Editing & Revision
Text Generation and Writing with LLMs. Comparing the leading AI models side-by-side at Editing & Revision.
Comparing the leading AI models:
Category: Text Generation and Writing
Subcategory: Editing & Revision
Contents
Introduction
Comparing AI Models: Performance vs Budget LLMs Side-by-Side
As Large Language Models (LLMs) continue to evolve, choosing the right AI model for your specific needs becomes increasingly important. This comprehensive guide compares leading AI models across two distinct tiers, helping you make informed decisions about which LLM best suits your requirements.
Budget-Focused Tier:
- ChatGPT 4.0 Mini
- Gemini 1.5 Flash
- Claude 3.5 Haiku
- Llama 3.1 8B
Performance-Focused Tier:
- ChatGPT 4.0
- Claude 3.5 Sonnet
- Gemini 1.5 Pro
- Llama 3.1 70B
Side-by-side AI model comparisons provide crucial insights into each LLM's capabilities, response quality, and cost-effectiveness. By testing identical prompts across multiple models, users can better understand performance differences and make data-driven decisions about which AI solution to implement.
Choose the budget tier when:
- Running high-volume, routine tasks
- Working with straightforward prompts
- Operating under cost constraints
- Requiring faster response times
Opt for the performance tier when:
- Handling complex analytical tasks
- Requiring nuanced, detailed responses
- Working on creative or technical projects
- Needing higher accuracy and reliability
Through direct AI model comparison examples, this guide helps you navigate the expanding landscape of language models and select the most appropriate tool for your specific use case.
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Editing & Revision
Large Language Models have revolutionized the way we approach editing and revision tasks, offering capabilities that go far beyond basic spell-checking and grammar correction. These AI systems excel at editing because they can simultaneously analyze multiple aspects of text - from structural coherence and stylistic consistency to tone and readability. By processing vast amounts of human-written content during training, LLMs have developed an intricate understanding of what makes writing effective across different contexts and genres.
Their ability to comprehend both micro-level details (like word choice and sentence structure) and macro-level elements (such as argument flow and narrative arc) makes them particularly valuable for editing tasks. Unlike traditional editing tools, LLMs can suggest substantive improvements to content organization, identify logical gaps, and offer alternative phrasings that maintain the author's intended meaning while enhancing clarity and impact.
These models can adapt their editing approach based on specific style guides, target audiences, or content types - whether it's academic papers, business documents, creative writing, or technical content. They can also maintain consistency across long documents, a task that often challenges human editors. As collaborative tools, LLMs serve as invaluable first-pass editors, catching issues and suggesting improvements while leaving final creative control in human hands, making the editing process more efficient and comprehensive.
Prompts
Clarity and Conciseness Revision
Helps streamline wordy text by eliminating redundancies and simplifying sentence structure while maintaining the core message
Prompt:
Please revise this paragraph to improve clarity and conciseness: 'The meeting that was scheduled for tomorrow which was supposed to start at 2 PM in the afternoon has been moved to a different time and will now take place at 4 PM instead because of a conflict with another important appointment that came up unexpectedly.'
Performance Results
The meeting originally scheduled for 2 PM tomorrow has been moved to 4 PM due to a scheduling conflict with another important appointment.
Revised paragraph:
The meeting originally scheduled for tomorrow at 2 PM has been rescheduled to 4 PM due to an unexpected scheduling conflict.
The 2 PM meeting tomorrow has been rescheduled to 4 PM due to an unexpected scheduling conflict.
Here's a revised version of the paragraph for improved clarity and conciseness:
"The meeting scheduled for tomorrow at 2 PM has been rescheduled to 4 PM due to an unexpected scheduling conflict with another important appointment."
I made the following changes:
- Removed unnecessary phrases ("in the afternoon") and words ("which was supposed to") for conciseness.
- Changed the sentence structure to make it more direct and clear.
- Removed the phrase "has been moved to a different time" since it's already implied by "has been rescheduled".
- Shortened the phrase "that came up unexpectedly" to "unexpected" for conciseness.
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Budget Results
The meeting scheduled for tomorrow at 2 PM has been rescheduled to 4 PM due to an unexpected conflict with another important appointment.
Tomorrow's 2 PM meeting has been moved to 4 PM due to a scheduling conflict.
Here's a revised version:
The meeting originally scheduled for tomorrow at 2 PM has been rescheduled to 4 PM due to an unexpected conflict.
This revision:
- Removes redundant phrasing (e.g., "in the afternoon")
- Eliminates unnecessary words
- Maintains the key information about the time change
- Provides a clearer and more concise statement
The meeting, originally scheduled for tomorrow at 2 PM, has been rescheduled to 4 PM due to a conflicting appointment that has unexpectedly arisen.
AnyModel: Explore and compare over 50 AI models side-by-side.
Performance Tier
All models effectively condensed the verbose original text into clearer, more concise statements. Gemini provided the most concise version at 13 words, while maintaining clarity. ChatGPT and Claude delivered similarly effective revisions around 18-20 words. Llama, while producing a good revision, included unnecessary explanation of its changes. Response times varied from Llama's swift 787ms to Claude's slower 1540ms. Gemini demonstrated the best balance of conciseness, clarity and speed at 984ms.
Budget Tier
All models successfully simplified the text while maintaining key information. ChatGPT 4o Mini provided the most balanced revision in terms of clarity and conciseness (678ms). Gemini 1.5 Flash delivered the shortest version but took longest to generate (7161ms). Claude 3.5 Haiku uniquely included explanatory notes about its revisions (2050ms). Llama 3.1 8B was fastest (230ms) with a formal but effective rewrite. While all outputs were acceptable, ChatGPT 4o Mini's version best balanced brevity and clarity without losing essential context.
Grammar and Word Choice Correction
Identifies and corrects common grammatical errors, improves word choice, and fixes spelling mistakes
Prompt:
Edit this sentence to fix grammatical errors and improve word choice: 'The company have been struggling with there sales numbers and need to implemented new strategys.'
Performance Results
The company has been struggling with its sales numbers and needs to implement new strategies.
Corrected sentence:
The company has been struggling with their sales numbers and needs to implement new strategies.
Changes made:
- "have" → "has" (company is singular)
- "there" → "their" (possessive form)
- "need" → "needs" (matches singular subject)
- "implemented" → "implement" (correct infinitive form)
- "strategys" → "strategies" (correct plural spelling)
The company has been struggling with its sales figures and needs to implement new strategies.
The corrected sentence is:
'The company has been struggling with their sales numbers and needs to implement new strategies.'
Changes made:
- 'Have' -> 'Has': The subject 'company' is singular, so the verb 'has' (singular form) is used instead of 'have' (plural form).
- 'there' -> 'their': 'Their' is a possessive pronoun, meaning something belongs to them (the company). 'There' refers to a location or direction.
- 'implemented' -> 'implement': The verb 'implement' is in the correct form for this context. 'Implemented' is the past tense, but 'implement' is what the company 'needs to' do.
- 'strategys' -> 'strategies': The correct plural form of the word is 'strategies'.
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Budget Results
"The company has been struggling with its sales numbers and needs to implement new strategies."
The company has been struggling with its sales figures and needs to implement new strategies.
Here's the corrected sentence:
The company has been struggling with its sales numbers and needs to implement new strategies.
Corrections made:
- Changed "have" to "has" to match the singular subject "company"
- Replaced "there" with the possessive pronoun "its"
- Changed "need to" to "needs to" to match the singular subject
- Corrected "implemented" to "implement"
- Fixed the spelling of "strategys" to "strategies"
Here's the corrected and improved sentence:
"The company has been struggling with its sales numbers and needs to implement new strategies."
I made the following changes:
- 'The company have' -> 'The company has': Using the singular form of 'has' is correct in this context because 'company' is a singular noun.
- 'there' -> 'its': Using 'its' (possessive form) is more suitable for referring to the company's sales numbers, whereas 'there' is a pronoun used to point to a location.
- 'implemented' -> 'implement': This verb is a present tense or a non-continuous action, and it is used with the infinitive 'to' in this sentence; hence it is in its base form in this case.
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Performance Tier
All models successfully corrected the grammatical errors and improved word choice. ChatGPT and Gemini provided concise, direct corrections with the fastest response times (678ms and 915ms). Claude and Llama offered detailed explanations of changes but took longer, especially Claude at 7196ms. Gemini uniquely substituted "figures" for "numbers," showing advanced semantic understanding. ChatGPT and Gemini's direct approach was most efficient for this task, while Claude and Llama's verbose explanations, though educational, were unnecessary for simple grammar correction.
Budget Tier
All models correctly fixed the grammar and word choice issues, converting "have" to "has", "there" to "its", and fixing "strategys". Claude and Llama provided detailed explanations of changes made, while ChatGPT and Gemini gave just the corrected sentence. ChatGPT was quick at 902ms, while Gemini was slowest at 11,753ms. Llama was fastest at 469ms. Gemini uniquely used "figures" instead of "numbers" - both are valid alternatives. Claude's response was most comprehensive with clear formatting of corrections made.
Active Voice Conversion
Transforms passive voice constructions into active voice to create more direct and engaging content
Prompt:
Rewrite this text to eliminate passive voice: 'The report was submitted by John, and the conclusions were reviewed by the committee before the recommendations were approved by management.'
Performance Results
John submitted the report, and the committee reviewed the conclusions before management approved the recommendations.
Here's the active voice version:
John submitted the report, the committee reviewed the conclusions, and management approved the recommendations.
Key improvements:
- Clear subject-verb relationships
- More direct and concise
- Reduced word count from 21 to 14 words
- Stronger, more energetic tone
John submitted the report, and the committee reviewed the conclusions before management approved the recommendations.
Here's a rewritten version of the text in active voice:
John submitted the report, and the committee reviewed the conclusions before management approved the recommendations.
In this version, the subjects (John, the committee, and management) are performing the actions (submitting, reviewing, and approving), making the text more direct and engaging.
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Budget Results
John submitted the report, and the committee reviewed the conclusions before management approved the recommendations.
John submitted the report. The committee reviewed the conclusions before management approved the recommendations.
Here's the text rewritten to eliminate passive voice:
John submitted the report, and the committee reviewed the conclusions before management approved the recommendations.
Here's the rewritten text in active voice:
'John submitted the report. The committee reviewed the conclusions, and management approved the recommendations based on those findings.'
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Performance Tier
All models successfully converted the text to active voice with identical core output. ChatGPT 4o and Gemini 1.5 Pro provided straightforward rewrites without additional commentary, completing the task quickly (652ms and 890ms respectively). Claude 3.5 Sonnet took longer (1565ms) but offered helpful analysis of the improvements made. Llama 3.1 70B was fastest (556ms) and included a brief explanation of the active voice principles. While all models performed effectively, Claude provided the most educational response, while ChatGPT and Gemini were most efficient at the core task.
Budget Tier
All models successfully converted the passive voice to active voice, maintaining the core meaning. ChatGPT 4o Mini provided the most concise response in 683ms. Gemini 1.5 Flash split the sentence with periods but took significantly longer at 7854ms. Claude 3.5 Haiku and Llama 3.1 8B added unnecessary introductory text. Llama was fastest at 240ms and added minor embellishments ("based on those findings"). For this straightforward task, ChatGPT 4o Mini delivered the optimal balance of accuracy, speed, and conciseness.
Spelling and Punctuation Proofreading
Identifies and corrects spelling errors, punctuation mistakes, and capitalization issues
Prompt:
Please proofread this text for spelling and punctuation errors: 'The resturant's new menu features italian cuisine mediteranean dishes and american classics but the prices seem to high.'
Performance Results
The restaurant's new menu features Italian cuisine, Mediterranean dishes, and American classics, but the prices seem too high.
Here is the corrected text with proper spelling, capitalization, and punctuation:
The restaurant's new menu features Italian cuisine, Mediterranean dishes, and American classics, but the prices seem too high.
Corrections made:
- "resturant's" → "restaurant's"
- "italian" → "Italian"
- "mediteranean" → "Mediterranean"
- "american" → "American"
- Added commas in the list
- "to" → "too"
The restaurant's new menu features Italian cuisine, Mediterranean dishes, and American classics, but the prices seem too high.
The corrected text should read:
'The restaurant's new menu features Italian cuisine, Mediterranean dishes, and American classics, but the prices seem too high.'
Corrected errors:
- 'resturant' was changed to 'restaurant' (spelling)
- Added an apostrophe to 'restaurant's' to show possession
- Added comma after 'Italian cuisine' to separate items in the list
- Added capital 'M' to 'Mediterranean' to make it a proper adjective
- Added comma after 'Mediterranean dishes' to separate items in the list
- Changed 'to high' to 'too high' to use the correct adverb 'too'
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Budget Results
Here is the corrected text:
"The restaurant's new menu features Italian cuisine, Mediterranean dishes, and American classics, but the prices seem too high."
The restaurant's new menu features Italian cuisine, Mediterranean dishes, and American classics, but the prices seem too high.
Here's the corrected text:
The restaurant's new menu features Italian cuisine, Mediterranean dishes, and American classics, but the prices seem too high.
Corrections made:
- "resturant's" → "restaurant's"
- "italian" → "Italian"
- Added comma after "cuisine"
- "mediteranean" → "Mediterranean"
- Added comma after "dishes"
- "to" → "too"
Here's the corrected text:
"The restaurant's new menu features Italian cuisine, Mediterranean dishes, and American classics, but the prices seem too high."
Corrected errors:
- 'resturant' to 'restaurant' (spelling error)
- Added comma after 'cuisine' to separate items in the list and make the list clear
- Added a comma after "classics" for better sentence flow
- Changed "high" to "too high" for better grammar. "Too" is used to compare two things, and "high" refers to price (changing 'high' to 'too high' makes it clear that the price is too high).
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Performance Tier
ChatGPT 4o and Gemini 1.5 Pro offered concise, direct corrections without explanation, completing the task in under 1100ms. Claude 3.5 Sonnet provided detailed explanations of changes but took significantly longer at 2349ms. Llama 3.1 70B struck a balance, offering corrections with explanations in a reasonable 761ms. While all models correctly identified and fixed the errors, Claude's thoroughness and Llama's balanced approach may be more helpful for learning purposes, while ChatGPT and Gemini are ideal for quick proofreading tasks.
Budget Tier
All models correctly identified and fixed the spelling, capitalization, punctuation, and grammar errors in the text. Claude 3.5 Haiku and Llama 3.1 8B provided detailed explanations of their corrections, while ChatGPT 4o Mini and Gemini 1.5 Flash simply output the corrected text. Llama 3.1 8B was notably fastest at 390ms, while Claude took longest at 1854ms. All models produced identical corrected text, showing consistent performance in basic proofreading tasks. Claude's explicit listing of corrections and Llama's detailed explanations make them particularly useful for educational purposes.
Tone and Style Consistency
Ensures consistent tone and style throughout the text, particularly useful for formal or professional writing
Prompt:
Revise this paragraph to maintain a consistent tone and style: 'The scientific study revealed groundbreaking results. It was totally awesome! The researchers discovered that the molecular structure exhibited unique properties, and boy, were they surprised.'
Performance Results
The scientific study revealed groundbreaking results, and the researchers were thoroughly impressed by their findings. They discovered that the molecular structure exhibited unique properties, which was an unexpected and exciting development.
Revised Paragraph:
The scientific study revealed groundbreaking results. Analysis demonstrated that the molecular structure exhibited unique properties, significantly surprising the research team. The researchers' findings marked an important advancement in understanding these previously undocumented characteristics.
Notes on revisions:
- Removed casual expressions ("totally awesome," "boy, were they surprised")
- Maintained formal, scientific tone throughout
- Ensured consistent professional language
- Preserved key information while enhancing clarity
The scientific study yielded groundbreaking results. Researchers were surprised to discover that the molecular structure exhibited unique properties.
Here's the revised paragraph with a consistent tone and style:
The scientific study yielded groundbreaking results, revealing that the molecular structure exhibited unique properties. The researchers were astonished by their discovery, which significantly expanded their understanding of the subject. This finding has the potential to be a major breakthrough in the field.
I made the following changes to maintain a consistent tone and style:
- Removed informal expressions like "It was totally awesome" and "boy, were they surprised" to maintain a formal and professional tone.
- Replaced colloquial language with more formal and technical vocabulary.
- Reorganized the sentence structure to improve clarity and coherence.
- Removed emotional language to focus on presenting the facts and results of the study.
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Budget Results
The scientific study revealed groundbreaking results. The researchers discovered that the molecular structure exhibited unique properties, and they were genuinely surprised by their findings.
The scientific study yielded groundbreaking results. Researchers discovered that the molecular structure exhibited unique properties, a finding that surprised the team.
Here's a revised version with a consistent, more formal academic tone:
The scientific study revealed groundbreaking results. The researchers discovered that the molecular structure exhibited unique properties, and the findings were unexpected and significant. The implications of this research could potentially advance our understanding of the underlying molecular mechanisms.
The revision:
- Removes the colloquial language ("totally awesome", "boy")
- Maintains a scholarly, objective tone
- Uses more precise scientific language
- Preserves the core meaning of the original paragraph
- Adds a subtle note about the broader significance of the research
'The scientific study yielded a groundbreaking discovery, showcasing the fascinating complexities of the molecular structure. The researchers were delighted to uncover its unique properties, a finding that exceeded their initial expectations and provided a remarkable insight into the subject matter.'
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Performance Tier
ChatGPT 4o and Claude 3.5 provided thorough revisions maintaining academic tone, with Claude offering detailed revision notes. Gemini 1.5 delivered the most concise response, effectively removing informal language but potentially oversimplifying. Llama 3.1 not only revised the text but also explained its changes, though this wasn't required. Regarding speed, Llama was fastest at 803ms, followed by Gemini at 968ms, while Claude was slowest at 2538ms. All successfully removed colloquialisms and maintained scientific tone, but Claude's detailed explanation and ChatGPT's balanced revision stand out as most professional.
Budget Tier
All models successfully maintained a formal scientific tone, removing colloquialisms from the original text. ChatGPT 4o Mini provided the most concise revision while preserving meaning, completing the task in under 1 second. Gemini 1.5 Flash offered similar conciseness but took nearly 3 seconds. Claude 3.5 Haiku provided detailed explanation of its changes but was unnecessarily verbose. Llama 3.1 8B delivered the fastest response at 256ms with elegant phrasing, though slightly more flowery than needed. For pure efficiency and appropriate tone, ChatGPT 4o Mini performed best, while Llama 3.1 8B showed impressive speed-to-quality ratio.
Redundancy Elimination
Identifies and removes unnecessary repetition of ideas and redundant phrases to improve clarity
Prompt:
Edit this text to remove redundancies: 'We need to plan ahead for the future and make advance preparations to prepare ourselves for what might potentially happen unexpectedly.'
Performance Results
We need to prepare for what might happen unexpectedly.
Edited version:
We need to plan ahead and prepare for unexpected events.
We need to plan for unexpected future events.
You can simplify the text and remove redundancies by rephrasing it as: 'We need to plan ahead to prepare ourselves for potential unexpected events.'
Alternatively, you could also use a shorter version: 'We need to plan ahead to prepare for the unexpected.'
Both of these options convey the same message as the original text but use fewer words.
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Budget Results
"We need to plan for the future and make preparations for any unexpected events."
We need to plan ahead for unforeseen events.
Here's the edited text with redundancies removed:
'We need to plan ahead and make preparations for potential unexpected events.'
The edited version removes redundant phrases like:
- "plan ahead for the future" (simplified to "plan ahead")
- "advance preparations" (simplified to "preparations")
- "might potentially happen" (simplified to "potential")
- "prepare ourselves" (simplified to "plan")
The result is a more concise and clear sentence.
Here's a revised version of the text:
"We need to plan ahead and make preparations for the future, anticipating potential unexpected events."
I removed the redundant words 'advance preparations' and 'prepare ourselves', condensing the sentence to clearly convey the intended meaning.
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Performance Tier
All models successfully removed the redundant phrases while maintaining the core meaning. Claude and ChatGPT provided the most concise edits, with ChatGPT being slightly more efficient. Gemini matched their effectiveness but added "future" unnecessarily. Llama provided multiple options and explanations, which wasn't required for the task. In terms of response time, Llama was fastest at 491ms, while ChatGPT was slowest at 1527ms. Claude and Gemini performed similarly, around 750ms. ChatGPT's edit was arguably the most elegant, achieving maximum brevity without losing meaning.
Budget Tier
ChatGPT 4o Mini delivered the most concise result in moderate time (636ms). Gemini 1.5 Flash provided the shortest response but took longest (6710ms). Claude 3.5 Haiku gave detailed explanation of changes but was verbose (2131ms). Llama 3.1 8B was fastest (274ms) but retained some redundancy. For pure text editing, ChatGPT 4o Mini performed best, delivering a clear, concise result without unnecessary explanation. All models successfully identified and removed key redundancies, though with varying degrees of efficiency.
Formal Language Conversion
Transforms casual or informal language into appropriate professional communication
Prompt:
Rewrite this sentence to be more formal and professional: 'Hey guys, just wanted to let you know that we're gonna have to push back the deadline cuz we're super behind.'
Performance Results
Dear team, I would like to inform you that we need to postpone the deadline due to significant delays in our progress.
Dear Team,
I am writing to inform you that we need to extend the project deadline due to our current progress being behind schedule.
Best regards
"Dear Team, Please be advised that the deadline will need to be extended due to unforeseen delays in the project timeline."
Here's a revised version:
"Dear colleagues, I am writing to inform you that, due to the current progress, we will need to adjust the project timeline and postpone the deadline. Apologies for any inconvenience this may cause and appreciate your understanding in this matter."
Or, a slightly more concise version:
"Colleagues, after reviewing our current progress, it has become necessary to adjust the deadline. We will provide an updated timeline as soon as possible. Thank you for your understanding."
These revised sentences use proper grammar, avoid colloquial language, and convey the information in a more formal and professional tone.
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Budget Results
Dear Team,
I would like to inform you that we will need to extend the deadline due to significant delays in our progress.
Best regards,
[Your Name]
Please be advised that the deadline will need to be postponed due to unforeseen delays.
Here's a more professional version:
Colleagues,
I am writing to inform you that due to current project complexities and our existing timeline constraints, we will need to adjust our project deadline accordingly.
The revised message:
- Replaces casual language with professional terminology
- Removes colloquial expressions
- Maintains a clear and direct communication style
- Uses a more formal tone appropriate for professional correspondence
Here's a rewritten version of the sentence in a more formal and professional tone:
"Dear team, I wanted to notify you that there will be a temporary adjustment to the deadline due to unforeseen delays. We are currently working to ensure a smooth completion of the project and will provide a revised timeline as soon as possible."
This revised sentence maintains the same message as the original but conveys it in a more polished and professional manner, suitable for a work or business setting.
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Performance Tier
All models successfully transformed the casual message into professional communication, but with varying approaches. ChatGPT 4 was concise and direct, delivering a single clear sentence. Claude added formal email formatting with headers and signoffs. Gemini's response was similarly concise but included quotation marks. Llama 3.1 provided multiple options with explanatory context, though this verbosity wasn't necessary. Response times were comparable (~1000ms) except Llama 3.1, which was notably faster at 775ms. ChatGPT's version achieves the best balance of professionalism and brevity.
Budget Tier
Claude provided the most comprehensive response, including analysis of its own changes, but was slowest. ChatGPT and Gemini delivered concise, professional rewrites though Gemini's was perhaps too brief. Llama was notably fastest at 318ms while still producing a well-structured response with appropriate formal language and additional context. All models successfully removed casual language ("gonna," "cuz") and incorporated professional terminology. ChatGPT and Llama's versions struck the best balance between formality and clarity, while maintaining a courteous tone appropriate for business communication.
Flow and Transition Enhancement
Improves paragraph cohesion by adding appropriate transitions and connecting ideas logically
Prompt:
Please revise this paragraph to improve flow and transitions: 'Marketing is important. Sales are down. We need new strategies. The competition is doing better. We should act now.'
Performance Results
Marketing plays a crucial role in our success, especially as our sales are experiencing a decline. To address this challenge, we need to explore and implement new strategies. Meanwhile, our competitors are outperforming us, which underscores the urgency of taking action now.
Here's the revised paragraph:
The decline in our sales figures signals an urgent need for action in our marketing efforts. While our competition continues to gain market share, our current strategies have fallen short of expectations. To reverse this downward trend and regain our competitive edge, we must develop and implement innovative marketing initiatives immediately.
Our declining sales figures highlight the urgent need for new marketing strategies. The competition's stronger performance underscores this urgency, making it critical that we act now to revitalize our approach.
Here's a revised paragraph with improved flow and transitions:
"Given the recent downturn in sales, it's clear that our current marketing efforts need a boost. As we slip behind our competitors, who are thriving with innovative approaches, it's imperative that we reassess our strategies. Effective marketing is crucial for staying ahead in the industry, and failing to adapt could have lasting consequences. Therefore, we must act quickly to develop and implement new marketing tactics to regain our competitive edge and drive sales growth."
I made the following changes to improve the paragraph:
- Started with a more detailed explanation of the problem (sales downturn) to set the context.
- Added transitional phrases ("Given," "As," "Therefore") to connect the ideas and create a smoother flow.
- Emphasized the importance of marketing and the urgency of the situation to create a sense of motivation.
- Used more specific and detailed language to describe the problem and the necessary action, making the paragraph more engaging and persuasive.
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Budget Results
Marketing plays a crucial role in driving business success, yet we are currently facing declining sales. To address this challenge, we must explore new strategies to enhance our performance. Meanwhile, our competition is making significant strides, which underscores the urgency for us to take action. It's essential that we act promptly to regain our competitive edge.
Declining sales, coupled with the competitive landscape, highlight the urgent need for new marketing strategies. Our current approach is insufficient, and immediate action is required.
Here's a revised version with improved flow and transitions:
In today's competitive business landscape, our marketing efforts have become critical. With current sales trending downward, we must quickly develop innovative strategies to regain our market position. Our competitors are already making significant gains, which underscores the urgency of our situation. The time to act is now.
The revision:
- Connects ideas more smoothly
- Provides context
- Uses more sophisticated language
- Maintains a sense of urgency
- Creates a more cohesive narrative flow
Here's a revised version of the paragraph with improved flow and transitions:
"Marketing plays a crucial role in driving sales, but unfortunately, our current strategies have fallen short. With sales down and the competition gaining ground, it's clear that we need to revamp our approach to stay competitive. Given the current landscape, it's essential that we act quickly to implement new strategies and capitalize on emerging opportunities."
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Performance Tier
Each model successfully improved the paragraph's flow, but with distinct approaches. ChatGPT 4 offered a concise, professional revision with smooth transitions. Claude 3.5 produced a formal, well-structured response with strong business language. Gemini 1.5 delivered the most concise version while maintaining clarity. Llama 3.1 provided the most comprehensive response, including detailed explanations and multiple improvements. Response times varied significantly, with Llama being fastest at 1024ms and ChatGPT slowest at 2273ms, though the longer processing time for ChatGPT yielded high-quality results.
Budget Tier
All models successfully improved the paragraph's flow, but with varying approaches. Claude 3.5 Haiku provided the most comprehensive response, including explanatory notes about its revisions. ChatGPT 4o Mini and Llama 3.1 8B delivered similar, well-structured revisions with natural transitions. Gemini 1.5 Flash offered the most concise version but perhaps oversimplified. Response times varied significantly - Llama 3.1 8B was fastest at 318ms, while Gemini was slowest at 17560ms. Claude provided the most value with its educational approach, though Llama achieved the best balance of quality and speed.
Concise Information Editing
Reduces wordiness while preserving essential information and maintaining clarity
Prompt:
Edit this text to make it more concise without losing key information: 'The reason why we decided to make the change to our operating hours was because we observed that there was a significant decrease in customer traffic during the early morning hours of operation.'
Performance Results
We changed our operating hours due to a significant decrease in customer traffic during early mornings.
We changed our operating hours due to low customer traffic in the early morning.
We reduced our operating hours due to significantly lower customer traffic in the early mornings.
"We changed our operating hours due to a significant decrease in customer traffic during early morning hours."
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Budget Results
"We changed our operating hours due to a significant decrease in customer traffic in the early morning."
Reduced customer traffic during early morning hours prompted a change to our operating hours.
Here's a more concise version:
"We adjusted our operating hours due to significantly reduced customer traffic during early morning hours."
The edited version:
- Removes unnecessary phrases like "The reason why" and "was because"
- Maintains the core message about the reason for changing hours
- Uses more direct and economical language
- Preserves the key information about low customer traffic
Here's a more concise version of the text:
"We adjusted our operating hours after noticing a substantial drop in customer traffic during our early morning hours."
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Performance Tier
All models successfully condensed the text while preserving the core message. Claude produced the most concise version at 14 words, while maintaining clarity. ChatGPT and Llama delivered similar outputs, both clear but slightly longer. Gemini's response was equally effective but used "reduced" instead of "changed." Response times varied significantly - Llama was fastest at 351ms, Claude at 737ms, while Gemini was slowest at 1640ms. All versions effectively eliminated redundancy while keeping the essential meaning intact.
Budget Tier
All models successfully condensed the text while preserving core meaning. ChatGPT 4o Mini delivered the most concise result in good time (614ms). Gemini was slowest (4051ms) but produced clear, direct text. Claude provided unnecessary explanation alongside its edit, though its suggested revision was solid. Llama was fastest (296ms) with a well-balanced edit, though slightly wordier than ChatGPT's version. For pure efficiency in text condensing, ChatGPT 4o Mini performed best, reducing the text to 18 words while maintaining clarity.
Idea Hierarchy Organization
Reorganizes information to create a logical structure and clear relationship between ideas
Prompt:
Revise this paragraph to establish a clearer hierarchy of ideas: 'The project failed. We didn't have enough resources. The timeline was ambitious. The team worked hard. The client had high expectations. The budget was limited.'
Performance Results
The project failed primarily due to limited resources and a constrained budget, which made it difficult to meet the ambitious timeline set forth. Despite the team's hard work, they struggled to fulfill the client's high expectations under these challenging conditions.
Here's the revised paragraph with a logical flow and clear hierarchy:
The ambitious project ultimately failed despite the team's dedicated efforts. Several critical factors contributed to this outcome:
- Limited Resources
- Insufficient budget allocation
- Constrained access to necessary tools and personnel
- Timeline Challenges
- Overly aggressive deadlines
- Insufficient buffer for unexpected setbacks
- Misaligned Expectations
- Client demands exceeded project scope
- Gap between available resources and desired outcomes
This structure presents the main conclusion first, followed by supporting details organized by importance and their interconnected relationships.
The project's failure stemmed from a confluence of factors, primarily insufficient resources and a limited budget. While the team dedicated themselves to the work, the ambitious timeline and the client's high expectations proved too difficult to manage given these constraints.
The project ultimately failed due to several key factors. One major issue was the combination of an ambitious timeline and an insufficient budget, which severely limited our resources. Additionally, the client's high expectations put extra pressure on the project, but despite the team's hard work, these challenges proved insurmountable.
In this revised paragraph, the main idea is clearly stated at the beginning (the project failed). The secondary reasons for the failure are then outlined in a logical order: first, the lack of resources and budget (which are closely related), and then the client's high expectations. The team's hard work is presented as a mitigating factor that was unable to overcome these challenges, rather than being the primary reason for the failure. This revised hierarchy helps to create a clearer and more logical narrative.
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Budget Results
The project ultimately failed due to a combination of factors. Firstly, the client's high expectations set an ambitious timeline that proved unrealistic given our limited budget and resources. Despite the team's hard work and dedication, these constraints hindered our ability to meet the project's demands.
The project's failure stemmed primarily from insufficient resources and an overly ambitious timeline, compounded by a limited budget and the client's high expectations. Despite the team's hard work, these fundamental shortcomings proved insurmountable.
Here's a revised version with a clearer hierarchy:
The project ultimately failed due to multiple compounding challenges. With a limited budget and an ambitious timeline, the team was constrained from the outset. Despite working hard, we struggled to meet the client's high expectations. Insufficient resources further undermined our efforts, making success increasingly difficult.
The revision:
- Introduces a clear main idea (project failure)
- Provides context about budget and timeline limitations
- Acknowledges team effort
- Explains client expectations
- Highlights resource constraints
- Creates a more logical flow of information
The new paragraph establishes cause and effect, showing how different factors contributed to the project's failure, rather than presenting the information as disconnected statements.
Here's the revised paragraph:
"The project ultimately failed due to a combination of factors. One major constraint was the insufficient resources we had at our disposal. This limitation was compounded by an overly ambitious timeline that put a tremendous amount of pressure on the team. Despite their diligent efforts, the team's hard work was not enough to overcome these challenges. The client's high expectations further added to the project's stress, while the limited budget only exacerbated the difficulties. Overall, these contributing factors culminated in the project's unsuccessful outcome."
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Performance Tier
Claude provided the most structured response with clear hierarchical organization using bullet points and numbering, but took longest to generate (3115ms). ChatGPT and Gemini delivered concise, coherent revisions with good flow, though less detailed, with faster response times (919ms and 1567ms respectively). Llama offered a comprehensive response with clear cause-effect relationships and even included explanation of its revision approach, matching ChatGPT's speed (901ms). Overall, Claude excelled at structure, while Llama provided the most thorough analysis, though all models successfully improved the paragraph's logical flow.
Budget Tier
Claude 3.5 Haiku provided the most comprehensive analysis, explaining its revisions and offering structural insights. Gemini 1.5 Flash delivered the most concise response while maintaining clarity. ChatGPT 4o Mini produced a solid but brief reorganization. Llama 3.1 8B generated a verbose response that, while logical, could be more concise. Response times varied significantly, with Llama being fastest (339ms) and Gemini slowest (7463ms). Claude's explanation makes it the most useful for learning, though Gemini's concise version might be most practical for direct use.
Performance Verdict
After analyzing the performance of ChatGPT 4, Claude 3.5 Sonnet, Gemini 1.5 Pro, and Llama 3.1 70B across multiple editing and revision tasks, here's the comparative verdict:
ChatGPT 4: Strengths:
- Consistently concise and direct revisions
- Strong balance of professionalism and clarity
- Excellent at core editing tasks without unnecessary explanation
- High-quality results, especially in formal writing and tone consistency
Weaknesses:
- Sometimes slower processing times
- Occasionally less detailed than competitors
Gemini 1.5 Pro: Strengths:
- Generally fastest response times
- Excellent at concise revisions
- Strong semantic understanding
- Efficient at straightforward editing tasks
Weaknesses:
- Sometimes oversimplifies complex content
- Less detailed explanations when they might be helpful
Claude 3.5 Sonnet: Strengths:
- Most thorough explanations and educational value
- Excellent at structural organization
- Superior at formal writing tasks
- Comprehensive analysis of changes
Weaknesses:
- Consistently slower response times
- Sometimes unnecessarily verbose
Llama 3.1 70B: Strengths:
- Fastest average response times
- Balanced approach between concision and explanation
- Multiple solution options
- Comprehensive analysis
Weaknesses:
- Sometimes provides unnecessary explanations
- Can be overly verbose for simple tasks
Winner: ChatGPT 4 While each model showed distinct strengths, ChatGPT 4 emerges as the overall winner for editing and revision tasks. It consistently delivers the best balance of quality, concision, and appropriate formality across various editing scenarios. While not always the fastest, its outputs demonstrate superior judgment in determining when to be concise versus detailed, and it maintains high accuracy without unnecessary elaboration. For professional editing tasks, ChatGPT 4's combination of reliability and sophistication makes it the top choice.
Runner-up: Gemini 1.5 Pro, which excels in efficiency and straightforward editing tasks, making it an excellent choice for quick revisions where detailed explanations aren't required.
Budget Verdict
Based on the comparative analyses of ChatGPT 4o Mini, Claude 3.5 Haiku, Gemini 1.5 Flash, and Llama 3.1 8B in text editing and revision tasks, here's the verdict on their performance:
ChatGPT 4o Mini emerged as the overall winner, consistently delivering the best balance of clarity, conciseness, and efficiency. Its strengths include:
- Optimal balance between brevity and clarity
- Consistent high-quality outputs without unnecessary explanations
- Reliable performance across various editing tasks
- Moderate, predictable response times
Claude 3.5 Haiku excelled as an educational tool, with:
- Detailed explanations of changes made
- Comprehensive analysis of revisions
- Strong formatting and organization
- Best suited for learning purposes However, it tended toward verbosity and slower response times.
Llama 3.1 8B impressed with:
- Fastest response times consistently (200-400ms)
- Generally good quality outputs
- Effective formal rewrites But occasionally retained redundancies or added unnecessary flourishes.
Gemini 1.5 Flash showed mixed results:
- Created highly concise revisions
- Clear, direct language
- Occasionally oversimplified content
- Consistently slowest response times (4000-17000ms)
Winner: ChatGPT 4o Mini For practical text editing and revision tasks, ChatGPT 4o Mini provides the most reliable and balanced performance. It consistently delivers high-quality revisions without unnecessary explanation, maintains good response times, and effectively handles various editing challenges while preserving essential information.
Conclusion
Conclusion
After extensive testing and analysis of both performance and budget tiers across multiple editing and revision tasks, several key insights emerge about the current state of AI language models in editing applications.
In the performance tier, ChatGPT 4 establishes itself as the leading option, delivering consistently superior results across all editing tasks while maintaining an ideal balance between thoroughness and efficiency. Gemini 1.5 Pro offers compelling competition with its rapid processing and concise outputs, making it an excellent alternative for time-sensitive projects.
The budget tier demonstrates that high-quality editing assistance is achievable at lower cost points, with ChatGPT 4o Mini emerging as the standout option. Its consistent performance and balanced approach rival its more expensive counterparts in many practical applications.
The speed-quality trade-off becomes evident across both tiers, with faster models sometimes sacrificing depth of analysis for quick results. However, the budget models prove remarkably capable at handling routine editing tasks, suggesting that premium models may only be necessary for the most complex or nuanced editing requirements.
These findings indicate that the choice between performance and budget tiers should be guided by specific use cases rather than assuming premium models are always necessary. For routine editing tasks, budget models offer excellent value, while performance tier models justify their cost for complex, professional-grade editing requirements where accuracy and nuance are paramount.
As these technologies continue to evolve, the gap between tiers may narrow further, but for now, both tiers offer viable solutions for different editing needs and budget considerations.
