Text-Image-Video Adoption Ladder
Adopt generative media in order of increasing production complexity.
- Difficulty
- Moderate
- Time to result
- ~months to results
- Steps
- 6
- Confidence
- 96%
The Text-Image-Video Adoption Ladder sequences generative-media adoption by increasing technical and production complexity. Text sits first because it is comparatively simple and already supported by mature tools. Image follows as generation quality, prompt control, and production workflows improve. Video comes last because it must coordinate visuals, motion, timing, continuity, and often audio. Teams use the ladder to phase experiments rather than waiting for every medium to mature simultaneously or attempting a full transformation at once. At each stage, they establish prompting practices, quality checks, rights policies, human ownership, and integration patterns that can inform the next medium. The sequence is a planning heuristic rather than a rigid law: organizations should still prioritize the use cases with the clearest value and manageable risk.
Origin
Extracted from Marketing Against The Grain's closing summary of how generative text, image, and video are progressing.
Core principles
- 01Generative media capabilities mature unevenly because their technical complexity differs.
- 02Text provides the earliest and simplest adoption layer.
- 03Image follows as quality and control improve.
- 04Video arrives later because it requires more complex generation and temporal consistency.
- 05Teams can learn governance and workflow lessons at each stage before advancing.
How to run it
- 1
Inventory Media Work
List recurring text, image, and video tasks along with their cost, frequency, risk, and current bottlenecks.
Pro tip Focus first on tasks with measurable turnaround time or production expense.
Watch out Do not assume every content bottleneck is caused by generation.
- 2
Establish the Text Layer
Pilot drafting, summarization, variation, or transformation tasks with explicit human review.
Pro tip Use text pilots to develop governance and evaluation habits cheaply.
Watch out Text's apparent fluency can hide factual errors.
- 3
Add the Image Layer
Introduce image generation for concepts and bounded production workflows, with finishing and rights checks.
Pro tip Connect generation to a production tool such as Canva or a professional design workflow.
Watch out Image tools may be powerful while still lacking mature interfaces, APIs, or legal clarity.
- 4
Pilot the Video Layer
Test constrained video use cases after the team can manage more complex assets and review requirements.
Pro tip Begin with short, noncritical clips or reusable 3D elements.
Watch out Video compounds visual defects with motion, continuity, audio, and authenticity concerns.
- 5
Carry Learning Forward
Reuse successful prompting, ownership, review, provenance, and integration practices at each new layer.
Pro tip Document which controls transfer and which must be redesigned for the new medium.
Watch out A text review process is not automatically sufficient for generated video.
- 6
Reorder When Evidence Warrants
Reassess maturity and business value regularly, changing the sequence when a later medium offers a clearer bounded win.
Pro tip Base advancement on approved-result quality, not demo excitement.
Watch out The market is changing too quickly for the ladder to remain static.
In the wild
A team starts with AI-assisted copy variations, then adds Midjourney concepts finished in Canva, and later pilots short generated product scenes. Each phase inherits documented ownership and review practices from the previous one.
→ The team expands capability while limiting simultaneous workflow and governance changes.
A gaming marketer with strong 3D expertise advances to video sooner by testing neural radiance field tools on a bounded environment demo while other departments remain focused on text and images.
→ The ladder adapts to organizational capability without discarding staged risk management.
Common mistakes
Treating the Sequence as Absolute
Business value, team expertise, and risk may justify adopting a later medium earlier.
Advancing on Demo Quality
An impressive example does not prove repeatable production quality, integration, or governance readiness.
Forgetting Compounding Complexity
Video introduces temporal, audio, authenticity, and continuity issues beyond those found in individual images.
Is it for you?
Best for
It is best for marketing leaders planning phased investment and experimentation across generative content formats.
Not ideal for
It is not ideal for teams whose highest-value use case justifies starting later in the ladder or whose text workflows carry greater risk than their visual ones.
From the transcript
“The sequence of this stuff is text, image, video in order of progression because text is the simplest, images are the next difficult, and video…”
“But we are seeing massive progress in all three.”
“image and video-based AI is gonna transform the way we create, the way we make, the way we tell our brand story and our company…”
From the episode
Midjourney V5 Update: Everything You Need To Know (#107)