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AI Vendor RFQ Comparison Agent Development
Quotes compared line by line
An agent for the moment the quotations come back.
An agent for the moment the quotations come back. It reads each supplier's response, puts them into one comparable table, checks them against your stated requirements and criteria, and prepares a brief for the buyer with what each offer includes, excludes and leaves unclear.
Five suppliers answer one request in five formats. One quotes per unit, one per pack. One includes delivery, one adds it at the end, one does not mention it. A buyer rebuilds everything in a spreadsheet to compare like with like, and under time pressure the lowest headline price wins, including the one that quietly left out installation.
This page describes a workflow we propose to build as a custom project. It does not exist as software yet. It would reuse the requirement extraction and evidence matching from our tender response demonstration, turned to the buyer's side, and the exact arithmetic from our invoice demonstration. Reading supplier quotations, normalisation and the comparison brief are not built.
Six jobs it carries through
01Quote intake
Reads each supplier's response.
- Documents and spreadsheets as sent
- Line items, quantities and prices
- Terms, validity and delivery
- The source location of each value
02Normalisation
Makes offers comparable.
- Common units and quantities
- One currency at your stated rate
- Totals over the same period
- Assumptions listed for each conversion
03Requirement check
Checks each offer against what you asked for.
- Every requirement in your request
- Met, partly met, not met or not stated
- The supplier's words quoted
- Deviations highlighted
04Total cost view
Shows the full cost, not the headline.
- Delivery, installation and support
- Recurring charges over the term
- What is excluded
- Missing prices marked
05Criteria application
Applies the criteria you set in advance.
- Criteria and weights fixed before opening
- The evidence for each rating
- Ratings proposed for the buyer
- Sensitivity to the weights
06Buyer's brief
Prepares the comparison for the decision.
- One table, one page of findings
- Questions to send back to suppliers
- Risks and unclear points
- A record for the file
One Case, Start to Finish
An example of one case, in 6 steps. The same steps play in the picture at the top of this page.
Quotes received
Four suppliers respond to a request for office furniture.
Values read
Each quote's lines, prices, delivery and terms are read, with their location in the document.
Made comparable
Two quotes are per piece and two per set. All are converted to the requested quantities.
Requirements checked
One supplier does not state a warranty period. It is marked "not stated" with a clarification question.
Full cost shown
The lowest headline price excludes assembly. With it included, it ranks third.
Brief delivered
The buyer receives the table, the open questions and the proposed ratings on the agreed criteria.
Walk One Real Case Through It
Thirty minutes, one case from your own process. We map it against the workflow on this page and tell you plainly what can be reused from our demonstrations and what has to be built for your systems.
Six Things That Slow This Down
Five formats
Every supplier structures the quote differently.
Unlike units
Per piece, per pack, per month and per year in one comparison.
What is left out
An offer looks cheapest because it excludes delivery or support.
Terms buried at the back
Payment terms and validity sit in a footnote.
Criteria applied after the fact
The scoring is adjusted once the favourite is known.
No record of why
The award cannot be explained a year later.
Criteria Fixed Before the Quotes Are Opened
A fair comparison needs the yardstick to be set first. The agent records your requirements, criteria and weights before it reads any quotation, and it cannot change them afterwards. Every rating it proposes shows the supplier's own words as evidence.
It does not contact suppliers, negotiate or award. Where an offer is silent, it says "not stated" and drafts the clarification question for the buyer to send.
- Criteria and weights set in advance
- Every conversion shown
- "Not stated" reported as such
- Full cost, including exclusions
- No contact with suppliers
- The award made by the buyer
What It Reads and Writes
The systems named here are the kind this agent works with. Which ones it connects to in your case is settled in the scope.
Supplier responses
- PDF, spreadsheet and email quotations
Your request
- The RFQ, its requirements and quantities
Criteria
- Evaluation criteria and weights, fixed in advance
Supplier records
- Approved status and past performance
Procurement system
- Where the comparison and award are filed
Rates
- Your exchange-rate source
What Buyers Ask First
No. It makes the offers comparable, checks them against your requirements and proposes ratings on your criteria, with evidence. The buyer makes the recommendation and the award, and can overrule any rating with a recorded reason.
They sit on opposite sides of the table. The tender agent helps you answer someone else's request. This agent helps you compare the answers to your own.
They need a document reader first, tested on real supplier documents. Values that cannot be read reliably are left empty and marked, and the buyer fills them in. We would test on quotations you have already received.
Not as software yet. This page describes a proposed workflow. It would reuse the requirement extraction and evidence matching from our tender response demonstration, turned to the buyer's side, and the exact arithmetic from our invoice demonstration. Reading supplier quotations, normalisation and the comparison brief are not built. A project starts by mapping your process, then proving the first steps on test data before anything touches a live system.
Send Us One Closed RFQ
With its quotations. We will show the comparison the agent would have produced next to the spreadsheet your buyer built.
