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Same question, three models, side by side

This is what Converso's compare view shows: one prompt sent to several models at once, with every answer next to the others.

Recorded on with Claude Sonnet 4.6, GPT-5.5 and Gemini 3.1 Pro, unedited. Each model got the same prompt and the system prompt Converso uses by default, through the Vercel AI Gateway, with answers capped at 700 tokens for this page. Answers that reached the cap are marked. Reasoning for this recording: low (OpenAI, Google); off (Anthropic); in the app, Converso uses higher reasoning settings. Nothing here is generated live.

Prompt 1 of 3

Explain what an API rate limit is and why online services use one, for someone who is not a developer. Keep it under 200 words.

Claude Sonnet 4.6

Anthropic

What Is an API Rate Limit?

Think of an API as a waiter at a restaurant. It carries requests between you and a service — like asking a weather app for today's forecast.

A rate limit is simply a rule that says: "You can only make so many requests in a given time period." For example, a service might allow 100 requests per minute. After that, you have to wait before asking again.

Why Do Services Use Them?

To prevent overload. If millions of requests flood in at once, servers can crash — affecting everyone. Rate limits keep traffic manageable.

To stop abuse. Without limits, someone could write a program to scrape an entire database in minutes, stealing data or hogging resources.

To be fair. Limits ensure one heavy user can't consume all available resources at the expense of everyone else.

To manage costs. Running servers costs money. Limits help services control how much they spend on providing access.


You've likely experienced a rate limit without knowing it — like when a website says "Too many attempts. Please try again later." That's essentially the same idea in action.

claude-sonnet-4.6262 output tokens

GPT-5.5

OpenAI

An API rate limit is a rule that controls how often someone or something can ask an online service for information or actions within a certain time period.

Think of it like a speed limit or a “maximum number of requests per minute.” For example, a weather app might only be allowed to ask a weather service for updates 100 times per hour.

Online services use rate limits to:

  • Prevent overload: Too many requests at once can slow down or crash a service.
  • Keep things fair: One user or company should not use up all the system’s resources.
  • Reduce abuse: Limits help stop spam, bots, or attacks.
  • Control costs: Handling requests uses servers, electricity, and bandwidth, which cost money.
  • Protect quality: Rate limits help ensure the service stays fast and reliable for everyone.

If someone goes over the limit, the service may temporarily reject extra requests and ask them to wait before trying again.

gpt-5.5193 output tokens

Gemini 3.1 Pro

Google

An API is simply the way different apps and websites talk to each other to share data. An API rate limit is like a speed limit or a bouncer at a club for these apps. It restricts exactly how many requests a user or app can make to a service within a specific timeframe (for example, no more than 100 requests per minute).

Online services use rate limits for three main reasons:

  1. To prevent crashes: If a service receives too many requests at the exact same time, its servers can overload and crash. Rate limits keep traffic at a manageable pace.
  2. To ensure fairness: Without limits, one massive app or heavy user could hog all of the system's resources, slowing things down for everyone else. Limits ensure all users get fair access.
  3. To improve security: Hackers and malicious bots often spam systems with thousands of rapid-fire requests to guess passwords or steal data. Rate

Cut off here: this answer reached the 700-token limit we set for the recording, after 501 tokens of reasoning before the answer. In Converso, answers are not capped this low.

gemini-3.1-pro696 output tokens (501 reasoning)

Prompt 2 of 3

Draft a short, friendly email to a client telling them their website delivery moves from Friday to next Tuesday because we are running a final round of testing. Keep it under 150 words.

Claude Sonnet 4.6

Anthropic

Subject: Small Update on Your Website Delivery

Hi [Client Name],

I hope you're doing well! I wanted to give you a quick heads-up regarding your website launch date.

We're currently running a final round of testing to make sure everything is working perfectly before handing it over to you. Because of this, we're moving the delivery date from this Friday to next Tuesday.

We want to make sure you receive a polished, fully functioning website, and this extra time allows us to do just that.

Apologies for any inconvenience this may cause, and thank you so much for your patience. If you have any questions or concerns, please don't hesitate to reach out — I'm happy to chat!

Looking forward to sharing the finished product with you soon.

Warm regards, [Your Name] [Your Contact Details]

claude-sonnet-4.6189 output tokens

GPT-5.5

OpenAI

Subject: Website Delivery Update

Hi [Client Name],

I wanted to let you know that we’re moving the website delivery from this Friday to next Tuesday.

We’re running one final round of testing to make sure everything is polished and working smoothly before handing it over to you. We appreciate your understanding and want to ensure you receive the best possible version.

Thanks again, and we’ll keep you updated if anything changes.

Best,
[Your Name]

gpt-5.594 output tokens

Gemini 3.1 Pro

Google

Subject: Quick update on your website delivery!

Hi [Client Name],

I hope you’re having a great week!

I’m reaching out with a quick update regarding your new website. To ensure everything is running flawlessly across all devices and browsers, we are conducting one final round of comprehensive testing.

Because of this, we are adjusting our delivery date from this Friday to next Tuesday, [Date]. We want to make absolutely sure your site is perfect before we hand over the keys, and this extra time will guarantee a smooth launch.

Please let me know if you have any questions. We can’t wait to share the finished product with you next week!

Best regards,

[Your Name] [Your Title/Company]

gemini-3.1-pro487 output tokens (331 reasoning)

Prompt 3 of 3

A small business tracks about 500 customer orders a month. Compare using a spreadsheet versus a simple database for this, then recommend one. Keep it under 250 words.

Claude Sonnet 4.6

Anthropic

Spreadsheet vs. Database for 500 Monthly Orders

Spreadsheet (Excel/Google Sheets)

Pros:

  • Familiar, low learning curve
  • Quick setup, no technical expertise needed
  • Easy filtering, sorting, and basic charts
  • Free or low cost

Cons:

  • Prone to data entry errors
  • Difficult to link related data (customers, products, orders)
  • Slows down as data grows
  • Poor multi-user collaboration

Simple Database (Airtable/Access/Notion)

Pros:

  • Links related records cleanly (one customer → many orders)
  • Reduces duplicate data entry
  • Better data integrity and validation
  • Scales easily beyond 500 orders
  • Supports multiple users simultaneously

Cons:

  • Slightly steeper learning curve
  • May have subscription costs
  • Initial setup takes more time

Recommendation: Use a Simple Database

At 500 orders/month, you're accumulating 6,000+ records annually. A spreadsheet works initially but quickly becomes messy — duplicate customer names, broken formulas, and version conflicts are common problems.

Airtable is the ideal middle ground: it looks and feels like a spreadsheet but functions as a relational database. You can link customers to their orders, track order status, and generate reports without writing code.

The small upfront investment in setup pays off quickly through fewer errors, faster lookups, and cleaner reporting — all critical when managing real customer relationships and fulfillment.

Bottom line: A spreadsheet is fine for viewing data; a database is better for managing it.

claude-sonnet-4.6375 output tokens

GPT-5.5

OpenAI

For about 500 customer orders per month, both a spreadsheet and a simple database could work, but they have different strengths.

Spreadsheet

  • Easy to set up and use
  • Low cost and familiar to most staff
  • Good for simple tracking, filtering, and basic reports
  • Can become messy as order volume grows
  • Higher risk of accidental edits, duplicate records, and formula errors
  • Limited multi-user access and audit control

Simple Database

  • Better for structured order tracking
  • Handles larger volumes more reliably
  • Reduces duplicate or inconsistent data
  • Supports forms, search, reporting, and user permissions
  • Easier to link customers, orders, products, and payments
  • Requires more setup and possibly some training

Recommendation:
Use a simple database if the business expects to keep growing, has multiple people entering or viewing orders, or needs reliable reporting. At 500 orders per month, errors and version-control problems can quickly become costly in a spreadsheet.

A spreadsheet is acceptable only if one person manages the file, the process is very simple, and reporting needs are minimal. For long-term accuracy and scalability, a simple database is the better choice.

gpt-5.5244 output tokens

Gemini 3.1 Pro

Google

Spreadsheets (Excel, Google Sheets)

  • Pros: Free or low-cost, familiar interface, and zero setup time.
  • Cons: Prone to human error. Linking a single customer to multiple orders requires fragile formulas (like VLOOKUP). At 500 orders a month (6,

Cut off here: this answer reached the 700-token limit we set for the recording, after 627 tokens of reasoning before the answer. In Converso, answers are not capped this low.

gemini-3.1-pro696 output tokens (627 reasoning)

Two models at a time

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