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Which subscription should you test?

Start with the same recurring tasks in both products: a document, a coding problem, a research question or a multimodal workflow you actually need. Compare successful output, review time and interruptions, not a provider-wide quality claim.

Your situationWhat to compareBuying check
Individual daily assistantChatGPT Plus and Claude ProRequired tools, current access and actual usage headroom
Repeatedly blocked personal workThe heavier personal tiers aboveWhether extra capacity removes your specific bottleneck
Coding workflowsYour required Codex or Claude Code integrationProduct-specific access, billing and reset terms
Team procurementDedicated business/team plansSeats, administration, data controls and minimum commitments
Software integrationThe developer APIsMetered usage, permissions and spending controls

These are evaluation criteria, not promises that a named feature is included in every listed tier. Use the ChatGPT subscription guide and Claude subscription guide for maintained plan details and official sources.

For current plans, compare Claude Max and Claude Ultra. Ultra replaces Max 20x automatically at the same subscription price; its 10× Pro weekly allowance is not a 20× weekly promise. Only verified Ultra accounts have no five-hour cap; unverified accounts retain a temporary cap. Max has 5× Pro usage every five hours and every week. See the Ultra launch report.

Read price and access separately

The subscription table is generated from the maintained catalog. Each row displays its own price verification and access verification. An article update, an API model release or a provider’s old announcement does not refresh either clock.

A successor API model must not be assumed to appear in an existing chat plan. Check the current official plan matrix, rollout and account eligibility before buying for one model or tool. Treat a record marked overdue as a previous observation, not a current quote.

The tracked Claude Max and Ultra rows include claimable Claude Platform API credits. Check redemption and billing conditions separately; this does not make all API usage unmetered.

The table covers tracked personal subscriptions, not a complete team procurement comparison. Check billing period, tax, currency, cancellation and any additional usage separately. Do not multiply a personal fee into a team quote without checking the actual team plan.

API costs are a different comparison

The chart, API table and mini-calculator use exact model identifiers from the pricing dataset. They do not establish subscription entitlement, interchangeable capabilities or equal task quality. Older migration-only models have been removed from this article’s default shortlist.

For routine extraction or classification, test the smaller candidates first. For coding, review and difficult tasks, test the larger candidates against a representative acceptance set. Escalate when the cheaper route fails your checks, not simply because a premium option exists.

Estimate uncached input, cached input, cache creation, output, retries and tool calls. Request-level context tiers and service modes can change the rate; monthly totals alone do not establish which requests cross a threshold.

Use OpenAI pricing, Anthropic pricing and the full token calculator. Our API cost calculation guide explains the arithmetic. Keep subscriptions and API budgets separate unless the exact current product terms explicitly establish otherwise.

Choose on accepted work

Run a short pilot before annual billing. Record accepted results, time spent fixing output, recurring limits and total paid usage. Choose the product that removes a real workflow cost; a larger allowance is poor value if you do not use it.

For a third API control, test a hosted open-model endpoint on Novita AI. Verify its exact model, usage terms and price independently. This is an API alternative, not a ChatGPT or Claude subscription replacement.

FAQ

Is ChatGPT cheaper than Claude?

Compare the relevant subscription rows and your actual usage requirements. API token rates answer a different question and do not establish the cheaper chat plan for your workflow.

Does a chat subscription include API credits?

Claude Max and Ultra list claimable API credits; see their current plan rows and redemption conditions. Do not transfer that benefit to other subscriptions or treat it as unlimited developer usage.

Does a new API model become available in my plan?

Not automatically. Confirm the model on the current plan-specific source and in your eligible account.

Which should I use for coding?

Trial your required integration on the same repository tasks. Compare accepted changes, review time, limits and total billing rather than choosing from a provider label.