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
CEO of Professional Science Editing for Scientists @ prosciediting.com
tuning needed
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "tuning needed" is correct and usable in written English.
It can be used when indicating that adjustments or modifications are required for something to function properly or to improve performance. Example: "The audio system is not producing the desired sound quality; tuning needed to enhance the listening experience."
✓ Grammatically correct
News & Media
Science
Wiki
Alternative expressions(1)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
3 human-written examples
A bit of fine tuning needed though, at these room rates.
News & Media
Secondly, to evaluate three different control algorithms for pressure control during an unexpected gas influx, and thirdly, to evaluate control parameter tuning needed when implementing different control algorithms.
Science
This technology affords the system significant robustness and allows for the fine tuning needed to reliably measure the metabolic activity of individual neonatal rats.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
57 human-written examples
Even though he said the album wasn't a perfect work, Azeem Ahmad of musicOMH said, "The talent is obviously there but if we are to carry out Ciara's wish of forgetting about "the other chicks" then there's some fine-tuning needed.
Wiki
But there's no guarantee, and a lot of fine-tuning needed to get from here to there.
News & Media
These tunes need to be passionate.
News & Media
I've been primarily relying on GuitarTuna for my tuning needs of late.
News & Media
The program addresses the PID tuning needs commonly expressed by control engineers in the process industries.
Science
With tuning as needed, the United States Supreme Court should adopt and follow the same ethics rules as every other federal court.
News & Media
Of course, the researchers may see neither, which raises the possibility that no fine tuning is needed to turn the big Higgs into the little Higgs.
News & Media
By further tuning of the mechanical properties of the PDMS PnC, the strain-dependence of the propagation velocity can be tuned as needed.
Science
Expert writing Tips
Best practice
When using "tuning needed", ensure the context clearly indicates what requires adjustment. Be specific about the system, process, or component that needs refinement to avoid ambiguity.
Common error
Avoid using "tuning needed" without specifying what exactly needs adjustment. For example, instead of saying "The project needs tuning", specify "The project timeline needs tuning" for clarity.
Source & Trust
81%
Authority and reliability
4.4/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "tuning needed" functions as a noun phrase modified by an adjective, indicating a requirement or necessity. It is used to describe something that requires adjustment or refinement. As noted by Ludwig, it is correct and usable in written English.
Frequent in
News & Media
30%
Science
40%
Wiki
30%
Less common in
Formal & Business
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "tuning needed" is a grammatically sound and commonly used phrase to indicate that something requires adjustments or refinements. Ludwig AI confirms its usability in various contexts. While it appears across multiple domains like News & Media, Science, and Wiki, it maintains a neutral register. To ensure clarity, specify what exactly needs adjustment when using this phrase. Alternatives such as "adjustments required" or "refinement necessary" can be used depending on the specific nuance you wish to convey.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
fine-tuning required
Implies a need for minor adjustments to optimize performance.
some adjustments necessary
Highlights need for some changes and/or modifications.
adjustments required
Emphasizes the necessity of making changes or modifications.
refinement necessary
Highlights the need for improvement in precision or subtlety.
modifications required
Indicates that alterations or changes are essential.
alterations necessary
Similar to modifications, but can also refer to more superficial changes.
calibration required
Focuses on the need to align or standardize a system or instrument.
improvements needed
Focuses on the general need for enhancements or betterments.
tweaking needed
Suggests small, iterative adjustments are necessary.
optimization necessary
Highlights the importance of maximizing efficiency or effectiveness.
FAQs
How can I use "tuning needed" in a sentence?
You can use "tuning needed" to indicate that something requires adjustments or modifications to function properly. For example, "The engine is running rough; "tuning needed" to improve its performance."
What are some alternatives to "tuning needed"?
Alternatives to "tuning needed" include "adjustments required", "refinement necessary", or "fine-tuning required", depending on the context.
Is it more appropriate to say "tuning needed" or "tuning is needed"?
Both "tuning needed" and "tuning is needed" are grammatically correct, but "tuning needed" is often more concise and commonly used in certain contexts. "Tuning is needed" might be preferred in more formal writing.
In what situations is "tuning needed" most appropriate?
"Tuning needed" is particularly apt when discussing mechanical systems, software, or processes that require calibration or optimization. For instance, "The control algorithms need tuning" or "The website's SEO needs "optimization necessary"."
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.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
4.4/5
Expert rating
Real-world application tested