AI模型可以通过训练生成类似输入图像的新图像

Leonardo AI和Stable Diffusion是用于训练AI模型的工具

AI在产品设计中的潜力很高,但仍需学习曲线

AI生成的概念可能缺乏用户体验和可用性等要素

预测AI产品概念将在未来达到AI就业规模的4或4.5

AI在产品设计中的应用将变得更加先进和易用

Transcripts

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welcome back do you think it's possible

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to design a product fully with AI well

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I'm going to find out today we're going

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to look at the concept stage of product

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design and see if we can come up with a

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lot of product ideas with AI just to

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review last time we used AI to come up

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with some design research which chat GPT

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was nice enough to summarize for us if

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you don't want to read that the

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highlights are we want to create a

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garden speaker it should be user

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friendly and we want to use recycled

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materials and make it water resistant

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moving on from there the next logical

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step would be to come up with some ideas

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today I'll try to do this completely

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using Ai and just a small spoiler this

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stuff is crazy it's funny how none of

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this stuff was possible like a year or

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two ago but here we are so let's jump

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into it and continue designing our

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garden speaker by actually starting to

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design Garden speaker yeah so let's get

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started firstly we're going to look at

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creating some mood boards how do you

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describe mood board mood boards are

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basically a collection of images to help

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you you kind of describe the vibe or

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feeling you're going for in your product

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design for this I found a really cool

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tool is our old friend mid Journey if

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you want to know how to get started mid

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Journey for prod design I actually made

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a separate video that you can check out

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to create mood boards with mid journey

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and Discord you just type in/ imagin and

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then the words a mood board of product

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designs and then a bunch of things

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related to Garden speakers I played

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around with it for a while and found

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it's good to give it some color

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Direction like natural colors or just

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green also found it help to input some

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related products in the space you're

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designing for so here I use garden tools

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and garden lights

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W as you can see you can make some

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really cool mood boards related to

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garden products I really like these

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Arrangements of products that kind of

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look like they're in a studio that you

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get it's also a nice easy way to see

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what ideas fit with your vision what

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don't next we're going to look at

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creating some concept images of possible

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future products what's nice here is we

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can say in mid Journey do this step in

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this video I'll just play around with

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some text prompts so we type in slash

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imagine a garden speaker and then we can

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play around with some different prompts

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with things like color palettes

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different materials and try out

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different backgrounds

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sick I really love playing around with

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this and feel like I could spend hours

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just screwing it around but for now

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we'll just take some highlights what I

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also found really cool is you can get

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ideas already rendered in a garden which

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you usually don't end up doing to later

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in the process if you do this the

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oldfashioned way this is an incredibly

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powerful way to come up with really high

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fidelity images of product Concepts and

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quickly ideate and evaluate plus it's

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really easy to do is not really a good

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reason to not use AI in workflow these

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days also what I didn't notice till

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filming this video is that you can even

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mark an area in mid journey to play with

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so you can take an image you like and

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you just tweak small parts of it look at

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that that's a little little speaker with

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some different controls clly little nose

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and the results are super high quality

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really cool so it's not really a garden

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speaker but come on it's so funky I had

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to put this in there the next technique

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we're going to try out is a sketch two

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image generator what this is is you can

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create a sketch then throw it into an AI

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tool and now we'll create a render for

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you the first sketched image generator I

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tried out was vicom vicom has been

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getting a lot of press in my LinkedIn

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feed lately for being a sketch two image

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generator targeted at industrial

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designers like y all you have to do is

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create an account then you can create a

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new file I'm going to do one that's

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square and then we can add an image and

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I took one of our AI speaker Concepts

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threw it into some random image to

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sketch Creator on Google and we just

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type in a prompt a 20 green speaker for

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the garden and then we generate an easy

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peasy we have a speaker concept straight

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from our image so you can even play

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around with the drawing

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influence the results are pretty good

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with viscom viscom works extremely well

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on products with a ton of geometry

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material breaks and a lot of details

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like cars and shoes for minimalists like

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me I've had issues getting really good

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results with simple products hopefully

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this gets a little better in the future

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the other AI tool for rendering sketches

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that I liked is prome AI prome Works

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kind of like vizcom where you can input

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a sketch and it'll make a rendering in

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an image based on that sketch I think

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prome also does a lot of other things

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but I really only played around with a

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sketch to renderer look at

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this what's wrong with your web page

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that looks better okay maybe my Chrome

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just crashed all right so we upload an

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image and and then we can render we'll

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say a garden speaker again that's pretty

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cool what I also really like about prome

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is you have these different kind of

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styles you can render in for different

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product types and they'll give you

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slightly different results Innovative

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Italian play that's kind of fun bow

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house who doesn't like getting bow house

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yeah cool anyway overall it's easy to

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get a good result and play with some of

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the preset Styles you know what's really

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funny I was actually contacted by PR a

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few months ago and asked promote their

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product to which I said no thank you

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long story short I could have made some

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money promoting this product but now I'm

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doing it for free which is why I'm bad

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at business the final category of things

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you can do to create some product images

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is to train an AI model basically what

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this means is you get an AI tool a lot

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of images that are all kind of similar

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and then the AI can spit out images

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similar to the input the first way I

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tried to doing this is with a web-based

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client called Leonardo AI so Leonardo AI

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is an AI tool with a lot of generation

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capabilities but the one I played around

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with is the training in image model and

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then generating based on that

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unfortunately though I wasn't really

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able to get the results I expected the

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images all looked pretty much nothing

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like the images I inputed which were

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this kind of colorpop style to be fair

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though I am a total beginner of this

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program so if someone knows what I'm

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doing wrong feel free to let me know

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stable diffusion is also another AI

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model you can use to train and create

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new images but that's a bit of a complex

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topic so I think I'll leave that for a

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future video maybe so as you can see we

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have a few ways to create garden speaker

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designs from creating mood boards to

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creating some concept images and then

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playing around with the details of each

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of those Concepts it's pretty amazing

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the stuff you can create these days and

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this is definitely stuff that wasn't

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possible without being a total expert

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even up to a year ago it's pretty amaze

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bees so back to our main question can

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you automate creating product concepts

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with AI out of five with one being no AI

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won't seal your job and five being your

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fed I'd give it a 3.8 it's so insanely

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easy to create professional images now

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once you get over the hump of signing up

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for some of these AI programs you can

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start playing around with images almost

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instantly and play around with ideas a

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couple magnitudes faster than you could

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be however it's still really hard to

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control the output there's still a

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learning curve in actually creating the

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prompts and even if you know know what

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you're doing you're not really ever sure

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what you're going to get using AI is

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kind of like buying gas station Sushi

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you're never really sure what's going to

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come out the other end for more advanced

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stuff like training your own AI model

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the technical learning curve is even

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higher essentially it's another skill

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that you have to learn to get started

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although the potential is quite High

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also AI doesn't really have a sense of

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what makes a good product although you

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could say that about a lot of product

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designers Concepts like user experience

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usability manufacturability viability

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Etc are all left out of the concepting

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phase I haven't really seen anything

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solving his issues in the AI generation

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space so for now I think AI Concepts

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will continue to be a little shallow but

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gray AI will only get better what's your

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prediction for the future my prediction

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for the future is that AI product

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Concepts will go to a four or four out

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of five on the AI ceiling or job scale

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some of the current issues with AI

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product Concepts have to do with the

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learning curve which I think will

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probably be solved by these programs

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moving forward however I think the

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issues with AI not really knowing what

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makes good product are a bit harder to

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solve and since programs like mid joury

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are maxing out on image quality and even

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get better product Aesthetics I'm not

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really sure how much more it will

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improve maybe you can train AI model to

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be better usability but I don't know if

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you know let me know so that's it for

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this video I hope you learn a little bit

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more on how to generate and play with AI

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product Concepts join me in the next

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video as I continue to try and fully

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design a product with AI and see if the

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robot overlords are better than us at

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designing until then stay free humans

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and I'll see you in the next one see you

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later

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