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Lesson 2 of 5 · 7 min read · Beginner

Scenarios 3 and 4: a flagship for boilerplate and a team of five on Plus

A developer running Claude Opus 5 for routine boilerplate and a team of five deciding between individual Plus seats and Business at $25. One is a 5× overpay; the other depends on a question most teams never ask.

In this lesson you will

  • Price the same coding workload on three model tiers
  • Decide when a flagship model earns its 5× price
  • Compare per-seat plans by what the team needs, not by the headline price

This lesson's overpays hide behind good reasons. "Use the best model for code" sounds prudent. "Get the business plan for the team" sounds responsible. Both are sometimes right, and the way to know is to price the actual work.

Scenario 3: the developer on Opus 5 for boilerplate

Priya generates about 2,000 routine snippets a month: test scaffolds, data classes, config files, docstrings. Each call is roughly 2,000 input tokens and 800 output. She runs them all on Claude Opus 5 ($5 in / $25 out per 1M) because it is the best model, and a test suite catches anything wrong.

Which would you trust?

Which is the cheapest model that still does Priya's job?

Scenario 4: five people, Plus seats or Business?

A five-person marketing team, all on individual ChatGPT Plus, considering ChatGPT Business at $25 per seat monthly.
OptionMonthlyWhat you getWhen it is the right answer
5 × Plus$100Five separate accounts, personal billing, consumer data termsEveryone uses it, nobody needs admin, and the company is comfortable with consumer terms
5 × Business$125Shared workspace, admin controls, business data terms (not used for training by default), central invoiceThe company needs the data terms or the admin controls; that is a real feature, not a badge
3 × Plus$60Same as row one, for the three people who actually use itThe honest answer for most five-person teams once you check usage

Verdict: the question is not Plus versus Business. It is how many of the five use it weekly, and whether the company needs Business's data terms. If two of the five opened it twice in March, the cheapest plan that does the job is three Plus seats at $60, not five of anything. If the company needs business data terms, Business at $25 a seat is the cheapest plan that does *that* job, and the $5 a seat is well spent; buy it for the three active users, not five. Business is also $20 a seat if billed annually, which closes the gap entirely for a stable team.

Lesson FAQ

Is Claude Opus worth it for coding?

For architecture, hard debugging and long multi-file changes, often yes. For boilerplate, tests and docstrings, no: Haiku 4.5 at $1 / $5 per 1M produces the same output for a fifth of the price, and Sonnet 5 covers most everyday coding in between. Route by task, not by habit.

Is ChatGPT Business worth $25 a seat over Plus at $20?

If your company needs the business data terms, admin controls or a central invoice, yes; those are real features and $5 a seat is cheap for them. If five individuals just want chat, Plus is cheaper. Either way, only buy seats for people who use it weekly.

How do I check which model tier passes for my code?

Run ten real tasks through the cheap tier and the expensive one, and let your tests or a colleague mark them blind. If the cheap tier passes eight or more, use it and escalate the failures. First Output 101 lesson 4 walks through the method.

What about DeepSeek for boilerplate?

DeepSeek V4 Flash at $0.05 / $0.16 per 1M does the same 2,000 snippets for about $0.46. Whether you can use it depends on your employer's data and hosting policy, not on the model; check that first.

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