ASK VULCAN

Ask Vulcan

The brief in motion

Ask Vulcan: Grounded Answers, Not Guesses

Grounded answers, not confident guesses

Ask Vulcan answers questions about AI data center infrastructure, cooling, and retrofit economics using only Vulcan AI's own published corpus: the service pages, the insight articles, and the FAQ. It does not draw on open-ended web training data to fill gaps, and it does not invent a capability, a client, or a number to sound more useful. When the corpus does not cover a question, it says so and offers to connect you with Jon directly.

How the grounding actually works

Every question runs through the same pipeline: retrieve the most relevant passages from the corpus, rerank them for actual relevance to the question asked, and generate an answer built only from what was retrieved. The sources behind each answer are shown, not hidden behind a generic disclaimer, so you can check the claim against the source yourself.

01
Retrieve
the question is matched against Vulcan AI's published corpus
02
Rerank
candidate passages are reordered for relevance to the specific question
03
Answer
a response is generated only from the retrieved passages
04
Sources shown
the documents behind the answer are listed alongside it

How a grounded answer gets built

What happens when the corpus does not know

An honest gap is worth more than a plausible-sounding guess, especially on questions of engineering credentials and capability. If nothing relevant comes back from the corpus, Ask Vulcan says so directly instead of generating an answer that merely sounds right, and the question itself gets logged so the underlying content can be filled in.

22source documents in Vulcan AI's grounding corpus

6passages considered per answer, at most

1 ruleanswer from retrieved evidence, or say so plainly

What grounds every answer

Built for people and for agents

The same grounded answers are available to AI agents acting on behalf of their principals, not only to human visitors. An agent asking on a client's behalf about rack density thresholds or retrofit timelines gets the same sourced answer a person would, because the underlying corpus and rules do not change based on who is asking.

Ask Vulcan1

answers only from Vulcan AI's own corpus; sources shown; gaps admitted

Generic chatbot1

answers from broad web-scale training; sources rarely shown; gaps often filled with a plausible guess

Ask Vulcan versus a generic chatbot

Next step

Ask a question

Try Ask Vulcan directly, or read the FAQ for the questions that come up most often.

Ask Vulcan

Questions about the build, the cooling, or the numbers