Which AI model for which job

When to Use Claude Sonnet 5 versus Opus 4.8

Anthropic just released Claude Sonnet 5 as the new cheaper default. Opus 4.8 stays the higher-accuracy model for the decisions that cost money to get wrong. Here is the plain-English guide for business owners on which to use for which task.

Short answer: Use Claude Sonnet 5 for everyday work that is repetitive, low-risk, and easy to check, such as drafting emails, summarizing documents, cleaning up data, and repurposing content. Use Claude Opus 4.8 when being wrong is expensive: pricing, proposals, revenue diagnosis, hiring, sensitive client messages, strategy, and automation design. If the cost of a mistake is small, use Sonnet 5. If the cost of a mistake is large, use Opus 4.8.

Anthropic has released Claude Sonnet 5, and for many Claude users it is now the model they will see first. It is the default for Claude Free and Pro plans, and it is also available to Max, Team, Enterprise, Claude Code, and Claude Platform users.

That sounds like a technical update, but for business owners it matters for a simple reason: you now have a cheaper, faster AI model that is good enough for a lot of daily work, and a more expensive model that is still better for the decisions where being wrong costs real money.

Claude Sonnet 5 is the new everyday workhorse. Claude Opus 4.8 is the higher-accuracy model you use when the decision is important, messy, strategic, or expensive to get wrong.

The mistake most business owners will make is not choosing the cheaper model. The mistake will be using one model for everything. You do not need your most expensive advisor to clean up a spreadsheet. You also do not want your assistant setting your pricing, rewriting your main sales page, or diagnosing why revenue is down. The same logic applies here.

The simple rule

Use Claude Sonnet 5 when the task is repetitive, low-risk, easy to check, based on information you already have, something you will review or edit anyway, or mostly about speed, volume, formatting, summarizing, or execution.

Use Claude Opus 4.8 when the task is high-stakes, ambiguous, strategic, hard to check quickly, tied to revenue, legal exposure, hiring, firing, pricing, positioning, or client relationships, or something where a confident but shallow answer could send you in the wrong direction.

The shorter version: if the cost of being wrong is small, use Sonnet 5. If the cost of being wrong is large, use Opus 4.8.

What changed with Sonnet 5, and what it costs

Claude Sonnet 5 is designed to give you much of the usefulness of a stronger model at a lower price. Anthropic says Opus 4.8 remains the model of choice for higher accuracy, while Sonnet 5 gives you a lower-cost option with much better quality than prior Sonnet models.

That pricing difference is not small.

ModelInput (per 1M tokens)Output (per 1M tokens)
Sonnet 5 (intro, through Aug 31, 2026)$2$10
Sonnet 5 (from Sep 1, 2026)$3$15
Opus 4.8$5$25

For a non-technical business owner, you do not need to obsess over tokens. Think of tokens as the chunks of text the AI reads and writes. The more documents, prompts, emails, call notes, spreadsheets, and drafts you feed into the system, the more tokens you use.

The practical point: Sonnet 5 is cheap enough that you should use it freely for everyday work, and Opus 4.8 is expensive enough that you should reserve it for judgment-heavy work. Opus is not "better" for everything. It is better for the work where better actually matters.

Two kinds of AI work

Most business owners do not think in terms of model routing. They open Claude, type the task, and accept whatever model is selected. That is understandable. You are running a business, not benchmarking AI systems. But model choice matters because AI work falls into two very different categories.

Some AI tasks are basically production work: rewrite this email, summarize this meeting, turn this blog into LinkedIn posts, clean up this list, draft ten caption options, pull action items from these notes.

Other AI tasks are business judgment work: should we raise prices, why are leads not converting, is this offer clear enough, should I hire now or wait, which customer segment should we focus on, how should we respond to this angry client, does this contract language create risk.

One is about speed. The other is about judgment. Sonnet 5 is very useful for speed. Opus 4.8 is still the safer choice for judgment.

When to use Claude Sonnet 5

Claude Sonnet 5 should be your default for the majority of day-to-day business tasks. It is for work where the answer is easy to review, easy to reverse, or not mission-critical. These are the areas where Sonnet 5 should handle most of the workload.

1. Turning one piece of content into many

If you already have the core idea, the AI does not need to make the business decision. It just needs to repackage the idea. Use Sonnet 5 to turn a webinar into LinkedIn posts, a podcast into newsletter sections, a blog post into short social posts, a customer story into a case study draft, a long transcript into short clips and captions, or a sales call into follow-up email copy. You already know the message. Sonnet 5 helps you get more mileage out of it.

I'm going to paste a transcript from a webinar. Turn it into: (1) five LinkedIn posts, (2) three email subject lines, (3) one short newsletter intro, (4) ten short video clip titles. Keep the tone practical, direct, and useful for small business owners. Do not exaggerate claims. Pull from the actual transcript only.

2. Routine emails and client communication

Most business email is repetitive: following up, confirming next steps, sending a link, rescheduling, thanking someone, asking for missing information, nudging a prospect, answering the same basic question again. Sonnet 5 is strong enough for this, especially when you give it the relevant context.

Rewrite this email so it sounds warm, clear, and professional. Keep it under 150 words. Do not sound corporate. Make the next step obvious.

For emails involving a major client conflict, a legal issue, a refund dispute, a tense negotiation, or a relationship you cannot afford to damage, switch to Opus. Routine communication goes to Sonnet. Relationship-sensitive communication goes to Opus.

3. Summarizing documents, meetings, and notes

Sonnet 5 is a good fit for compression work: taking a large amount of information and reducing it to something usable. Use it to summarize meeting transcripts, client calls, vendor proposals, long reports, customer interviews, survey responses, and strategy docs you already wrote. For most summaries you do not need the most expensive model. You need structure.

Summarize these meeting notes for a business owner who does not have time to read the full transcript. Give me: (1) the five most important takeaways, (2) decisions that were made, (3) open questions, (4) action items with owners if mentioned, (5) anything that sounds urgent or risky.

One caution: if you are summarizing a contract, insurance policy, or anything where missing one clause could matter, use Sonnet for the first pass but have Opus review the risky parts.

4. Cleaning, organizing, and formatting messy information

This is where many businesses quietly waste hours every week. Use Sonnet 5 for cleaning messy lists, reformatting names, grouping customer feedback, turning notes into tables, standardizing product descriptions, creating FAQ sections, converting rough bullets into checklists, and pulling names, dates, or tasks out of text. This work has a clear right answer or is easy to inspect, which makes it a poor use of a premium model.

Clean up this messy list of leads. Put it into a table with columns for name, company, email, phone, source, and notes. If something is missing, leave the cell blank. Do not invent information.

Using Opus for this is like hiring a CFO to alphabetize receipts.

5. Drafting first versions at volume

Sonnet 5 is useful when you need options: 20 headline variations, 10 ad angles, 30 product descriptions, 5 cold email versions, 12 subject lines, 15 FAQ answers, 25 social captions. You are not asking the model to make the final decision. You are asking it for raw material.

Give me 20 headline options for this offer. Make them clear, not clever. The audience is local service business owners. Avoid hype. Focus on saving time, getting more qualified leads, and making follow-up easier.

Then you choose the best three and edit them. Use Opus only when you are selecting the final positioning, writing the main sales page, or trying to understand which angle will actually convert.

6. Customer support drafts

Sonnet 5 is useful for customer service when your team keeps a human in the loop. Use it to draft answers to common questions, refund policy explanations, troubleshooting steps, scheduling updates, and "here is what to do next" responses. The key is to give it your actual policies so the model does not make up rules.

Use only the policy below to draft a helpful reply to this customer. Be polite and clear. Do not offer anything the policy does not allow. If the policy does not answer the question, say what information we need before we can respond.

For angry customers, chargebacks, legal threats, or anything that could escalate, use Opus and review carefully.

7. Simple internal training materials

Most small businesses need better documentation. Sonnet 5 can turn tribal knowledge into usable internal instructions: SOP drafts, onboarding checklists, role instructions, how-to guides, call scripts, intake procedures, opening and closing checklists.

Turn these rough notes into a step-by-step SOP for a new employee. Assume they have never done this before. Use plain English. Include a checklist at the end.

This is a strong Sonnet task because you already know whether the steps are right. The model is organizing the knowledge, not inventing the business.

When to use Claude Opus 4.8

Claude Opus 4.8 is where you go when the task requires better reasoning, more caution, or deeper judgment. Anthropic describes it as the higher-accuracy choice for certain tasks. For a business owner, that means Opus is not for "everything important-sounding." It is for the work where a bad answer creates a real cost.

1. Pricing, packaging, and offers

Pricing is one of the highest-leverage decisions in a business. A weak pricing structure can quietly cost you thousands of dollars over time. Use Opus when deciding what to charge, whether to raise prices, how to package services, whether to offer tiers, how to position premium options, and how to respond when prospects say "too expensive." This is a judgment task, not a volume task.

Act as a pricing strategist for a small business. I'll give you our offer, current price, gross margin, close rate, customer type, competitors, and sales objections. Analyze whether we should raise prices, change packaging, add tiers, or leave pricing alone. Give me the risks of each option and the simplest test we can run before changing everything.

Sonnet can write the pricing page after the strategy is clear. Opus should help make the pricing decision.

2. Sales pages, proposals, and deal-closing assets

Use Opus for anything a serious buyer reads before deciding whether to pay you: main website copy, sales pages, high-ticket proposals, investor decks, partnership pitches, case studies for major prospects, important email sequences. These assets do not just need to sound nice. They need to understand the buyer, the pain, the objection, the offer, the proof, the urgency, the risk reversal, and the reason to act now. A generic sales page can look polished and still fail. That is the danger.

Review this proposal as if you are the buyer. Tell me where it is unclear, where it feels weak, where I am assuming too much, and what would make the offer easier to say yes to. Then rewrite the proposal structure before rewriting the copy.

Use Sonnet for early drafts and variations. Use Opus for the final review before something important goes out.

3. Diagnosing why revenue is flat

This is one of the worst places to accept a shallow AI answer. When revenue is flat, the visible problem is often not the real problem. It could be lead quality, follow-up speed, sales process, pricing, offer-market fit, churn, bad targeting, too much discounting, low conversion from one channel, a poor handoff between marketing and sales, or a product that solves the wrong problem. Sonnet can summarize your numbers. Opus is better for diagnosis.

I'm going to give you our monthly revenue, lead sources, close rates, average order value, churn, ad spend, sales cycle, and notes from recent lost deals. Diagnose the most likely reasons revenue is flat. Do not give generic advice. Rank the likely causes, explain what evidence supports each one, and tell me what to check next.

The valuable part is not the answer. It is the model helping you avoid fixing the wrong problem.

4. Hiring, firing, and role design

People decisions are expensive. Use Opus when thinking through whether to hire, which role to hire first, whether to fire or coach, how to restructure responsibilities, whether a contractor should become full-time, or whether a performance issue is a person problem or a process problem. Sonnet can write the job description. Opus should help determine whether the job should exist.

Help me decide whether I should hire a full-time operations manager, a part-time admin, or improve our systems before hiring. Ask me for the business context you need, then compare the options based on cost, risk, owner time saved, and likely bottlenecks.

This is where a stronger model helps, because the decision is messy and there may not be one obvious answer.

5. Client conflicts and sensitive communication

Use Opus when the message could affect a relationship, reputation, or legal position: a major client is upset, you need to enforce a boundary, a project has gone off scope, a customer is demanding a refund, a partner relationship is tense, or you need to say no without escalating the situation. Sonnet can make a normal email polite. Opus is better when the wording requires judgment.

Draft a response to this client that protects the relationship but does not accept blame we do not owe. Keep it calm, factual, and firm. Identify anything I should avoid saying. Give me three versions: soft, neutral, and firm.

Still have a lawyer review legal issues. AI is not a replacement for legal counsel.

6. Business strategy and prioritization

Use Opus when deciding what not to do, which is usually the harder part. Business owners rarely suffer from a lack of ideas. They suffer from too many partially good ideas: launch a new offer, build a course, hire a salesperson, start paid ads, redesign the website, open a second location, add a subscription, start a podcast, sell to a new niche. Sonnet can help brainstorm. Opus can help prioritize.

Here are the six growth ideas I'm considering. Evaluate them based on revenue potential, difficulty, time to implement, cash requirement, risk, and fit with our current team. Be blunt. Tell me which one I should do first, which ones to delay, and which one is probably a distraction.

This is one of the most useful ways to use a stronger model: not to get a magic answer, but to force clearer thinking.

7. Designing automations and workflows

Here the best split is often: Opus designs the workflow, Sonnet runs the workflow. If you are building an automation, the expensive part is usually not the repeated task. It is designing the system correctly. Use Opus to think through what should trigger the workflow, what data is needed, what can go wrong, what needs human approval, what should never be automated, what exceptions need handling, and how to test before going live. Then use Sonnet 5 for the repeated day-to-day execution.

For a lead follow-up system, use Opus to design the lead categories, qualification rules, routing logic, follow-up timing, escalation rules, failure cases, and approval steps. Use Sonnet to draft the follow-up emails, call summaries, CRM notes, and reminders. Do not ask the cheaper model to design a fragile system and then let that system run your business unchecked.

A model-selection table for business owners

Business taskBetter defaultWhy
Rewrite a routine emailSonnet 5Low-risk and easy to review
Summarize meeting notesSonnet 5Mostly compression and organization
Turn a blog into social postsSonnet 5High-volume repurposing
Clean a messy contact listSonnet 5Mechanical and checkable
Draft 20 headline optionsSonnet 5You are choosing from options
Write a standard FAQ answerSonnet 5Policy-based and repeatable
Create an SOP from rough notesSonnet 5Organizing known information
Decide whether to raise pricesOpus 4.8High-leverage business judgment
Review a high-ticket proposalOpus 4.8Direct revenue impact
Diagnose flat revenueOpus 4.8Requires deeper analysis
Handle an angry major clientOpus 4.8Relationship and reputation risk
Decide whether to hireOpus 4.8Expensive and hard to reverse
Build a sales strategyOpus 4.8Positioning and prioritization matter
Design an automation workflowOpus 4.8One bad assumption can break the system
Run the automation dailySonnet 5Repetitive execution after design

The best workflow: Sonnet first, Opus second

You do not always have to choose one model from the start. For many important tasks, the best approach is three steps: use Sonnet 5 to create the first draft, use Opus 4.8 to critique and pressure-test it, then use Sonnet 5 again to produce variations or format the final version.

For a sales page, use Sonnet 5 to draft headlines, section outlines, FAQ ideas, and email variations. Then use Opus 4.8 to review: is the offer clear, is the buyer's pain understood, are the claims believable, is the proof strong enough, are objections handled, would this make a serious buyer more likely to act. Then use Sonnet 5 again to create shorter versions, ad variations, and follow-up copy. That is smarter than trying to make one model do everything.

The "upgrade to Opus" checklist

When you are using Sonnet 5, ask yourself:

  • Could this affect revenue?
  • Could this affect a client relationship?
  • Could this create legal, financial, or compliance risk?
  • Could this damage trust if it is wrong?
  • Is this hard for me to quickly check?
  • Is this a decision, not just a draft?
  • Am I asking the AI to diagnose a problem or choose between tradeoffs?
  • Would I normally ask a senior advisor, attorney, CFO, or experienced operator for help?

If the answer is yes to any of those, switch to Opus 4.8. Treat that switch as a signal to yourself: this one matters.

Three rules for using either model safely

1. Do not let the AI invent facts. AI can sound confident even when it is wrong, so be specific. Instead of "write a sales page for my company," say "write a sales page using only the details below, and if you need information I did not provide, list the missing information instead of inventing it." That one sentence, "do not invent information," will save you headaches.

2. Give the model real context. A better model does not fix a vague prompt. If you want useful business advice, give it who you sell to, what you sell, your price, your margins, your close rate, your main objections, your sales cycle, your constraints, what you have already tried, and what a good outcome looks like. Weak input produces weak output, and this is especially true for Opus. If you are paying for better reasoning, give it the facts it needs to reason with.

3. Keep humans in the loop for high-stakes work. Neither model should be the final authority on legal, tax, medical, HR compliance, regulated industries, final financial decisions, sensitive customer disputes, or anything involving confidential data. Use AI to prepare, summarize, draft, compare, and pressure-test. Do not use it as the only decision-maker.

A one-week implementation plan

Day 1: Make two lists. Create a "Sonnet Tasks" list (routine emails, meeting summaries, content repurposing, SOP drafts, caption variations, FAQ drafts, simple support replies) and an "Opus Tasks" list (pricing, strategy, hiring, firing, proposal review, sales page review, revenue diagnosis, client conflict, automation design, major financial decisions). This alone makes your AI usage more intentional.

Day 2: Build five reusable prompts. Summarize this for action, rewrite this email, turn this into content, pressure-test this decision, review this before I send it. The first three are usually Sonnet. The last two are often Opus.

Day 3: Pick one repetitive task for Sonnet. Something annoying but low-risk, like weekly meeting summaries or client follow-up drafts. Use Sonnet 5 repeatedly and measure whether it saves time.

Day 4: Pick one expensive decision for Opus. Should we raise prices, why are leads not converting, which offer should we push next quarter. Give Opus the full context and ask it to challenge your thinking.

Day 5: Write your business's model rule. For example: "We use Sonnet for drafts, summaries, formatting, and routine communication. We use Opus for pricing, strategy, proposals, client conflict, hiring decisions, financial analysis, and automation design." That is enough to start. You do not need a complicated AI policy.

FAQ

What is the difference between Claude Sonnet 5 and Claude Opus 4.8?

Sonnet 5 is the faster, cheaper everyday model and the new default for most Claude users. Opus 4.8 is the higher-accuracy model for high-stakes, ambiguous, or strategic work. Anthropic positions Opus 4.8 as the model of choice for higher accuracy, while Sonnet 5 delivers much of that quality at a lower price.

Which Claude model is cheaper, Sonnet 5 or Opus 4.8?

Sonnet 5. At launch it costs $2 per million input tokens and $10 per million output tokens through August 31, 2026, then $3 and $15 after that. Opus 4.8 costs $5 per million input tokens and $25 per million output tokens.

Is Claude Sonnet 5 good enough for business use?

Yes. For most day-to-day tasks such as drafting routine emails, summarizing documents, cleaning up data, and repurposing content, Sonnet 5 is the right default. It is designed to handle multi-step work well at a lower cost than Opus.

When should a business owner use Opus 4.8 instead of Sonnet 5?

When being wrong is expensive: pricing and packaging, high-ticket proposals and sales pages, diagnosing flat revenue, hiring or firing, sensitive client communication, business strategy, and automation design. If the cost of being wrong is large, use Opus.

Can I use both Claude models together?

Yes, and it is often the best approach. Use Sonnet 5 to create the first draft, Opus 4.8 to critique and pressure-test it, then Sonnet 5 again to produce variations and format the final. For automations, let Opus design the workflow and let Sonnet run it day to day.

Is Claude Sonnet 5 the default model?

Yes. Sonnet 5 is the default for Claude Free and Pro plans, and it is also available to Max, Team, Enterprise, Claude Code, and Claude Platform users.

The bottom line

Claude Sonnet 5 makes everyday AI work cheaper and more practical. The bigger advantage is knowing which work deserves speed and which deserves judgment.

Use Sonnet 5 like a sharp, fast operator: draft this, summarize that, clean this up, turn this into ten versions, prepare the first pass. Use Opus 4.8 like a senior advisor: is this the right decision, what am I missing, where is the risk, why is this not working, what should we do first, is this good enough to send.

Do not put your most expensive advisor on data entry. Do not let your cheapest assistant make your biggest decisions. Use the right model for the cost of the mistake.

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