In this article
- Alt text is about purpose, not inventory
- Decide whether the image needs words
- How to prompt an AI assistant
- Examples of good decisions
- Avoid common failures
- Editorial review checklist
- Four categories of website images
- AI alt text examples: useful versus weak
- A reliable AI-assisted writing process
- Complex charts need more than a sentence
- Review content accuracy and respectful language
- AI alt text: the editorial standard
- How to handle images containing text
- FAQ
- Related ThriftBeam guides
AI-assisted research, source-checked and reviewed by a human editor. How we work
AI alt text is most useful as a contextual first draft that an editor checks for accuracy, accessibility, and the image’s purpose. Learn when AI can help draft image alt text, how to review it, and when decorative images should use empty alternative text. The steps below emphasize real-world verification rather than assuming a tool’s output is automatically correct.
Alt text is about purpose, not inventory
Alternative text helps convey an image’s meaning to people who cannot see it. A useful description depends on why the image appears in a particular page. The W3C Web Accessibility Initiative emphasizes context: a photo of a bird on a park website may need a different description than the same photo in a species-identification guide. AI can propose wording, but it cannot reliably infer the publisher’s intent from pixels alone. The editor must supply the context.
Decide whether the image needs words
Not every image deserves descriptive alt text. An informative photograph that conveys essential information usually needs a concise alternative. A decorative flourish that adds no information may need an empty alt attribute rather than a spoken description. Functional images such as icons inside buttons should communicate the action, not the icon’s shape. Charts and diagrams may need a short alternative plus a longer explanation or adjacent data table. Follow the W3C decision tree instead of applying one template to everything.
How to prompt an AI assistant
Provide the image and the surrounding heading, caption, link target, and page purpose. Ask for a short description conveying the relevant meaning, with no invented identities or emotions. For an image that serves as a link, ask what the link does. Request one sentence where possible. Then compare the output with the actual image. AI may miscount people, misread text, invent objects, or confidently describe an inaccessible detail.
Examples of good decisions
A portrait on an author bio might use ‘Portrait of [verified author name]’ if the identity is known. The same portrait used only as a background decoration may need empty alt text. A magnifying-glass icon next to a search control should be labeled by the action: ‘Search.’ A line chart showing growth should include the key trend in text, while detailed values should be available in an accessible table. The goal is to give equivalent information, not to narrate every pixel.
Avoid common failures
Do not begin every description with ‘image of’ when context already makes that clear. Avoid keyword stuffing for SEO. Never invent a person’s disability, ethnicity, mood, or identity. Do not paste a long paragraph into alt text when the information belongs in the article body. In a screenshot of an app, describe the relevant interface state rather than every visual decoration. Check the published page with a screen reader or accessibility tool if possible.
Editorial review checklist
Ask: What is the image doing here? Is it informative, decorative, functional, or complex? Does the generated wording match the visible content? Is it concise? Does it duplicate nearby text without adding value? Does an interactive element have an accessible name? The W3C images tutorial provides examples. AI should help the author make this decision, not replace it.
Four categories of website images
An informative image conveys meaning, such as a photo showing a product’s physical condition. A decorative image adds atmosphere but no essential information. A functional image performs an action, such as an icon that opens search. A complex image carries data or relationships that need a fuller explanation. W3C’s images tutorial describes these categories and why the correct alternative depends on context.
Classify an image before asking AI to write anything. If the image is decorative, the best result may be an empty alt attribute rather than a generated sentence.
AI alt text examples: useful versus weak
| Context | Weak alternative | Better approach |
|---|---|---|
| Search button icon | Magnifying glass | Search |
| Product damage photo | Photo of a laptop | Scratch across the laptop’s upper-left lid |
| Decorative abstract background | Blue shapes and lines | Empty alt text |
| Sales chart | Graph image | Short trend summary plus accessible data |
These examples are illustrative. The best exact wording depends on the surrounding text, whether the image is a link, and which information the reader would otherwise miss.
A reliable AI-assisted writing process
- Supply the actual image and its page context.
- Tell the assistant what the image is meant to communicate.
- Ask for one concise alternative without guessing identities or unseen details.
- Verify every visible claim in the proposed wording.
- Check whether the same information is already adjacent to the image.
- Test the result with assistive technology or an accessibility review where possible.
Do not ask a model to create alt text from a filename alone. A file named ‘team-success-final.jpg’ may depict an event completely different from the assumed concept.
Complex charts need more than a sentence
Alt text cannot efficiently convey twenty data points or a complicated process map. Provide a short identification of the graphic, its main message, and a longer description or table in the page. For example, a line chart might be introduced as showing a steady rise followed by a decline, while the adjacent table contains the exact values. The accessible alternative should let a reader understand the same conclusion as someone viewing the chart.
W3C’s complex-image guidance gives examples of separating a compact alt attribute from a full description.
Review content accuracy and respectful language
An image model might guess a person’s identity, ethnicity, mood, or medical condition. If the detail is not relevant and verified, omit it. Describe observable actions and the meaning relevant to the page. Also check product labels, screenshots, and numerical displays carefully; visual recognition models can misread small text. An author who has the context should review the proposed wording.
Accessibility is not an SEO trick. Descriptions that repeat the focus keyword several times can make screen-reader experiences worse without improving understanding.
AI alt text: the editorial standard
Use AI alt text as a draft that a human editor evaluates against purpose, context, and the image itself. Write functional labels for actions, empty alternatives for purely decorative images, and richer equivalents for data-heavy visuals. The measure of quality is whether the reader receives the relevant information, not whether a plugin displays a green indicator.
How to handle images containing text
If important text appears inside an image—such as a warning label, process step, or infographic—the accessible equivalent should include that essential wording or provide it nearby as real page text. A vague phrase such as ‘safety notice’ is not enough if the notice tells a reader what action to take. For logos or branded wordmarks, the name may be meaningful; for an image functioning as a link, prioritize the destination or action. Avoid embedding crucial instructions only as pictures.
AI may offer an attractive description of the visual style while overlooking the image’s actual information. Ask the editor to compare the proposed alt text with the purpose of the page. A description that is accurate in isolation can still be wrong in context. Review the page as a whole: headings, captions, visible labels, and alt text should complement rather than needlessly repeat each other.
FAQ
Is AI alt text always accurate? No. Should decorative images have a description? Often they should have empty alt text. Is there an ideal word count? Context matters; prioritize brevity and meaning. Can keywords improve alt text? Use relevant words naturally, never at the expense of accessibility.
Reviewed October 22, 2026. Verify current product documentation and local requirements before relying on this guide.





