Make product specifications answerable without a sales engineer
Your specifications are complete, correct, and buried in a PDF that a buyer will not open. So they email a sales engineer to ask what is on page nine.
No credit card. Live in an afternoon.

What a manufacturer actually gets asked
Both columns matter. The right-hand one is what a reader is really checking for, so it is on the page rather than in a footnote.
Answered from your own pages
The reply is the answer, with a link to the page it came from.
- “What's the operating temperature range?”
- “Is this compatible with a 24V supply?”
- “What certifications does it carry?”
- “What are the lead times on this line?”
- “Do you have a CAD file for this part?”
Handed to a person
Declined plainly, then routed with the whole conversation attached.
- “Can you quote for 5,000 units?”
- “Would it work in our specific rig?”
Each of these arrives with the whole conversation attached, so whoever picks it up starts from what the customer already said rather than from a one-line message.

Technical answers depend on a small number of people
Specification and compatibility questions route to sales engineers because nobody else can answer them. That is a slow, expensive bottleneck on questions that are, in almost every case, documented in a datasheet you already publish.
- Buyers email to ask what a published datasheet already states
- Compatibility questions all queue behind the same two people
- Specifications live in PDFs that no site search can read usefully
- International buyers wait a full day for a factual answer
You have already written most of it
Point the crawler at these four and the assistant has what it needs. There is nothing to re-author, and nothing to keep in sync afterwards.
- 01
Datasheets and specifications
Uploaded as documents — PDFs the site search cannot read.
- 02
Product and range pages
What each line is for, in buyer language.
- 03
Certifications and compliance
What you hold and what it covers.
- 04
Lead times and logistics
The published version of what sales gets asked daily.
Datasheets, made answerable
Upload the documentation alongside your crawled site and specification questions become answerable in plain language, with a citation pointing at the document the figure came from.
- Documents as sources
- Datasheets and manuals sit alongside crawled pages in the knowledge base.
- Cited to the document
- The buyer gets the figure and the source, so it can be verified before an order.
- Ask in the buyer's terms
- Semantic matching handles the gap between trade vocabulary and your part naming.
- Complex specification escalates
- Anything needing engineering judgement reaches a person with the thread.
Free your sales engineers for the hard questions
The value of a sales engineer is in application advice and non-standard requirements, not in restating a tolerance from a datasheet. Removing the lookup work from their queue is a direct capacity gain on the questions that actually win orders.
Precision or refusal, never an estimate
In industrial supply an approximated figure is worse than no figure, because a buyer may specify against it. The bot quotes what the document states and declines when the document does not state it.
PDFs become answerable
A datasheet uploaded as a document is searchable in plain language.
Page nine, in one sentence
Buyers stop emailing to ask what a published specification already states.
Sales engineers freed
The small number of people who can answer stop being the bottleneck.
Any timezone, factually
International buyers stop waiting a full day for a published number.
Precision or a refusal — never an estimate
In a specification question a plausible answer is worse than none, because somebody will design around it. The assistant quotes the figure from your datasheet or it declines; it does not interpolate between two published values and it does not judge whether something suits an application it cannot see.
- Published specifications: quoted exactly, with the source document named
- Suitability for a specific rig or application: routed to an engineer
- Volume pricing and quotations: a person, always
- Uploaded documents are indexed without being published on the web
Uploads are snapshots. When a datasheet revision goes out, the old one keeps answering until you replace it — which is the one piece of upkeep this does not remove.

What a manufacturer asks first
Short answers. If yours is not here, the assistant on this page will try it — and tell you honestly if it cannot.
Can it read PDF datasheets?
Documents can be uploaded as knowledge sources alongside crawled web pages, so specification material that only exists as a document is still answerable and citable.
Will it estimate a specification it cannot find?
No. It answers from indexed material and refuses outside it. In this sector that refusal is the feature — an invented tolerance or rating could end up in someone's design.
Can it give lead times?
It can state what you publish about typical lead times, cited. Live availability depends on your ERP rather than your website, so specific order questions escalate.
Keep reading
All solutionsFrom the blog
All posts- BuildingClinics: when fluent answers are unacceptableFor clinics and health-adjacent sites, AI support must refuse outside published admin facts. Fluency without grounding is unacceptable.Read
- BuildingAgencies: one bot, many client knowledge basesHow agencies should run AI support across clients: separate knowledge bases, domain locks, and evaluation per property.Read
- BuildingLocal services: hours, areas, and the lies maps createFor local service businesses, ground AI support on your published hours and service areas — not on whatever maps currently invent.Read
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Every answer cites the source it came from. When there isn't one, it says so — and hands the visitor to you.
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