Claude Sonnet 5 (Adaptive Reasoning, Max Effort) vs GPT-4o (Nov '24): The Ultimate Performance & Pricing Comparison

Claude Sonnet 5 is the stronger default for new developer workloads, while GPT-4o (Nov '24) remains difficult to evaluate because current official documentation does not confirm its availability, price, or version details. Artificial Analysis reports an Intelligence Index of 53.4 for Claude Sonnet 5 and 11.2 for GPT-4o, with equal latency at 0.3 seconds. Data provided by https://artificialanalysis.ai/

Claude Sonnet 5 also reports a median output speed of 89.078 tokens per second, while the GPT-4o comparison has no reported value. The price comparison favors Claude Sonnet 5 at $4 versus $4.375 per 1M blended tokens. Artificial Analysis data

Anthropic describes Claude Sonnet 5 as a balance of speed and intelligence and lists claude-sonnet-5 as its API identifier and stable alias. Anthropic's model overview OpenAI's current model directory does not list gpt-4o, so developers should treat GPT-4o's present status as an unresolved procurement and integration risk. OpenAI Models

Claude Sonnet 5 offers the clearer production choice because its measured general capability, published API identity, and current pricing are all easier to verify. Artificial Analysis gives Claude Sonnet 5 an Intelligence Index of 53.4 against 11.2 for GPT-4o, a reported gap of 42.2 points. Artificial Analysis data

GPT-4o has one measured advantage that is not actually a demonstrated advantage: neither model has a lower reported latency, because both are listed at 0.3 seconds. GPT-4o's missing output-speed value prevents a fair throughput conclusion. The available data therefore supports a capability and evidence advantage for Claude Sonnet 5, but not a complete operational superiority claim. Artificial Analysis data

The version situation reinforces that asymmetry. Anthropic says Claude Sonnet 5 was released on 2026-06-30 and remains available through its documented platforms. Introducing Claude Sonnet 5 OpenAI's supplied model directory does not confirm whether GPT-4o is still directly callable, retired, or replaced. OpenAI Models

Developers should choose Claude Sonnet 5 for a new system unless an existing product depends on GPT-4o-specific behavior. Developers should validate that dependency before migration, because the supplied evidence does not establish GPT-4o's current API contract.

Claude Sonnet 5 is the better-supported performance choice, but the available benchmark evidence does not prove superiority across every developer task. Artificial Analysis reports a 53.4 Intelligence Index for Claude Sonnet 5 and 11.2 for GPT-4o, while reporting no comparable GPT-4o coding index and no Claude Sonnet 5 math index. Artificial Analysis data

That missing cross-category coverage matters. A developer building a general assistant, coding agent, or research workflow can reasonably treat the intelligence result as a strong signal toward Claude Sonnet 5. A developer selecting a math-heavy model cannot infer a winner from GPT-4o's reported math value of 6, because the corresponding Claude Sonnet 5 value is absent. The evidence supports a directional choice, not a universal leaderboard.

Claude Sonnet 5's reported median output speed of 89.078 tokens per second gives it a measurable throughput signal. GPT-4o has no reported value in the supplied comparison, so the chart cannot establish whether GPT-4o is slower, faster, or simply unmeasured. Equal latency at 0.3 seconds suggests similar request-start behavior, but it says less about long responses, reasoning effort, tool loops, or end-to-end agent completion. Artificial Analysis data

Anthropic says Sonnet 5 targets reasoning, tool use, coding, knowledge work, agentic search, and computer use. Introducing Claude Sonnet 5 Community reports are mixed: some users describe strong complex coding performance, while others report long autonomous iterations and high usage. Complex coding tasks First impressions Those reports lack reproducible test methods, so they should inform pilot design rather than replace it.

Claude Sonnet 5 has the lower measured token price, but workload shape and migration behavior determine whether that advantage reaches the application budget. Artificial Analysis lists $4 for Claude Sonnet 5 and $4.375 for GPT-4o per 1M blended tokens. Input pricing is $2 versus $2.5, while output pricing is $10 for each model. Artificial Analysis data

The practical saving is concentrated in input tokens and blended usage. Output-heavy workloads do not gain a listed price advantage, because both models are priced at $10 per 1M output tokens in the comparison. Retrieval-heavy systems, repeated context injection, and large agent prompts are more likely to benefit from Claude Sonnet 5's lower input price.

Anthropic's official pricing page also distinguishes introductory pricing from standard pricing, which makes the headline price time-sensitive. Anthropic pricing A team budgeting a long-lived deployment should model the documented pricing transition rather than assume the introductory rate remains permanent.

Claude Sonnet 5 can become more expensive operationally if an integration carries forward old token budgets or produces lengthy reasoning traces. Anthropic documents adaptive thinking, total output-budget consumption, and a newer tokenizer that can change token counts. What's new in Claude Sonnet 5 The supplied evidence does not quantify the resulting cost increase for a real workload. Developers should measure tokens, retries, tool calls, and completed tasks during a pilot instead of using list price alone.

GPT-4o's current official price is itself uncertain. OpenAI's pricing directory does not list gpt-4o, so a verified production quote cannot be derived from the supplied official material. OpenAI Pricing

Claude Sonnet 5 is the recommended starting point for new applications that need strong general reasoning, coding support, or agentic behavior with a documented API identity. Anthropic documents claude-sonnet-5, adaptive thinking, supported platforms, and current model status. Anthropic's model overview What's new in Claude Sonnet 5

Choose Claude Sonnet 5 when the application evaluates broad intelligence, code generation, tool coordination, or long-running work. The Artificial Analysis Intelligence Index of 53.4 provides the strongest comparable result in the supplied data, and the reported 89.078 median output tokens per second gives developers a concrete throughput signal. Artificial Analysis data

Choose GPT-4o only when an existing system has a verified dependency on its behavior, deployment path, or historical outputs. The supplied OpenAI documentation does not confirm a current GPT-4o listing, stable alias, dedicated release information, or current price. OpenAI Models OpenAI Pricing That uncertainty should trigger an availability check and a regression test before new investment.

Claude Sonnet 5 requires migration checks. Non-default sampling controls, manual extended thinking, and assistant-message prefilling may not be accepted under its documented API behavior. What's new in Claude Sonnet 5 Community feedback also reports pushback and defensive interactions, although the available posts do not provide reproducible rates. Pushback discussion A pilot should therefore score task completion, refusal behavior, output length, tool-call count, and total cost.

Claude Sonnet 5 is the safer default for a new evaluation, but the evidence still leaves important integration questions unanswered. The following checks separate a defensible model decision from a leaderboard-only decision.

A production pilot should compare completed tasks rather than isolated response quality. The supplied materials establish a strong intelligence signal for Claude Sonnet 5, but they do not establish GPT-4o's current API availability, output speed, or version-specific failure profile. OpenAI Models Artificial Analysis data