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AI for application engineers

Applied Intelligence

Application engineering across the eight industrial domains. Kabaido reads RFQs and POs the way an application engineer would: every value typed, normalised and cited to the customer's own words before any matching begins.

Structured requestIntent: Quote
Email · Dave HutchinsRFQ - tooling for new aerospace job

Can you quote the following please, needed by 26th June: 10 off 10mm 4FL carbide endmill AlTiN coated, LOC 30 min

RFQ-2026-aero.pdf
  • L110×10 mm 4 flute carbide endmill, AlTiN, LOC 30 mm min
  • L25×6 mm 2 flute ball nose endmill, uncoated
  • L320×6.35 mm (1/4 in) 3 flute square endmill, TiAlN

Every value cited. Missing details become questions, never guesses.

+1 more line

Envelope first

Structured first, whatever arrives

Whatever form the request takes, it becomes one structured envelope before anything else happens. Envelope first and always.

Pasted text
An email body or a handful of lines pasted straight in. The structured envelope comes first, whatever the formatting.
PDF
An RFQ or purchase order arriving as a document is read into the same envelope, page by page.
Spreadsheet
A line list arriving as a spreadsheet becomes typed request lines with normalised units.
Image page via vision
A photographed or scanned page is read by vision. Every extracted value still carries its source span.

A forwarding email address per organisation is on the roadmap.

Application context matters

A match is not a keyword hit. Kabaido reads the application context and turns it into a fit rating you can audit field by field, so a recommendation can be checked rather than trusted.

Workpiece material
Read here as 316 stainless. A coating or substrate suited to stainless scores differently from one ground for aluminium.
Operation
Slotting, profiling or finishing changes which geometry fits. When the request does not state the operation, the field stays open and is asked, not assumed.
Machine
Read here as BT40 VMC. Taper and spindle bound the holder and the shank that can run on it.
Tolerance
A stated tolerance narrows the candidates that can hold it. Left unstated, it becomes a clarification rather than a silent default.

The same fields carry through to matching, costing and the quote. See how a matched line is priced on Configure.

Cite or abstain

Every value points back to the text that produced it

Every extracted attribute carries a source span, so a quoted value can be checked against the customer's own words. When the request does not state a value, the envelope carries a clarification instead of a guess.

Cite or abstain

Email · Precision ComponentsRFQ - tooling for new aerospace job

10 off 10mm 4FL carbide endmill AlTiN coated, LOC 30 min

Resolved line, fully specified10x 10 mm 4 flute carbide endmill, AlTiN, LOC 30 mm min

Every value points back to the customer’s own words. Open a chip to read the slice it came from.

The knowledge core

Four industries, eight knowledge packs

Customers self identify by what they make: sawing, machining, cutting or grinding. Beneath the four sit eight knowledge packs, each carrying the attribute dictionaries, abbreviation lexicons and unit conventions the work leans on.

Applied Intelligence

An AI grounded in the eight domains of application engineering

Select a pack to see the real attributes it reads and a messy phrase it understands. The packs supply the vocabulary; your own data supplies the truth.

One understanding, eight knowledge packs

8 knowledge packs

Kabaido reads the whole world your customers buy, not one product line.

Cutting: a messy phrase, understood

1/4 EM

A quarter-inch endmill, read as 6.35 mm with the original size kept.

Grounded, not trained

Competence does not come from a bigger model guessing. It comes from your own catalogue, configurators and services, read through the domain knowledge packs.

When Kabaido recommends a part or prices a special, the answer is drawn from the products you sell, the configurators you have set up and the services you offer. The packs supply the vocabulary; your data supplies the truth. Nothing is invented to fill a gap.

Your data stays yours. There is no training on customer data, and our AI provider is configured for zero retention.

Engineered for cost as well as accuracy

Retrieval is database-native and AI is applied surgically.

Kabaido runs a two-model design. Reading and structuring runs on claude-haiku-4-5 by default, and the pipeline escalates to claude-sonnet-4-6 only when a request needs deeper reasoning.

This is why credits are priced the way they are. See pricing.

Send us the last RFQ you quoted

See what Applied Intelligence does with it.