TL:DR

Using a random spread of AI Image generators, evaluate the sign-up process, from the offer versus reality and eventual output. Demonstrate quality degrees using the same prompts, contrast against amendment flexibility, what each is best at and credit cost (real value).

Creative interpretation of the human mind”

Elements indicating continuous learning, course listings and interactive learning tools, and seamless student and faculty portals.

⸺ Image prompt ⸺

Visualising without Frontiers

Conceptualising

Specific Aesthetic

The core benefit is generating a high volume of diverse visual concepts quickly. Designers can use the AI platforms to visualise in seconds, saving hours of manual sketching or searching for stock.

Rapid Concepting

The principle benefit is generating a high volume of diverse visual concepts quickly. Designers can use the AI platforms to visualise initial ideas, mood boards, or multiple design variations in seconds, saving hours of manual sketching or searching for stock imagery.

Style and Aesthetic Discovery

By using the same prompt across 10 different platforms, designers can discover the unique style bias of each AI model. This helps them learn which platform is best suited for a abstract art, for hyper-realism or digital landscapes.

Abstract Art Example Prompt is specifically designed for this.

Pushing Creative Boundaries

Use highly abstract and metaphorical prompts;

  • Learner evolving and expanding their skills
  • Linking neurons and grids

These encourage the AI to interpret ideas creatively, often generating visuals a human designer might not have initially considered. This can breakdown creative blocks and lead to novel solutions.

Technical Proficiency

prompt skills

adherence

workflow

This experiment directly tests and refines prompt engineering skills. Designers learn what specific keywords, style descriptors, and technical instructions (i.e aspect ratio, specific themes like 3D flavours and mobile payment) yield the best results on different models.

Platform Benchmarking

Image Quality

Which free platform offers the sharpest, most professional-looking output?

Prompt Adherence

For complex instructions

The two prompts requiring a complex sign object with no words and a transparent background are perfect for testing adherence to specific technical requirements

A budget prioritise tools at different project stages.

Credit/Cost Efficiency

For free tiers, understanding the credit limits;

  • Canva’s 30-day limit
  • NightCafe’s 20 max credits
  • OpenArt’s 40 max credits 

Workflow Integration

Identifying which platform is the fastest and most reliable for specific tasks (like generating icons, textures, or full scenes) allows a designer to streamline their workflow, using AI tools for repetitive tasks and dedicating more time to high-value creative work.

Prompt Mastery 

The experiment directly tests and refines prompt engineering skills. Designers learn what specific keywords, style descriptors, and technical instructions (like aspect ratio: 9:16, or specific themes like 3D flavours and mobile payment) yield the best results on different models.

Testing the AI

⸺ Human Prompt #1 ⸺

“Creative interpretation of the human mind, elements indicating continuous learning, course listings and interactive learning tools, and seamless student and faculty portals”

Microsoft Designer / Bing Image Creator

Creative interpretation of the human mind, elements indicating continuous learning, course listings and interactive learning tools, and seamless student and faculty portals.

Adobe Firefly

Creative interpretation of the human mind, elements indicating continuous learning, course listings and interactive learning tools, and seamless student and faculty portals.

Leonardo AI

Creative interpretation of the human mind, elements indicating continuous learning, course listings and interactive learning tools, and seamless student and faculty portals.
Creative interpretation of the human mind, elements indicating continuous learning, course listings and interactive learning tools, and seamless student and faculty portals.

Craiyon

Digital connected landscape, showing depth and perspective, linking neurons and grids with a subtle technique | 9:16
Digital connected landscape, showing depth and perspective, linking neurons and grids with a subtle technique | 9:16

DreamStudio

Token model

Developed by Stability AI

Using the Stable Diffusion model, this text-to-image diffusion model is targeted for everyone, from hobbyists to professionals. Typically adopting the credit-based system the complexity/size of the image determines the credit cost per generation.

Creative interpretation of the human mind, elements indicating continuous learning, course listings and interactive learning tools, and seamless student and faculty portals.
Creative interpretation of the human mind, elements indicating continuous learning, course listings and interactive learning tools, and seamless student and faculty portals.

AI examples

Aesthetic Quality: Again pushing the boundaries. Very foundational art.

⸺ Human Prompt #2 ⸺

“Slight emphasis on the colour orange, art imagery and experimental typography, gradient overlays, art installations, and subtle animations to create a cutting-edge aesthetic that reflects a lab studio’s innovative approach to digital design.”

Freepik AI Image Generator

Token model

Freepik provides a free tier with a certain number of credits for AI image generation, along with a vast library of other design assets.

It also provides various models and fine-tuning options.

A comprehensive landing page for russellwebb.co.uk, a creative digital business that emphasises design experimentation, digital visuals, and cutting-edge technology. The site features a modern, experimental design with multiple sections showcasing innovative work and industry trends.
Creative interpretation of the human mind, elements indicating continuous learning, course listings and interactive learning tools, and seamless student and faculty portals.

AI examples

Technical Adherence: The extreme detail adds value at every level.

ImageFX (Google)

AI examples

Aesthetic Quality: AI cannot cope with text. Therefore, eliminate any word preferences, (unless your purposely looking for an alien’ language aesthetic)


Token model

It’s free to use with a Google account and offers “expressive chips” to easily modify prompts. You can also access Imagen 3 through Google Gemini.

Emphasis on the colour orange, art imagery and experimental typography, gradient overlays, art installations, and subtle animations to create a cutting-edge aesthetic that reflects a lab studio's innovative approach to digital design.
Emphasis on the colour orange, art imagery and experimental typography, gradient overlays, art installations, and subtle animations to create a cutting-edge aesthetic that reflects a lab studio’s innovative approach to digital design.

⸺ Human Prompt #3 ⸺

“Represent a creative lab environment for experimenting with a gallery of images, with data visualisation, AI tools and immersive typography through to animated brand identities, tinted to pop art orange and candy red.”

NightCafe

OpenArt

Represent a creative lab environment for experimenting with a gallery of images, with data visualisation, AI tools and immersive typography through to animated brand identities, tinted to pop art orange and candy red.

Comparison matrix 

Over a set period with my designer head on, I logged my results. Initially focusing on what the tool is best for, other dependents became important criteria (like cost and flexibility).

Model/Engine
Aesthetic Quality (Image Quality)

Creative Interpretation (Prompt Adherence)

UX/Efficiency & Cost

Workflow Integrations (Specific Tasks)
Overall Best For
Microsoft DesignerDALL-E 3(Rating 1-5) & CommentsAdherence: (Y/N) on “No Words” & “Transparent BG”(Rating 1-5) & Style NotesSpeed/Credit cost (e.g., Fast/Free)Depth of 3D believe-ability.
This AI represented every word from my prompt – it also added that something extra.
Adobe FireflyFireflySpeed/Credit cost (e.g., Medium/Generous Free)
Canva(Magic Media/DREAM)Speed/Credit cost (e.g., Fast/30-Day Limit)
Leonardo AI(Specify model used)Speed/Credit cost (e.g., Medium/Generous Daily Tokens)Very detailed which contributed to the believe-ability factor. Also succeeded in spiking my imagination, and in-turn fixed my creative vision. So a double-win
Craiyon(DALL-E mini variant)Speed/Credit cost (e.g., Slow/Unlimited Free)Now I was iterating on the iterated prompts, and understanding the ‘…more you give’ concept.
However, despite lacking a glossy 3D checklist layer, the tool was successful in meeting the deeper, conceptual, or foundational need of kick-starting your initial brainstorming mode.
DreamStudioStable Diffusion
Best of the bunch. In depth and appropriately style creative mind visuals, with variations and within the specified colour space. Enough crest flexibility to iterate, to amend and achieve a desirable result. My Top Pick.
Freepik(Internal/Stable Diffusion)Speed/Credit cost (e.g., Medium/Limited Free)Creative Interpretations: Although variation on ta them, the initiation first stage output did pump those creative juices. Realistic and sometimes) very abstract representations of prompt. A close second place.
ImageFX (Google)Imagen 3Speed/Credit cost (e.g., Fast/Free)Similar to Freepik, this engine also competed in the Top 3. Followed direction, with a familiar UI, provided flexibility to iterate with enough credits and delivered an appropriate level of creativity.
NightCafePolloSpeed/Credit cost (e.g., Slow/20 Max Credits)Boss of Bosses: The secret is to employ an AI that employs an AI and NightCafe has that to perfection.
The big takeaway for this engine is the credits enable a simple experiment with image-to-video conversion. Regarded as Premium functionality, this elevates their offer to my Top 3.
OpenArt(Specify model used)Speed/Credit cost (e.g., Medium/40 Max Credits)This engine needs a differentiator. Similar to Freepik and NightCafe, with a familiar interface as an end user I have to ask what is the benefit FOR ME.
Currently, I don’t see it.
Platform 10(Name)Speed/Credit cost

Conclusion

Image Quality

Prompt Adherence

Diversity

For grading or evaluating AI image generators I used Image Quality, Prompt Adherence, and Diversity.

Quantitative metrics

Image Quality

Aesthetic and technical excellence

Realism/Fidelity

Detail and Clarity

Artifacts

Prompt Adherence

Text-to-Image Alignment

Content Accuracy

Attribute Accuracy

Composition

Diversity

Aesthetic and technical excellence

Mode Coverage

A full spectrum of visual concepts the AI was trained on, avoiding repetition.

Stylistic Range

Novelty