# The truth about procurement in the existing era: ai is redefining the screening logic

Still manually recording supplier quotes in excel? honestly, that's wasting at least two hours of your day The current b2b market has long entered the stage of存量game, 1688 there are about 15 million real category b purchasing needs on the platform every day, and on average there are 2.5 peers behind each need waiting to grab it [ref_1]. But the change that makes people more anxious than "scrolling" is that the demand initiator is rapidly migrating from "real person page turning" to "silicon-based decision-making". Currently, 15% of procurement needs are initiated by ai agents directly retrieving bottom-layer data. at this rate, this proportion may reach 80% in two years [ref_1].

What does this mean? in the future, low-price performance will no longer be about slick sales pitches, but about data-driven calculations. Ai agent doesn't fall for sales pitches when vetting suppliers. it focuses solely on hard metrics like fulfillment speed, return rates, and accurate package weight and dimensions. For buyers, if you want to get the real source price, you have to establish a "digital store selection standard" that is in line with ai - link low price and service rating, don't just look at the price tag.

# Unveiling the real low price: from "list price" to "total cost of ownership"

Many novice buyers easily fall into a trap: they only focus on the unit price of the product, but ignore the implicit fulfillment costs. In reality, the true formula for low-cost, high-value should be: (product unit price + shipping costs + after-sales losses + communication time costs) ÷ delivery reliability.

# # The weight and size data of the piece is the touchstone for testing the "real low price"

Shipping costs are often the most underestimated hidden killer in b2b procurement. [1688]( https://www.1688.com The platform has now mandated the use of the "product weight and dimensions" specification. all newly listed and edited products must include weight and dimensions information. [data source: 1688 logistics settings - new product weight and dimensions entry! how to quickly set up and modify product details?] https://peixun.1688.com/space/l2AmoY1414wvQzdb/detail/YMyQA2dXW793mzjjuv6ZgPMvJzlwrZgb )】。 This is not only the basis for logistics billing, but also a natural filter for screening high-quality merchants:

Data source: [1688 logistics settings - new product weight and dimension entry! how to quickly set up and modify products?] https://peixun.1688.com/space/l2AmoY1414wvQzdb/detail/YMyQA2dXW793mzjjuv6ZgPMvJzlwrZgb )

# # Service tool configuration reveals the merchant's "good faith"

A supplier that truly has low price and cost performance must be equipped with tools to improve fulfillment efficiency. You can easily verify the authenticity of the product by checking the following details:

1. automatic refund strategy: high-quality merchants usually refund within [1688]( https://www.1688.com Enable "automatic erp inbound returns" in the backend and integrate with erp tools like jike cloud and wanliniu to automatically process refunds upon return receipt. [data source: jike cloud 1688 automatic refund tool operation guide] https://peixun.1688.com/space/l2AmoY1414wvQzdb/detail/vy20BglGWOeOo0YYIlL115bkJA7depqY )】【data source: [wanliniu omni-channel erp] 1688 automatic refund tool operation instructions]( https://peixun.1688.com/space/l2AmoY1414wvQzdb/detail/QG53mjyd80RjkKPPSd7D29qBV6zbX04v )】。 This means that merchants are willing to pay for after-sales efficiency, rather than delaying refunds to occupy buyers' funds.
2. official logistics pickup: sellers who support "official logistics pickup" benefit from shorter order fulfillment chains and more controllable pickup times. [data source: [guanjia po cloud erp] - "official logistics pickup" function tutorial] https://peixun.1688.com/space/l2AmoY1414wvQzdb/detail/YndMj49yWjPvRjppT0zeqlm2J3pmz5aA )】。
3. malicious order interception: merchants who have configured intelligent interception tools indicate that their operations are highly refined and can effectively filter abnormal transactions to ensure stable inventory and price grids for normal customers [data source: intelligent interception of malicious orders: accurately identify abnormal behaviors and add a security lock to store operations] ( https://peixun.1688.com/space/l2AmoY1414wvQzdb/detail/r1R7q3QmWe7MZ2vvHzv0E9goJxkXOEP2 )】。

# Service rating quantification model: 3 dimensions to lock in top-quality suppliers

In the decision-making framework of ai agents, service ratings are never a matter of guesswork; they're quantifiable risk management metrics. It is recommended that buyers try this set of three-dimensional evaluation matrix:

# # 1. Performance certainty (weight 40%)

• core indicators: 48-hour delivery rate, logistics collection timeliness, and piece weight and dimension accuracy. verification method: check if the seller uses an erp tool for order management. for example, kuaimai erp processes an average of 160 million packages daily. sellers integrated with such tools typically have scalable fulfillment capabilities. [data source: kuaimai erp software - 1688 managed supply product inventory synchronization function operation tutorial] https://peixun.1688.com/space/l2AmoY1414wvQzdb/detail/jb9Y4gmKWr7l1d00H9bxoxjAVGXn6lpz )】。 avoiding pitfalls: if a merchant supports multi-store binding but hasn't configured an inventory synchronization tool, there's a risk of overselling. [data source: crm multi-store binding guidance document] https://peixun.1688.com/space/l2AmoY1414wvQzdb/detail/r1R7q3QmWe7MZ2vvH7jMg0m4JxkXOEP2 )】。

# # 2. After-sales responsiveness (30% weight)

• core indicators: average return and refund time, dispute rate, and automatic refund coverage. verification method: before placing an order, consider directly asking customer service if they support "erp warehouse entry automatic returns." merchants who can confidently answer "yes, it's configured" typically have after-sales service efficiency that exceeds the industry average.
• data support: platform data shows that merchants who enable automatic refund strategies have a significantly lower after-sales dispute rate (internal platform research).

# # 3. Business stability (30% weight)

key metrics: alibaba trustpass membership length, verified supplier/super factory badge, and tool subscription richness.

• verification method: observe whether merchants have long-term subscriptions to crm, erp, order processing tools and other paid services. Merchants who are willing to continuously invest in digital infrastructure have a lower risk of running away and have a more stable price grid. important: please be aware of the subscription validity period for tools. for example, if a crm add-on package is bound, it expires after one year. unbinding it will not stop the timer. [data source: crm multi-store binding guide document] https://peixun.1688.com/space/l2AmoY1414wvQzdb/detail/r1R7q3QmWe7MZ2vvH7jMg0m4JxkXOEP2 )】, which actually reflects the merchant’s long-term business intention.

# Next action suggestions

Don’t just look at it, try to implement these things:

1. update product selection sop immediately: incorporate "package weight and dimension accuracy," "automatic refund configuration," and "erp integration status" into the supplier onboarding checklist, replacing the current sole focus on "price sorting."
2. small order fulfillment test: place 3-5 test orders with potential suppliers to primarily verify that the logistics pickup time and return/refund process align with the stated description.
3. follow the tool ecosystem: visit [1688]( https://www.1688.com Serving the market, understanding the tool versions and feature iterations used by merchants, and the level of tool configuration are increasingly becoming new indicators of a company's "factory strength."

The essence of low-price cost-effectiveness is to find certain supply in an uncertain market. When ai starts working for you, your store selection logic must also be upgraded from "human management" to "digital management". It's easier said than done, but this might be one of the few ways for buyers to break through the current challenges.