Constellation ShortList™ GenerativeAI Applications for Content Generation (Image, Video)

Communicating and storytelling through visual imagery is core to brands as they creatively express ideas, spark inspiration, and cement relationships. From pictures to videos, from demos to graphics, organizations lean into visuals to teach, explain, inspire, and entertain. But for many, creating those expressive visual moments has been limited and even prohibitively costly. Thanks to generative AI models, a simple prompt can turn into a creative experience, without lengthening the to-do list of already stretched-thin creative teams or without the hefty invoice from external contractors or agencies. Thanks to new generative foundation models and large language models capable of ingesting and understanding descriptive prompts, creative work has been accelerated and for some, democratized in new and exciting ways.

The concern for many organizations is that images or videos created by generative models still maintain the quality and compliance standards set for brand communications while also meeting the company-wide legal and compliance guidelines. This has increased demand for GenerativeAI content creation applications, including tools, audits, and guardrails to ensure images are commercially ready for enterprise use.

In the earliest releases, image-generating applications focused on the quality of asset output, adding capabilities to help users refine or optimize prompts by including preset style templates or libraries to achieve a desired look. But as models have improved and applications have added capabilities, expectations continue to evolve as enterprises now expect applications to have access to multiple models for improved model fit for the creative task at hand. Users also expect high-fidelity photorealism, with everything from skin tone and texture to motion and color delivered.

The field of applications is also shifting to offer separate, differentiated solutions best suited for casual users and those ideal for business enterprise users. Tools best suited for casual users have not been included in this assessment. However, tools that appeal to both types of users or that offer “freemium” or lower-cost tiers have been considered for this list.

In the coming year, Constellation Research expects to see even higher expectations for these generative applications, including more enterprise-grade security and safety controls, ensuring that the generated outputs are commercially viable and safe to use. Users already expect more depth and hyper-realism in output, but also expect improved text application and rendering within generated images and video. Applications have increasingly improved both 2D and 3D generation and limited editing and refinement, but expect to see further advances in 3D capabilities, especially as augmented reality (AR) and virtual reality (VR) use cases expand.

This is a rapidly evolving category that will likely see significant shifts in both buyer expectations and vendor capabilities. What started as standard text-to-image interfaces has already evolved into more comprehensive, feature-rich platforms, and we can expect to see more voice-as-UI advancements as LLMs and generative foundation models advance. This category will also evolve to address consumer needs that influence creative direction, specifically trends pushing for artistic authenticity rather than overly perfected hyper-realism. Consumers are looking for accuracy but also expect natural, human imperfection, which could be the next trend brands seek in imagery and video.

Threshold Criteria

Constellation considers the following key criteria for these solutions:

• Ability to generate photo-realistic image, illustration, vector graphic, or video based on specific attributes outlined in a user’s prompt
• Multiple iterations or variation generation from a single prompt
• Advanced tools offer conversational interfaces for prompt and editing
• Tools to refine, edit, or regenerate specific attributes of output, including generating multiple iterations from a single prompt
• Text-to-image, image-to-image and image-to-video capabilities
• Advanced tools will also offer generation of 3D modeling and rendering, including mesh, texture, and lighting controls
• Image and style reference controls
• Tools for size and scale selection, including aspect ratio controls
• Capacity to understand user intents, needs, and context. Capacity to understand negative commands for content exclusions
• Advanced tools will deliver capacity to include AI provenance, watermarking, or authenticity indicators to address copyright, fair use, and plagiarism concerns
• Model training and augmented retrieval for brand style and brand safety controls
• Collaborative workspaces for review, recommendations, markups and approvals
• Automated workflows with advanced solutions offering agentic AI functionality for multi-agent orchestration
• Natural Language Processing (NLP) and Natural Language Understanding (NLU) capabilities
• Native integration to LLMs. Advanced solutions will offer LLM-agnostic platforms to leverage enterprise-selected or approved LLMs and industry-specific pre-trained models.
• Security, privacy, authentication, and compliance controls
• Support for multiple standard languages. Language localization and globalization expansion on near term roadmap
• AI-powered “agents” for automated workflows, including prompt recommendations, output refinement including personalization recommendations based on need, campaign, or brand intelligence
• Scalability and infrastructure capacity for lightning-fast generation and output
• Robust roadmap for new innovation, research and development
• Style, texture, and scene library that can be used as common reference material
• Research capabilities to generate copy based on web research
• Integrations with common creative and workflow tools, including design platforms, document, asset management, and professional creative tools. Advanced offerings will include integrations with marketing and commerce tools.
• Access to enterprise-grade professional services, including access to optimize or specialize fine tuning or custom training offerings
• Tiers of access suitable for increasing levels of access, quantity, and specialization or customization

• Strong partner ecosystem and user community

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Constellation evaluates more than 20 solutions categorized in this market. This Constellation ShortList is determined by client inquiries, partner conversations, customer references, vendor selection projects, market share, and internal research.

• ADOBE FIREFLY

• ELEVENLABS FLUX

• GEMINI PRO IMAGE 3 (NANO BANANA PRO)

• IDEOGRAM

• LEONARDO.AI (CANVA)

• MIDJOURNEY

• STABILITY AI

Frequency of Evaluation