Home / FAQs / AI smart quote system and automatic quote
QUESTION & ANSWER

AI Intelligent Quotation Accuracy Evaluation

The price should be evaluated separately. The request for quotation field should be checked for extraction, matching of product or historical options, BOM's time-to-work calculation, cost source, discount privileges, Maori verification, quotation statement and manual modification, and should be counted separately for serious errors that would cause loss or erroneous commitment.

Answer the question.

First, give conclusions that can be used for decision-making

An independent assessment is drawn first from historical inquiries, official quotations, final orders and actual costs, freezing input and manual standards. The assessment is broken down into fields, programme levels, monetary levels and process levels: field-level checking of specifications and delivery conditions; programme-level examination of the reasonableness of product configurations and historical cases; tier-by-grade review of nuclear materials, hours of work, taxes, fees, discounts and Maori; process-level verification missing information, approval, version and system writing. The overall average may cover a small amount of serious losses, so separate thresholds should be set according to the wrong consequences, such as differences in amounts, excess discounts, incorrect currencies and missing critical processes.

DECISION FACTORS

What conditions need to be identified before judgement is made?

The same question may have different answers under different business, data and project phases. It is suggested that the following conditions be checked and that the common findings on the web be incorporated into their own projects.

The offer is standard, configured or non-standardThe amount is derived from rules, ERP costs or model extrapolationsAligning historical quotations with actual purchase order costsWhich errors would result in loss, contract risk or loss of customers
ACTION STEPS

Suggested order of advance

01

First, we'll be clear about the target and the border.

Establish a collection of de-sensitized prices, standard quotations and actual results.

02

Validation Key Dependence

Split fields, match, amount, description and process indicators.

03

Development of assessable outcomes

Establish separate thresholds for high-risk errors and enforce manual approval.

04

Make sure you decide the next step with the real results.

The comparison of manual modifications with actual costs continues after the greyscale is on the line.

PRACTICAL EXAMPLE

How do you understand it in the actual business?

Example used to illustrate the method of judgement

The system gives a close-to-historical price for 90% of the request price, but a material unit is miscalculated from kilograms to tons. The average monetary accuracy rate may still be good, but this error is enough to cause significant losses.

COMMON RISKS

The easiest pit to step on.

Only compare the total amount of the quotation, without checking composition and basis

Use historical samples involved in debugging as final collection

The amount recommended in the model is quoted directly as an official client

ACCEPTANCE

How should we end up receiving and confirming?

The acceptance report should include sample sources, field results, value differences, serious errors, manual modifications, processing times and configuration of the version; each formal amount can be traced back to products, costs, rules and approvals, and high-risk errors can be intercepted or converted.

When preparing to communicate with suppliers or internal teams, it is recommended that current processes, representative samples, existing systems, planning time and budget levels be brought. First, the unknown items are clearly marked, and then the decision is made to use diagnostics, PoC, fixed-range projects or ongoing research and development, which is usually more reliable than a direct demand for a price and duration without borders.

Your project conditions are different from the examples above?

Operational objectives, existing systems, sample and planned time could be collated before consultants could make preliminary judgements in relation to actual boundaries.

Associate project consultants