Llama alt text generator, examined

This is the first thing to establish, because it separates this route from almost every page competing on the term. The request carries route, family, a text input bounded at 1 to 12,000 characters, and an optional instruction. There is no image field, no file upload, no drop target and no URL parameter. The engine has no vision and the page will not pretend otherwise.

What the model receives is an instruction to generate exactly the content the user's brief requests and to return only the finished content. So the pipeline is: you look at the image, you describe it, and a language model turns your description into an alt attribute.

Remote by family: the brief is transmitted, the allowance is 5 free runs per rolling 24 hours, and there is no account. The name refers to the workflow users arrive from. The route does not run Llama and has no affiliation with Meta.

The category's standard architecture is upload, caption, insert. It is genuinely good at one half of the problem and structurally blind to the other, and the split is worth being precise about.

A captioning model can enumerate what is in the frame. It cannot know what the image is doing on the page. The same photograph requires different alt text as a product shot, as a link to a case study, as evidence for the claim in the paragraph above it, or as decoration. Alt text is a function of role, not only of content, and role lives in the page rather than in the pixels.

This route inverts the split. It knows nothing about the pixels and everything you tell it about the role. That is a real limitation with a real compensation, and the pages state both rather than selling one and hiding the other.

The brief accommodates 12,000 characters to produce roughly 125. Treat that ratio as an invitation.

Step 1

Classify the image first: decorative, informative, functional or complex. The classification determines whether you should run anything at all, and generating before classifying is the category's characteristic error.

Step 2

Brief it fully: subject, action, any text rendered in the image, the surrounding paragraph, the link target, and the reason the image is on the page.

Step 3

Constrain in the instruction field, 300 characters: one sentence, under 125 characters, no image-of prefix. Then verify the output against the image, because it was written from your words and not from the picture.

Automated pipelines treat every image the same way, which is why they produce technically present and practically useless alt attributes. The classification is the work.

Decorative

Contributes nothing a reader needs. Correct answer is an empty alt attribute so assistive technology skips it. A generator pointed here produces a description of a divider, which is worse than silence.

Informative

Carries content the text does not. The alt attribute states what a reader loses by not seeing it, which is a judgement about your page rather than an inventory of the frame.

Functional

The image is the control: a link, a button, an icon. The alt text names the destination or the action. A caption of the icon's appearance is a failure here even when it is accurate.

Complex

Charts, diagrams, dense infographics. The alt attribute carries the takeaway, and the full content belongs in a table or long description on the page, associated with aria-describedby.

The convention has a mechanical basis rather than a stylistic one. Some screen readers pause or truncate around that length, so text past it may not be delivered as written, which makes brevity a property of the medium.

The consequence is that alt text is a compression problem with a hard edge. Everything cannot go in, so the question becomes what single thing a reader needs, and that is a decision about purpose.

Put the target in the instruction field rather than the brief, so it constrains the output rather than reading as part of the description, then count the characters on what returns. The instruction is guidance to a model, not a validator.

Search engines read the alt attribute, and an accurate description gives them real signal about the image. That is the defensible claim and it is also the entire claim.

The category sells more than that. One competing page offers custom SEO keyword insertion as a product feature, while another states directly that keyword stuffing can actively hurt rankings. Both cannot be good advice, and the second is the one supported by how the attribute is used.

There is no keyword field on this route. You can ask for a term in the instruction, and the page says so plainly rather than packaging it as a capability. If a term belongs in the description it will appear because it belongs, and if it has to be forced, the listener pays for it.

No, and the leading page in this category claims otherwise in its headline, offering automated WCAG and ADA compliance across thousands of images. That is a claim about a legal and organisational outcome, made by a captioning pipeline.

Conformance is a property of a site, assessed by people against criteria, and alt text is one requirement among many. An attribute that is present but wrong satisfies a validator and fails a reader, which is the exact failure automation produces at volume.

On this route the reasoning is even more direct. The description came from you, so the output can be no more accurate than your brief. We produce a draft line for a human to approve, and we claim nothing beyond that.

No image input, no vision, no file formats, no size limits, because no file is accepted. No bulk processing, no site scan for missing attributes, no CMS integration, no plugin, no browser extension, no API. Five runs per rolling 24 hours and one brief per run.

No language feature list. The model answers in the language you brief it in, which is a property of general models rather than a capability we built, and the page will not present it as one.

No history, no stored assets, no account. What the route is, exhaustively, is a text field, an instruction field and a model that turns the first into a short attribute under the constraints of the second.