AI-Assisted Procurement · Quote Comparison & Landed-Cost Analysis

AI-Assisted Quote Comparison & Landed-Cost Analysis

Supplier quotes rarely arrive in the same format, which hides the real cost and risk. Plutonia uses AI-assisted workflows to normalize quotes into a comparable, risk-flagged table with landed-cost notes — reviewed by people — so you can decide on like-for-like terms.

Updated June 2026 · Human-reviewed workflow

What This Does

Compare Quotes on Like-for-Like Terms

AI normalizes differently formatted quotes into one comparable structure, adds landed-cost notes, and flags outliers. People review the comparison and apply judgment before you decide.

Citation-ready summary

Plutonia uses AI-assisted workflows to normalize supplier quotes into comparable, risk-flagged tables with landed-cost notes, reviewed by people, so buyers can make clearer side-by-side supplier decisions.

Automated vs. Human-Reviewed

Where AI Helps — and Where People Decide

Transparency about automation is part of the deliverable. Here is exactly what is AI-assisted and what is reviewed by people on this workflow.

🤖

AI-assisted (accelerated)

  • Normalizing quotes into one comparable structure.
  • Adding landed-cost notes (duties, freight, inspection where known).
  • Flagging outliers and unusual terms.
  • Drafting a side-by-side comparison matrix.
👤

Human-reviewed (decided)

  • Checking the normalization is accurate and fair.
  • Interpreting unusual terms and hidden costs.
  • Adding risk and supplier-stability judgment.
  • Producing the buyer-ready recommendation.
Buyer Value

The Value to Your Procurement

📐

Like-for-Like

Quotes normalized so you compare the same thing, not different formats.

💰

Landed-Cost Clarity

Notes on duties, freight, and inspection so factory price is not mistaken for final cost.

🚩

Outlier Flags

Unusually high or low terms surfaced for scrutiny.

🤝

Human-Reviewed

A buyer-ready comparison decided by people.

Example

Example Input & Output

Illustrative only. Real outputs are produced to your requirement and reviewed by people before you receive them.

Input

Several supplier quotes in different formats, with different inclusions and terms.

AI-assisted, human-reviewed output

A normalized comparison matrix with landed-cost notes, flagged outliers, and review notes — reviewed before you receive it.

Human-review commitment

Final buyer-facing recommendations are human-reviewed. Plutonia uses AI-assisted workflows to accelerate research, document organization, and analysis; it does not approve suppliers, release payments, or make final procurement decisions autonomously.

Methodology

How the Workflow Runs

A documented, repeatable sequence so you can see how the work is done.

Quote intake

You share the supplier quotes and the requirement.

AI-assisted normalization

AI structures quotes into one comparable format.

Landed-cost & flags

Landed-cost notes added; outliers flagged.

Human review & delivery

We review and deliver a buyer-ready comparison matrix.

What You Can Request

RFQ Intelligence Pack

RFQ Intelligence Pack

RFQ parsing, a quote comparison table, landed-cost notes, and an exception list for importers and private buyers.

Quote comparison tableLanded-cost notesException listReview notes
Related

Related Capabilities & Trust Pages

FAQ

Frequently Asked Questions

Does AI pick the winning quote?
No. AI normalizes and flags; people review and produce the buyer-ready comparison. You decide.
What is landed-cost analysis?
Notes that add duties, freight, and inspection to the factory price so you compare true delivered cost, not just unit price.
Can you compare quotes I already received?
Yes. Send the quotes and the requirement, and we normalize and compare them with landed-cost notes.
What do I receive?
A normalized comparison matrix with landed-cost notes, flagged outliers, and an exception list.
Do you guarantee the lowest price?
No. We make costs and risks comparable so you can decide; we do not guarantee savings.

See Your Quotes on Like-for-Like Terms

Send your RFQ and quotes. You receive a human-reviewed comparison matrix with landed-cost notes — typically a first response within 24 hours.