Benchmark illustrates fashions’ capabilities like coding and reasoning. ’s consequence displays he mannequin’s efficiency over varied domains obtainable on knowledge on agentic coding, math, reasoning, and power use.
| Benchmark | Claude 4 Opus | Claude 4 Sonnet | GPT-4o | Gemini 2.5 Professional |
| HumanEval (Code Gen) | Not Obtainable | Not Obtainable | 74.8% | 75.6% |
| GPQA (Graduate Reasoning) | 83.3% | 83.8% | 83.3% | 83.0% |
| MMLU (World Information) | 88.8% | 86.5% | 88.7% | 88.6% |
| AIME 2025 (Math) | 90.0% | 85.0% | 88.9% | 83.0% |
| SWE-bench (Agentic Coding) | 72.5% | 72.7% | 69.1% | 63.2% |
| TAU-bench (Instrument Use) | 81.4% | 80.5% | 70.4% | Not Obtainable |
| Terminal-bench (Coding) | 43.2% | 35.5% | 30.2% | 25.3% |
| MMMU (Visible Reasoning) | 76.5% | 74.4% | 82.9% | 79.6% |
On this, Claude 4 typically excels in coding, GPT-4o in reasoning, and Gemini 2.5 Professional presents robust, balanced efficiency throughout completely different modalities. For extra info, please go to right here.
General Evaluation
Right here’s what we’ve discovered about these superior closing fashions, primarily based on the above factors of comparability:
- We discovered that Claude 4 excels in coding, math, and power use, however it is usually the most costly one.
- GPT-4o excels at reasoning and multimodal assist, dealing with completely different enter codecs, making it a perfect selection for extra superior and complicated assistants.
- In the meantime, Gemini 2.5 Professional presents a powerful and balanced efficiency with the most important context window and essentially the most cost-effective pricing.
Claude 4 vs GPT-4o vs Gemini 2.5 Professional: Coding Capabilities
Now we are going to evaluate the code-writing capabilities of Claude 4, GPT-4o, and Gemini 2.5 Professional. For that, we’re going to give the identical immediate to all three fashions and consider their responses on the next metrics:
- Effectivity
- Readability
- Remark and Documentation
- Error Dealing with
Process 1: Design Enjoying Playing cards with HTML, CSS, and JS
Immediate: “Create an interactive webpage that shows a group of WWE Celebrity flashcards utilizing HTML, CSS, and JavaScript. Every card ought to characterize a WWE wrestler, and should embrace a back and front facet. On the entrance, show the wrestler’s identify and picture. On the again, present further stats akin to their ending transfer, model, and championship titles. The flashcards ought to have a flip animation when hovered over or clicked.
Moreover, add interactive controls to make the web page dynamic: a button that shuffles the playing cards, and one other that reveals a random card from the deck. The structure ought to be visually interesting and responsive for various display screen sizes. Bonus factors in case you embrace sound results like entrance music when a card is flipped.
Key Options to Implement:
- Entrance of card: wrestler’s identify + picture
- Again of card: stats (e.g., finisher, model, titles)
- Flip animation utilizing CSS or JS
- “Shuffle” button to randomly reorder playing cards
- “Present Random Celebrity” button
- Responsive design.”
Claude 4’s Response:
GPT-4o’s Response:
Gemini 2.5 Professional’s Response:
Comparative Evaluation
Within the first process, Claude 4 gave essentially the most interactive expertise with essentially the most dynamic visuals. It additionally added a sound impact whereas clicking on the cardboard. GPT-4o gave a black theme structure with easy transitions and absolutely purposeful buttons, however lacked the audio performance. In the meantime, Gemini 2.5 Professional gave the best and most simple sequential structure with no animation or sound. Additionally, the random card characteristic on this one failed to point out the cardboard’s face correctly. General, Claude takes the lead right here, adopted by GPT-4o, after which Gemini.
Process 2: Construct a Recreation
Immediate: “Spell Technique Recreation is a turn-based battle sport constructed with Pygame, the place two mages compete by casting spells from their spellbooks. Every participant begins with 100 HP and 100 Mana and takes turns deciding on spells that deal harm, heal, or apply particular results like shields and stuns. Spells eat mana and have cooldown durations, requiring gamers to handle assets and strategize rigorously. The sport options an attractive UI with well being and mana bars, and spell cooldown indicators.. Gamers can face off towards one other human or an AI opponent, aiming to scale back their rival’s HP to zero by means of tactical choices.
Key Options:
- Flip-based gameplay with two mages (PvP or PvAI)
- 100 HP and 100 Mana per participant
- Spellbook with numerous spells: harm, therapeutic, shields, stuns, mana recharge
- Mana prices and cooldowns for every spell to encourage strategic play
- Visible UI components: well being/mana bars, cooldown indicators, spell icons
- AI opponent with easy tactical decision-making
- Mouse-driven controls with optionally available keyboard shortcuts
- Clear in-game messaging exhibiting actions and results”
Claude 4’s Response:
GPT-4o’s Response:
Gemini 2.5 Professional’s Response:
Comparative Evaluation
Within the second process, on the entire, not one of the fashions supplied correct graphics. Every one displayed a black display screen with a minimal interface. Nonetheless, Claude 4 provided essentially the most purposeful and easy management over the sport, with a variety of assault, defence, and different strategic gameplay. GPT-4o, however, suffered from efficiency points, akin to lagging, and a small and concise window dimension. Even Gemini 2.5 Professional fell brief right here, as its code didn’t run and gave some errors. General, as soon as once more, Claude takes the lead right here, adopted by GPT-4o, after which Gemini 2.5 Professional.
Process 3: Greatest Time to Purchase and Promote Inventory
Immediate: “You might be given an array costs the place costs[i] is the worth of a given inventory on the ith day.
Discover the utmost revenue you possibly can obtain. You might full at most two transactions.
Notice: You might not interact in a number of transactions concurrently (i.e., you have to promote the inventory before you purchase once more).
Instance:
Enter: costs = [3,3,5,0,0,3,1,4]
Output: 6
Rationalization: Purchase on day 4 (value = 0) and promote on day 6 (value = 3), revenue = 3-0 = 3. Then purchase on day 7 (value = 1) and promote on day 8 (value = 4), revenue = 4-1 = 3.”
Claude 4’s Response:
GPT-4o’s Response:
Gemini 2.5 Professional’s Response:
Comparative Evaluation
Within the third and ultimate process, the fashions needed to resolve the issue utilizing dynamic programming. Among the three, GPT-4o supplyed essentially the most sensible and well-approached resolution, utilizing a clear 2D dynamic programming with secure initialization, and likewise embraced take a look at instances. Whereas Claude 4 presentd a extra detailed and academic method, it’s extra verbose. In the meantime, Gemini 2.5 Professional gave a concise methodology, however used INT_MIN initialization, which is a dangerous method. So on this process, GPT-4o takes the lead, adopted by Claude 4, after which Gemini 2.5 Professional.
Closing Verdict: General Evaluation
Right here’s a comparative abstract of how effectively every mannequin has carried out within the above duties.
| Process | Claude 4 | GPT-4o | Gemini 2.5 Professional | Winner |
| Process 1 (Card UI) | Most interactive with animations and sound results | Easy darkish theme with purposeful buttons, no audio | Fundamental sequential structure, card face challenge, no animation/sound | Claude 4 |
| Process 2 (Recreation Management) | Easy controls, broad technique choices, most purposeful sport | Usable however laggy, small window | Didn’t run, interface errors | Claude 4 |
| Process 3 (Dynamic Programming) | Verbose however academic, good for studying | Clear and secure DP resolution with take a look at instances, most sensible | Concise however unsafe (makes use of INT_MIN), lacks robustness | GPT-4o |
To verify the entire model of all of the code recordsdata, please go to right here.
Conclusion
Now, by means of this complete comparability of three numerous duties, we now have noticed that Claude 4 stands out with its interactive UI design capabilities and secure logic in modular programming, making it the highest performer total. Whereas GPT-4o follows intently with its clear and sensible coding, and excels in algorithmic downside fixing. In the meantime, Gemini 2.5 Professional lacks in UI design and stability in execution throughout all duties. However these observations are utterly primarily based on the above comparability, whereas every mannequin has distinctive strengths, and the selection of mannequin utterly will depend on the issue we try to unravel.
Good day! I am Vipin, a passionate knowledge science and machine studying fanatic with a powerful basis in knowledge evaluation, machine studying algorithms, and programming. I’ve hands-on expertise in constructing fashions, managing messy knowledge, and fixing real-world issues. My objective is to use data-driven insights to create sensible options that drive outcomes. I am wanting to contribute my expertise in a collaborative surroundings whereas persevering with to study and develop within the fields of Knowledge Science, Machine Studying, and NLP.
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