Used and loved by millions

Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

MitStanfordHarvardAustralian Nationa UniversityNanyangOxford

based on customer preferences

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "based on customer preferences" is correct and usable in written English.
You can use it when discussing decisions, products, or services that are influenced by what customers like or want. Example: "Our new product line was developed based on customer preferences to ensure it meets their needs."

✓ Grammatically correct

Science

News & Media

Wiki

Human-verified examples from authoritative sources

Exact Expressions

4 human-written examples

The paper brings important contributions in customized products design based on customer preferences.

Intelligent evaluation agent has been the most recent attempt toward automated supplier bid selection based on customer preferences.

The part of the reason is that online shopping can recommend related products based on customer preferences and improve the shopper's desire to purchase, while the physical store can not do in-depth analysis of shopping data.

Evaluate whether the site provides all the necessary details on shipping details and additional taxes if applicable Check whether the site gives suggestions based on customer preferences.

Human-verified similar examples from authoritative sources

Similar Expressions

56 human-written examples

Zavers, Google says, can also help manufacturers prevent fraud and its "powerful targeting tools" based on "customer preference and shopping habits" can help them ensure that their coupons reach the right audience.

News & Media

TechCrunch

In this method a designing system based on customer's preference and market demand is devised which progressively connects with users and gather feedbacks and perform acceptable results to users.

Neolane sells a centralized system that helps marketers and business owners track and manage marketing activity data from all across the board, thus enabling them to generate targeted messaging and relevant offers based on customer behavior and preferences.

News & Media

TechCrunch

"Hidetsugu Ueno is a master bartender," says Chang of the owner, who improvises drinks based on customers' spirit preferences.

News & Media

The New York Times

We account for customer segmentation based on customer characteristics.

Coffee offering based on customer mix.

Science

Bplans

Value can also be increased by adding services and features that are based on customer needs.

Show more...

Expert writing Tips

Best practice

When designing products or services, explicitly state that features are "based on customer preferences" to highlight your commitment to meeting their needs.

Common error

Avoid assuming all customers have the same preferences. Specify which customer segment's preferences are being addressed to prevent misinterpretations.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "based on customer preferences" functions as a prepositional phrase modifying a noun or verb. Ludwig examples showcase it describing how designs, recommendations, or decisions are influenced by customer desires. Ludwig AI indicates it is suitable for written English.

Expression frequency: Common

Frequent in

Science

38%

News & Media

38%

Wiki

13%

Less common in

Formal & Business

6%

Reference

0%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, "based on customer preferences" is a versatile prepositional phrase used to indicate that something is designed, chosen, or modified to align with customer tastes. Ludwig AI confirms its validity and indicates it's suitable for written English. It's most frequently found in scientific and media contexts, reflecting its applicability in explaining customer-centric approaches. When using this phrase, ensure that the specific customer segment is clear to avoid overgeneralization. Consider alternatives like "according to customer preferences" or ""tailored to customer preferences"" for nuanced expression. The phrase enjoys support from authoritative sources like TechCrunch and The New York Times, reinforcing its widespread use and acceptance.

FAQs

How can I rephrase "based on customer preferences" to sound more formal?

For a more formal tone, consider using phrases like "in accordance with customer preferences" or "consistent with customer preferences".

What's a simpler way to say "based on customer preferences"?

Is it correct to say "based off customer preferences"?

While "based off" is sometimes used informally, "based on customer preferences" is generally considered more grammatically correct in formal writing.

What does it mean when something is "based on customer preferences"?

It means that the design, features, or decisions related to a product or service are directly influenced by what customers like or want. For example, features can be "tailored to customer preferences" to meet their needs.

ChatGPT power + Grammarly precisionChatGPT power + Grammarly precision
ChatGPT + Grammarly

Editing plus AI, all in one place.

Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.

Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: