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How it works

How Kabaido turns a request into a quote

Follow one customer request from the inbox to an accepted quote. Kabaido reads it, structures every line with values cited to the customer's own words and returns a priced quote you can send. Three steps: read, resolve, respond.

Morning, can you price up for the Ashworth account please: 10 off 10mm 4 flute TiAlN square endmills, 25 off ER32 6mm collets, and 5 off 200 x 20 alox surface grinding wheels. Many thanks.

Quote draftReady to send
  • 10 mm 4 flute square endmill TiAlNHX4F-010-TA10 × £46.82
  • ER32 precision collet 6 mmER32-0625 × £11.95
  • 1A1 straight wheel 200 x 20 x 31.75 aluminium oxide 60K vitrified1A1-200-20-AO5 × £68.40
Ashworth Aerospace LtdTotal inc VAT£1,330.74

Step 1, Read

The request as it arrived

An RFQ rarely arrives tidy. It comes as an email body, a PDF attachment, a pasted line list or a photographed page. Kabaido reads whatever form it takes and turns it into one structured request: each line typed, quantities pulled out and the intent recognised as a quote.

Nothing is normalised away in silence. Each structured line keeps a cited value that points straight back to the words the customer wrote, so the reading can be checked before anything is matched or priced.

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
  • L44×ER32 collet 6 mm

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

Matched, priced and quoted next

Step 2, Resolve

Every line typed, every value cited

Reading is only the start. Resolving turns a clean line into a fully specified one: units normalised, abbreviations expanded and every defining value, diameter, coating and length of cut, carried with the slice of text it came from. Open a chip in the demonstration to read that slice.

When a line does not say enough to price, Kabaido does not fill the gap. It marks the line as not enough to price and asks one clear question instead of inventing a diameter, a coating or a quantity. Switch the demonstration to the vague request to see that path.

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.

Step 3, Respond

Matched, configured and priced

With every line resolved, Kabaido matches your catalogue, configures the made-to-order parts and prices the result against your own rules. A custom carbide endmill is one configured line; the finished quote pulls the whole request together.

A made-to-order line, configured and priced

The custom part runs through its configurator: matched stock, ground and coated to spec, with a run total and a lead time. Change the diameter to see the price move.

Custom carbide endmill

This is the part

10 mm4 fluteTiAlN

Change diameter

Run total

£173.36

Lead time 12 days

Matched stock CR-10-080
  1. Carbide rod 10 x 80 h6£11.40
  2. Ground and coated to your spec
  3. Configured price£173.36

Illustrative rates.

The finished quote, ready to send

Every resolved line lands on one branded quote with its account discount applied and a total inc VAT. This one was priced and accepted by email.

Morning, can you price up for the Ashworth account please: 10 off 10mm 4 flute TiAlN square endmills, 25 off ER32 6mm collets, and 5 off 200 x 20 alox surface grinding wheels. Many thanks.

Quote draftReady to send
  • 10 mm 4 flute square endmill TiAlNHX4F-010-TA10 × £46.82
  • ER32 precision collet 6 mmER32-0625 × £11.95
  • 1A1 straight wheel 200 x 20 x 31.75 aluminium oxide 60K vitrified1A1-200-20-AO5 × £68.40
Ashworth Aerospace LtdTotal inc VAT£1,330.74

Honest by design

It cites its sources and abstains rather than guessing

The same rule runs through all three steps. Every extracted value carries the source span it came from, so a quoted figure can be checked against the customer’s own words. Every match shows its fit and every price shows its calculation.

When the request does not state something, Kabaido says so and asks. Missing means a clarification, never a guess. There is no training on your data, and the AI provider is configured for zero retention.

Cite or abstain

Email · Garytooling

some endmills for the new job, the usual carbide ones, maybe 10 or 12 of them

Not enough to pricesome endmills for the new job, the usual carbide ones, maybe 10 or 12 of them

How many endmills do you need? The note says maybe 10 or 12.

Missing means a clarification, never an invented diameter, coating or quantity.

Go deeper

Each step has a page of its own

The walkthrough above is the short version. Read how each part works in depth.

Send us the last RFQ you quoted

See what Kabaido does with it, read, resolved and priced.