What Logres does not promise

The clearest way to judge an AI visibility company is to listen to what it promises. No outside company controls an AI assistant, so some promises simply cannot be made honestly.

Here are the limits Logres follows.

We do not guarantee future results

Logres does not guarantee rankings, citations, recommendations, traffic, leads, revenue, or a particular return on investment.

AI answers can change with the assistant, model, wording, public information, and date. Anyone promising a specific future answer is claiming control they do not have.

We do not invent missing scores

Some scores need approved facts or enough saved answers to support them. When that information is missing, Logres marks the result unavailable and explains why.

A free scan is also not presented as a paid score or complete diagnosis. A precise-looking estimate can lead to bad decisions, so Logres does not fill an empty space just to make a report look complete.

We keep drafts and live changes separate

A proposed fix is not a delivered file. A delivered file is not a change on your website. A published change is not confirmed until a later website check finds it live.

Keeping these steps separate makes it clear what your team has received and what has actually changed on the site.

We do not claim that one change caused another

A later AI-answer check may differ after website work goes live. That timing is useful to review, but it does not prove that the website work caused the difference.

Models, products, and outside sources can change at the same time. Logres shows the sequence and leaves the cause unassigned when it cannot be proved.

Why these limits help you

Every result in a Logres report leads back to a saved buyer question, full answer, date, and source links shown. You can see what supports the result and where its limits begin.

If another company promises a guaranteed AI ranking, ask to see the actual answers and the basis for the promise.

Common questions

If nothing is guaranteed, what am I buying?

You are buying a dated check you can inspect, a clear diagnosis of visible public gaps, supported changes for review, confirmation of what goes live, and a later check when a fair comparison is possible.

Does Logres show before-and-after examples?

Yes. Logres can show the first answer, the approved work, the live website change, and the later answer. That sequence is useful, but it does not prove cause by itself.

Why leave a score unavailable?

Because an unsupported number is worse than no number. An unavailable result tells you which facts or source material are needed before a fair score can be made.

What Logres can show

FoundSaved answerA dated resultCan be shown

RecommendedNext actionReason based on public informationNeeds review

PromisedGuaranteed outcomeCannot be provedWe refuse it

Research notes

Sources worth reading alongside this note

These primary or first-party sources give more context for the ideas in this article. They do not prove anything about a Logres client or individual result.

1. 01

   Artificial Intelligence Risk Management Framework 1.0

   NIST

   A practical vocabulary for governing, mapping, measuring, and managing AI systems.

2. 02

   Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

   Lewis et al., arXiv

   Foundational research on retrieving explicit sources alongside model memory.

3. 03

   Introduction to structured data markup

   Google Search Central

   Google's documentation on making entities and page meaning machine-readable.

This guide is for information only. Logres checks AI answers for an agreed list of questions on a specific date. It cannot promise that an assistant will name, link to, or recommend a business later, and it does not predict rankings, traffic, leads, or revenue.