Quick Answer
An AI-generated image should not be treated as factual evidence merely because it looks realistic.
For conceptual, decorative or illustrative uses, that may not matter.
For instructional, product, construction or factual uses, the important depicted details need to be checked against an external source, locked design or specification.
If the image is allowed to invent details, label it mentally—and when appropriate editorially—as illustration, not proof.
Realism Created a False Sense of Confidence for Us
Our generated construction visuals could look polished enough to feel authoritative.
The problem was that the same object could change between images. Wheels moved. Frames changed. Structural relationships drifted.
A realistic render was therefore capable of contradicting the written plan while still looking convincing.
Illustration and Evidence Have Different Jobs
An illustration helps a reader imagine a concept.
Evidence supports a claim about what something actually is, looks like or does.
A conceptual image of “AI project drift” can be invented freely.
A diagram claiming to show the correct bracing of a physical structure cannot.
Use a Locked Specification for Factual Visuals
If a generated image depicts a specific designed object, define the object before generation.
Dimensions.
Components.
Relative positions.
Required views.
Features that must not change.
Then compare the output against that specification.
Consistency Across Images Is Its Own Verification Problem
Even if image one is correct, image two may quietly change the object.
Each factual view needs to be reconciled, not assumed to inherit correctness from the previous image.
Text in Images Deserves Separate Checking
Generated labels, measurements and signage can be wrong even when the surrounding visual is good.
For instructional graphics, we prefer adding critical text through a controlled design step rather than trusting generation to preserve exact wording and values.
Evidence Can Come From the Underlying Source, Not the Generation
An AI-rendered diagram can still be useful if it is a faithful visualization of verified data, dimensions or a locked plan.
In that case the evidence is the underlying source. The image is a communication layer built from it.
Google Also Treats Visual Content as Part of Search Visibility
Google's current generative-search guidance encourages high-quality images and video because they can create additional opportunities for content to appear.
For Worthy Trying, that makes useful visuals worth producing—but it increases the importance of making factual visuals trustworthy rather than merely attractive.
Worthy Trying Verdict
Decorative AI images: Fine when appropriate
Conceptual illustrations: Useful
Factual/instructional images: Verify important details
Realism alone: Not evidence
Best safeguard: Locked source or specification
The lesson: An AI image can explain verified information. It should not manufacture the information it is supposed to prove.