What this service helps you solve
Unsupported claims and contradictory company details make a business harder to evaluate. AI visibility begins with trustworthy source material, not a file that instructs an assistant to recommend you.
What we deliver
An entity audit, content priorities, evidence requirements and a repeatable monitoring method.
Entity consistency
Align services, leadership, contact information and verified external profiles.
Evidence-led content
Improve explanations, comparisons, project context and attributed sources.
Discovery monitoring
Review a defined set of relevant prompts and record observations without treating them as universal rankings.
What changes for your business
- A more coherent public company identity.
- Useful information that stands on its own.
- A transparent way to observe changing AI search behavior.
Technology and implementation choices
Crawlable HTML and coherent internal links remain central. Structured data describes visible facts; it does not force a model to cite or recommend a company.
How the work moves forward
01 / Find gaps and contradictions in the public information
Find gaps and contradictions in the public information.
02 / Publish stronger source pages and connect related topics
Publish stronger source pages and connect related topics.
03 / Track observations and improve the underlying evidence
Track observations and improve the underlying evidence.
Who this is for
B2B services, technology, retail and organizations with complex offerings.
Related work
Explore these published project records for context. Their documented scope is shown on each project page; they are not evidence of every capability described above.
Questions before you start
Can you guarantee that ChatGPT will recommend us?
No. Generative systems are outside our control and their outputs vary by query, context and access to sources.
Do we need an llms.txt file to appear in AI answers?
No special file should be treated as a guarantee of inclusion. Accurate, accessible content and a credible business presence remain the practical priorities.
Connected services
Let’s define the right next step.
Tell us what your business needs to achieve, what you already have and where the current experience falls short.

