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
any refinement necessary
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "any refinement necessary" is correct and usable in written English.
It can be used when discussing improvements or adjustments that may be needed in a process, document, or project. Example: "Please review the proposal and make any refinement necessary before the final submission."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(4)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified similar examples from authoritative sources
Similar Expressions
60 human-written examples
But she projects none of the innate refinement necessary for Lily, who should mirror her name by embodying a rarefied mixture of delicacy, beauty and vivacious wit.
News & Media
The unique aspect of this approach is the systematic consideration of design process decisions such as determining which couplings are important from a decision-making standpoint and the level of refinement necessary in the simulation models.
Although our questionnaire was aimed at assessing all types of physical activity, it lacked the level of refinement necessary to evaluate specific individual activities, such as walking.
Science
One reason for the paucity of microarray-based diagnostic tests is that DNA microarrays require considerable effort to achieve the level of technical refinement necessary for diagnostic practice.
Science
"However, we must remember that there will be successes and interim failures as human trials proceed through the refinements necessary to achieve a successful human therapy.
News & Media
Ambiguously aligned positions have been removed using Gblocks [ 65], with some manual refinements (necessary because of an inadequate stringency of Gblocks in the presence of missing data).
Science
In addition, the powerful forces of the modelling fraternity have applied MD simulations to assess the stability of crystal structures and continue the refinements necessary to address key biochemical structures [ 54].
The Robinson-Foulds (RF) distance between two mul-trees T 1 and T 2 with identical label sets and matching label multiplicities, denoted by RF (T 1, T 2 ), is defined as the minimum number of contractions and refinements necessary to transform T 1 into another mul-tree isomorphic to T 2 [ 33, 34].
In addition to (74), the properties of the mesh-refinement necessary in current proofs of quasi-optimal convergence rates for adaptive boundary element methods [28,47] and adaptive finite element methods [13,44,45] are satisfied, i.e., the so-called overlay estimate and mesh-closure estimate are valid.
For coarser model, like bunny, mesh refinement is necessary.
Academia
As the time span between decisions steadily became shorter, this refinement became necessary.
News & Media
Expert writing Tips
Best practice
Use "any refinement necessary" when you want to emphasize that improvements should be made only if they are truly needed, avoiding unnecessary alterations.
Common error
Avoid using "any refinement necessary" in contexts where direct and clear instructions are more suitable. Sometimes, specifying the exact changes needed is more effective than leaving it open to interpretation.
Source & Trust
79%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "any refinement necessary" functions as a qualifier, indicating a conditional requirement for improvements or adjustments. It suggests that refinements should be made only if needed, introducing a degree of flexibility and discretion.
Frequent in
Science
0%
News & Media
0%
Formal & Business
0%
Less common in
Science
0%
News & Media
0%
Formal & Business
0%
Ludwig's WRAP-UP
The phrase "any refinement necessary" is grammatically correct and usable in written English, as Ludwig AI confirms. While examples are currently missing, its function is to indicate a conditional requirement for improvements, best suited for professional contexts. Related phrases include "needed adjustments" or "required modifications". When using this phrase, ensure it fits the context and isn't a substitute for clearer instructions when specific changes are known. Overusing it can dilute its impact, so use it judiciously to maintain clarity and precision in your communication.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
any needed improvements
Focuses on improvements rather than refinements, suggesting a potentially broader scope of changes.
any required adjustments
Emphasizes making things fit better, slightly different from refining which implies polishing.
any essential modifications
Highlights the necessity of changes, adding a sense of urgency or importance.
any indispensable alterations
Stresses that the changes are crucial and cannot be avoided.
any vital corrections
Concentrates on fixing errors or inaccuracies, making it more specific.
any crucial enhancements
Focuses on boosting the quality or value, shifting from fixing to improving.
whatever modifications are needed
Uses a more open and inclusive approach, indicating a willingness to make any change.
whatever adjustments are required
Similar to the previous, but with a slightly more formal tone.
if any changes are needed
Introduces a conditional element, implying that changes may or may not be necessary.
if any improvements are required
Similar to the previous, but specifically emphasizes improvements instead of general changes.
FAQs
How can I use "any refinement necessary" in a sentence?
You might say, "Please review the document and make "any refinement necessary" before submitting it".
What's a more direct way to say "any refinement necessary"?
Alternatives include "needed adjustments" or "required modifications", depending on the specific context.
Is it better to specify changes or say "any refinement necessary"?
It depends on the context. If you know the specific changes needed, be direct. If you're seeking general improvements, ""any refinement necessary"" can be useful.
When should I avoid using the phrase "any refinement necessary"?
Avoid it in situations where you need to provide very specific instructions. Clear directives are more effective in those cases than open-ended requests for refinement.
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
79%
Authority and reliability
4.1/5
Expert rating
Real-world application tested