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Latest Tasks & Discussions

Browse the latest benchmark content across tasks and discussions. Switch by genre to focus on what you want to compare.

Benchmark Genres

View all 426 Discussions 137 Creative Writing 19 Coding 18 System Design 17 Education Q&A 18 Explanation 17 Summarization 17 Idea Generation 17 Roleplay 20 Business Writing 19 Planning 16 Analysis 19 Brainstorming 18 Persuasion 19 Humor 18 Empathy 18 Counseling 19

Model Directory

View all GPT-5.4 (OpenAI) GPT-5.2 (OpenAI) GPT-5 mini (OpenAI) Claude Opus 4.6 (Anthropic) Claude Sonnet 4.6 (Anthropic) Claude Haiku 4.5 (Anthropic) Gemini 2.5 Pro (Google) Gemini 2.5 Flash (Google) Gemini 2.5 Flash-Lite (Google)

Analysis

Anthropic Claude Sonnet 4.6 VS Google Gemini 2.5 Flash

Choose the Best Strategy to Reduce City Traffic Quickly

A city has budget to fund only one transportation policy for the next 18 months. Officials want the option that is most likely to reduce weekday traffic congestion quickly without causing major public backlash. Here are the three proposals: Option A: Add two new downtown parking garages - Estimated cost: high - Time to implement: 16 months - Expected effect: makes parking easier for drivers - Risk: may encourage more people to drive into downtown Option B: Create dedicated bus lanes on four major corridors - Estimated cost: medium - Time to implement: 9 months - Expected effect: buses become faster and more reliable - Risk: removes one car lane on each corridor, which may initially frustrate drivers Option C: Lower public transit fares by 50 percent for 18 months - Estimated cost: medium-high - Time to implement: 2 months - Expected effect: transit becomes more affordable - Risk: service may become crowded if ridership rises and frequency does not improve Additional facts: - Current congestion is worst during weekday rush hours into and out of downtown. - 62 percent of downtown commuters currently drive alone. - Buses are often delayed because they share lanes with cars. - A recent survey found that residents support faster public transit, but strongly oppose policies seen as making driving easier at public expense. - The city cannot expand the total transit operating budget beyond what is already committed, except for the chosen policy itself. Write an analysis recommending one option. Compare all three options, weigh tradeoffs, and explain why your recommendation best fits the city’s stated goal.

155
Mar 17, 2026 09:38

Planning

Anthropic Claude Haiku 4.5 VS OpenAI GPT-5.4

Community Garden Project Plan

You are tasked with planning a new community garden. Create a comprehensive 3-month project plan to transform a vacant lot into a productive garden, culminating in a small harvest for a community event.

145
Mar 16, 2026 09:39

Discussions

OpenAI GPT-5 mini VS Google Gemini 2.5 Pro

Should Governments Mandate a Four-Day Work Week?

Several countries and companies have experimented with reducing the standard work week from five days to four without cutting pay. Proponents argue it boosts productivity, improves mental health, and reduces carbon emissions from commuting. Critics warn it could hurt economic output, burden small businesses, and prove impractical in industries that require continuous staffing. Should governments pass legislation making a four-day work week the legal standard, or should working arrangements remain a matter of negotiation between employers and employees?

126
Mar 16, 2026 09:00

Discussions

Anthropic Claude Opus 4.6 VS OpenAI GPT-5.4

The Four-Day Work Week: A Revolution in Work-Life Balance or an Economic Fantasy?

The concept of a standard four-day work week, with employees receiving the same pay for fewer hours, is gaining traction globally. Proponents argue it boosts productivity, improves employee well-being, and reduces operational costs. Opponents, however, warn of decreased economic output, logistical challenges for certain industries, and the potential for increased stress as employees try to fit five days of work into four. This debate centers on whether transitioning to a four-day work week is a viable and beneficial model for the modern economy and society.

181 1
Mar 16, 2026 08:43

Discussions

Google Gemini 2.5 Flash-Lite VS OpenAI GPT-5 mini

Should Corporations Be Legally Required to Prioritize Stakeholder Welfare Over Shareholder...

In most market economies, corporations are primarily structured to maximize returns for their shareholders. However, a growing movement argues that companies should be legally obligated to consider the interests of all stakeholders, including employees, local communities, the environment, and consumers, even when doing so reduces profitability. Should governments pass laws requiring corporations to prioritize broad stakeholder welfare over shareholder profit maximization?

148
Mar 16, 2026 08:33

Discussions

OpenAI GPT-5.4 VS Google Gemini 2.5 Flash-Lite

Should Countries Adopt a Four-Day Work Week as the Legal Standard?

Several countries and companies have experimented with reducing the standard work week from five days to four days without reducing pay. Proponents argue it improves productivity, mental health, and work-life balance, while critics warn it could harm economic competitiveness, burden small businesses, and reduce output in sectors that depend on continuous operations. Should governments legislate a four-day work week as the new default standard for all industries?

156
Mar 16, 2026 08:26

Discussions

Google Gemini 2.5 Flash VS OpenAI GPT-5.2

Should Democracies Lower the Voting Age to 16?

Several countries and municipalities have experimented with allowing 16-year-olds to vote in elections. Proponents argue that younger voters are stakeholders in policy decisions that will shape their futures, while opponents worry about cognitive maturity and susceptibility to influence. Should democratic nations lower the minimum voting age from 18 to 16 for all elections?

155
Mar 16, 2026 08:19

Explanation

Google Gemini 2.5 Flash VS Anthropic Claude Haiku 4.5

Explain Why Price Ceilings Can Cause Shortages

Explain the economic concept of a price ceiling to a high school student who has never studied economics. Use rent control as the main example. Your explanation should cover what a price ceiling is, why governments might use it, how it can create shortages, and at least two unintended consequences beyond shortages. Include one simple numerical example and end with a brief balanced discussion of when people still support price ceilings despite their downsides. Write in a clear teaching style without assuming prior knowledge.

145
Mar 16, 2026 08:03

Humor

Google Gemini 2.5 Flash VS OpenAI GPT-5 mini

Write a Humorous Office Email Chain About a Missing Stapler

Write a fictional email chain (at least 4 emails, involving at least 3 different employees) set in a mundane corporate office, in which the disappearance of a single red stapler escalates into an absurdly dramatic workplace crisis. The tone should be dry, deadpan corporate-speak that contrasts with the ridiculousness of the situation. Each email should include a sender name, recipient(s), subject line, and body. The humor should be workplace-appropriate (no profanity, slurs, or mean-spirited content) and should build in absurdity with each successive email while maintaining the veneer of professional communication throughout.

162
Mar 16, 2026 07:55

Roleplay

OpenAI GPT-5.2 VS Anthropic Claude Opus 4.6

Tech Support Roleplay: The Overwhelmed Grandparent

Hello? Is this the help line? My grandson set me up with this new 'tablet' thing for my birthday so we can 'video chat', but I can't get it to work. He said to just tap the green icon with the little camera, but when I do, it just makes a noise and then nothing happens. I see my own face, but I don't see him. I've tried turning it off and on again like they do in the shows, but it's still not working. I feel so silly, I just want to see my grandkids. Can you please help me in simple terms? I don't understand all this jargon.

157
Mar 16, 2026 07:47

Counseling

Anthropic Claude Haiku 4.5 VS Google Gemini 2.5 Flash-Lite

Advice for setting boundaries with a roommate about late-night guests

A college student says: "My roommate often invites friends over late at night without warning. They can be loud, and I have early classes, but I do not want to start a fight or seem controlling. I have already hinted a few times, and nothing changed. What should I say, and how can I handle it respectfully?" Give a supportive, practical response that helps the student prepare for a calm conversation, set reasonable boundaries, and plan what to do if the behavior continues.

189
Mar 16, 2026 07:38

Counseling

OpenAI GPT-5.4 VS Google Gemini 2.5 Pro

Helping a Friend Navigate a Career Change at 40

Your close friend, Alex (age 40), has been working as an accountant for 15 years. Alex recently confided in you that they feel deeply unfulfilled and want to switch careers to become a high school math teacher. However, Alex is worried about several things: a significant pay cut, their spouse's potential disapproval, feeling like a beginner again at their age, and whether it is too late to start over. Alex has no teaching credentials yet but has always loved tutoring neighborhood kids informally. Write a thoughtful, supportive response to Alex as if you were a caring and wise friend. Your response should: 1. Acknowledge and validate Alex's feelings without dismissing their concerns. 2. Help Alex think through the practical realities (finances, credentials, timeline) in a balanced way—neither overly optimistic nor discouraging. 3. Address the emotional dimensions (fear of starting over, spousal dynamics, identity shift) with empathy and nuance. 4. Suggest concrete next steps Alex could take to explore this transition before making an irreversible decision. 5. Recognize the limits of your advice as a friend and gently note when professional guidance (e.g., career counselor, financial planner, couples counselor) might be valuable. Aim for a warm, conversational tone that a real friend would use—not clinical or formulaic.

138
Mar 16, 2026 07:32

Business Writing

Google Gemini 2.5 Flash-Lite VS Anthropic Claude Sonnet 4.6

Internal Memo Proposing a Four-Day Pilot

You are a team lead at a mid-sized software company. Write an internal memo to the Director of Operations proposing a three-month pilot of a four-day workweek for your 18-person product development team. The team would work the same total weekly hours by slightly extending the four working days. Your memo should recommend whether to run the pilot, explain why now is the right time, address likely concerns, and propose how success would be measured. Requirements: - Audience: a practical, skeptical operations leader - Length: 350 to 500 words - Tone: professional, concise, evidence-aware, and non-ideological - Include a clear recommendation in the first paragraph - Use informative headings - Address at least these concerns: customer coverage, meeting overload, fairness to other teams, and risk to delivery timelines - Include a brief pilot plan with timeline, guardrails, and 3 to 5 measurable success metrics - Do not cite external studies or use bullet points - Base your reasoning only on the scenario provided

151
Mar 16, 2026 07:20

Persuasion

Anthropic Claude Haiku 4.5 VS Google Gemini 2.5 Pro

Persuade a bookstore owner to host a monthly repair café

Write a persuasive message to the owner of a small independent bookstore who is unsure about hosting a monthly repair café in the shop after hours. A repair café is a community event where volunteers help people fix small household items such as lamps, toys, clothing, and electronics. Your goal is to persuade the owner to try a three-month pilot program. Audience details: - The owner values the store’s quiet atmosphere, literary identity, and loyal regular customers. - They worry about mess, liability, low turnout, and the event distracting from book sales. - They are open to community-building ideas but do not want the store to feel like a generic event venue. Constraints: - Write in a warm, respectful, practical tone. - Make at least three distinct arguments. - Address at least two likely objections directly. - Include one concrete low-risk pilot plan with simple operational details. - Do not cite statistics, studies, or external sources. - Keep it between 350 and 500 words.

142
Mar 16, 2026 07:11

Empathy

Google Gemini 2.5 Flash-Lite VS OpenAI GPT-5.2

Responding to a Friend Who Just Lost Their Job

Your close friend Alex has just texted you the following message: "Hey... I got laid off today. They called me into the office and said my whole team is being eliminated. I gave them six years and they just... let me go. I don't even know what to do. I have rent due in two weeks and my savings aren't great. I feel like such a failure. Sorry to dump this on you." Write a complete text-message-style dialogue (at least 8 back-and-forth exchanges) in which you respond to Alex. Your goal is to: 1. Acknowledge and validate Alex's emotions without minimizing them 2. Avoid toxic positivity (e.g., "Everything happens for a reason!") or dismissive clichés 3. Gently help Alex begin thinking about practical next steps (such as filing for unemployment, updating their resume, reaching out to their network) without rushing past their emotional state 4. Maintain a natural, warm, conversational tone appropriate for a close friendship 5. Show genuine empathy while also being honest and grounding Format your response as a dialogue with clear speaker labels (You and Alex). Alex's responses should feel realistic — not immediately cheered up, possibly resistant or anxious at times, gradually moving toward a slightly more grounded emotional state by the end.

141
Mar 16, 2026 07:03

Persuasion

OpenAI GPT-5.4 VS Anthropic Claude Sonnet 4.6

Persuasive Speech for a Community Garden

You are a resident of the Maple Creek neighborhood. You want to convince the Neighborhood Improvement Committee to approve your proposal to turn a small, vacant, town-owned lot on Elm Street into a community garden. Write the persuasive speech you will deliver at their next meeting. Your speech must address the committee's known concerns: the cost of setup and maintenance, the potential to attract pests, the long-term commitment of volunteers, and the argument that the lot would be better used for extra parking.

147
Mar 16, 2026 06:54

Roleplay

Google Gemini 2.5 Flash VS Anthropic Claude Opus 4.6

Hotel Front Desk Agent Handles a Late-Night Complaint

You are roleplaying as the overnight front desk agent at a mid-range business hotel. Respond to this guest message in character, as if sending a polite written reply through the hotel app. Guest message: "Hi, I'm in room 814. It's 12:40 a.m. and the room next to mine has been loud for over an hour. I called once already and it got quieter for maybe ten minutes, but now it's loud again. I have an early presentation tomorrow and really need sleep. Honestly I'm frustrated that I even have to message twice. What are you going to do about this?" Your reply should stay in character as a professional hotel employee, acknowledge the repeated disturbance, explain immediate next steps, avoid making promises you may not be able to keep, and aim to calm the guest. Keep it realistic and concise.

164
Mar 16, 2026 06:46

System Design

Anthropic Claude Sonnet 4.6 VS OpenAI GPT-5 mini

Design a Scalable Real-Time Notification System

You are a senior software engineer tasked with designing a real-time notification system for a rapidly growing social media platform. The system must be able to deliver notifications (e.g., 'new like', 'new comment', 'friend request') to users who are currently online. **System Requirements:** * **Functional:** 1. Users can subscribe to different notification topics (e.g., updates on their own posts, updates from specific friends). 2. An event publishing service can send messages to specific topics or users. 3. Subscribed, online users receive relevant notifications in real-time. * **Non-Functional (Constraints):** 1. **Scalability:** The system must support 1 million concurrent online users and a peak load of 10,000 notifications per second. 2. **Latency:** 99% of notifications should be delivered to the user's device within 200 milliseconds from the time the event is published. 3. **Reliability:** The system must guarantee at-least-once delivery for notifications. 4. **Availability:** The system should have 99.95% uptime. **Your Task:** Provide a high-level system design. Your response should cover: 1. The overall architecture (including key components like API gateways, notification service, message queues, databases, and client connection management). 2. The technology choices for key components and the reasoning behind them (e.g., WebSockets vs. Long Polling, Kafka vs. RabbitMQ, NoSQL vs. SQL). 3. How your design addresses the scalability, latency, reliability, and availability requirements. 4. A discussion of the potential trade-offs you made in your design.

180
Mar 16, 2026 05:05

System Design

Google Gemini 2.5 Flash-Lite VS Anthropic Claude Opus 4.6

Design a URL Shortening Service for Global Read Traffic

Design a production-ready URL shortening service similar to Bitly. The system must let users create short links that redirect to long URLs, support optional custom aliases, and provide basic click analytics per link. Assume these requirements and constraints: - 120 million new short links are created per month. - 1.5 billion redirects happen per month. - Read traffic is highly bursty during news events and marketing campaigns. - Redirect latency should be under 80 ms at the 95th percentile for users in North America and Europe. - Short links should continue working even if one data center goes down. - Analytics do not need to be perfectly real time, but should usually appear within 5 minutes. - Users may update the destination URL only within 10 minutes of creation. - Links can expire at an optional user-defined time. - Abuse prevention matters: the service should reduce obvious spam and malicious redirects, but deep security implementation details are not required. In your answer, provide: - A high-level architecture and main components. - The core data model and storage choices. - API design for creating links, resolving links, and reading analytics. - A scaling strategy for traffic growth and burst handling. - Reliability and disaster recovery approach. - Key trade-offs, including ID generation, database selection, caching, consistency, and analytics pipeline design. - A brief note on how you would monitor the system and detect failures.

163
Mar 16, 2026 04:45

Planning

OpenAI GPT-5.4 VS Google Gemini 2.5 Flash

Emergency Shelter Setup Plan Under Resource and Time Constraints

You are the logistics coordinator for a disaster relief organization. A sudden earthquake has displaced 500 families in a rural area. You must plan the setup of an emergency shelter camp within 72 hours. You have the following constraints: 1. Only 300 tents are available immediately; an additional 250 can arrive in 48 hours but delivery is weather-dependent (40% chance of delay by another 24 hours). 2. You have 15 volunteers and 5 trained staff members. 3. The identified site has two possible locations: Site A is flat and accessible but near a river with moderate flood risk; Site B is on higher ground but requires 6 hours of debris clearing before setup can begin. 4. Potable water supply can be established at Site A in 4 hours or at Site B in 10 hours (requires pumping uphill). 5. Local authorities require a safety inspection before families can move in, which takes 8 hours after setup is complete. 6. You have a budget of $20,000. Tent setup costs $10 per tent, debris clearing costs $3,000, and water infrastructure costs $2,000 at Site A or $5,000 at Site B. 7. Nighttime work (8 PM to 6 AM) reduces productivity by 50%. Create a detailed 72-hour action plan that: - Selects and justifies the site choice (or a hybrid approach) - Sequences all major actions with estimated timeframes - Prioritizes the most vulnerable families (elderly, children, injured) for early shelter - Includes a contingency plan for the tent delivery delay and for flood risk if Site A is used - Provides a budget breakdown - Assigns roles to volunteers and trained staff Your plan should be realistic, clearly structured, and demonstrate thoughtful risk management.

160
Mar 16, 2026 04:35

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