Model profile · OpenAI · Rank 5

GPT-5.4 for task fit, cost and privacy

Quick answer. GPT-5.4 carries a weighted score of 85, task performance of 92, privacy of 82 and a Truth Score of 82. The published API rate is $2.50 in and $15 out per million tokens. It is not self-hostable. Choose it when OpenAI integration and adoption outweigh the higher truth and privacy marks on Claude Sonnet 4.6.

GPT-5.4 is the OpenAI balanced model in the published Best AI Match dataset, ranked 5 of 21 with a weighted score of 85. This profile decides task fit, API cost and privacy for a business job. It is not a popularity contest and it does not report a private lab test. Task performance is 92, adoption ease is 98 and integration quality is 97, which is why a team already shipping on the OpenAI SDK often starts here. The same record sets the limits. Truth Score is 82. Privacy is 82. Context is a 128,000-token window, scored 78. The model is not self-hostable, jurisdiction is the United States, and API rates are $2.50 per million input tokens and $15 per million output tokens. GDPR, HIPAA and SOC 2 are marked true. Perspective Score is minus 12 and is excluded from the weighted score, so a lean is disclosed rather than treated as quality. The dataset lists general business tasks, writing, customer service, coding and multimodal work as best-fit jobs. Hold those factors against the job in front of you, then use the match engine if budget or privacy should outweigh the task score.

Where GPT-5.4 fits a business job

The dataset's best-fit list for this model is general business tasks, writing, customer service, coding and multimodal work. Task performance of 92 is the strongest task mark among the three profiles on this index. Adoption ease is 98 and integration quality is 97, which matches teams that already depend on the OpenAI SDK. That is a task-fit argument, not a claim that rank 5 is the right model for every brief. Coding-heavy work should also be read against best AI for coding and the ChatGPT vs Claude pair.

Decision lensPublished figure
Weighted score (rank 5 of 21)85
Task performance92
Cost efficiency74
API price, input / output per million$2.50 / $15
Context window (context score 78)128,000
Privacy82
Truth Score82
Perspective Score (not in the weighted score)−12
Integration / adoption97 / 98

Figures from /data/ai-comparison-2026.json. Last verified 2026-06-26. Scoring version v1.0. Affiliate links are off.

Cost at the published API rate

Cost efficiency is 74. The rate card is $2.50 per million input tokens and $15 per million output tokens, the same output rate as Claude Sonnet 4.6 and a slightly lower input rate. A high task score does not make the invoice small. Model a real month in the token cost calculator before a volume commitment, especially if agents multiply calls.

Privacy, compliance and jurisdiction

Privacy is 82. GDPR, HIPAA and SOC 2 are marked true. Jurisdiction is the United States, and the model is not self-hostable, so the data boundary is the provider's US-hosted API rather than infrastructure you operate. HIPAA true means the dataset records a compliance flag. It does not mean a clinical answer can ship without a qualified reviewer. The data privacy checklist is the companion control.

Truth and perspective stay separate

Truth Score is 82, traced in the dataset to the OpenAI technical report, MMLU and ARC-AGI for the task factor, and to OpenAI's privacy policy for privacy. Perspective Score is −12 on the site's −50 to +50 scale and is excluded from the composite, as explained on the Perspective Score page. A lean is a disclosure, not a quality penalty and not a reason to inflate the weighted score.

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Match it to the job. The match engine weighs task, budget and privacy. Compare the sibling profiles for Claude Sonnet 4.6 and Gemini 3 Flash, or return to the model index.

FAQ

What is GPT-5.4's weighted score?

GPT-5.4 has a weighted score of 85 and is ranked 5 in the published Best AI Match dataset, last verified 2026-06-26.

How much does the GPT-5.4 API cost?

The dataset lists $2.50 per million input tokens and $15 per million output tokens.

Is GPT-5.4 self-hostable?

No. The published record marks GPT-5.4 as not self-hostable, with United States jurisdiction.