Headline USD token rates per 1M; other currencies and units remain native. Original rates are below. Unknown means no unambiguous headline; inspect all rates and conditions below.
API listingInputCache readOutputCapability (Epoch AI)
GPT-5.4 nano · deprecatedUSD 0.20 / 1M tokensstandardUSD 0.02 / 1M tokensstandardUSD 1.25 / 1M tokensstandardNo independent capability score

Rates, billing conditions and sources

GPT-5.4 nano

Service ID: gpt-5.4-nano · Context window: 400K tokens · Listing status: deprecated

Deprecated by provider · still listed · price checked 2026-11-02 (deprecation notice ↗)

All rates, conditions and sources

Input: USD 0.20 / 1M tokens · Standard · Modality: unspecified

Region: global · Endpoint scope: global · Tier: standard · Billing: Unknown · Prompt bracket: none stated · Cache TTL: Unknown seconds · Valid through: Unknown

  • OpenAI direct Standard only; excludes Batch, Flex, Fast, Ultrafast and AWS/Azure billing. Regional eligibility is not established.
  • Regional processing (data residency) endpoints are charged a 10% uplift for models released on or after March 5, 2026. Starting Nov 1, 2026, FedRAMP endpoints are also charged a 10% uplift. Priority processing was renamed Fast mode on July 30, 2026. GPT-5.6 Sol’s promotional pricing is available at least through November 21, 2026.

Output: USD 1.25 / 1M tokens · Standard · Modality: unspecified

Region: global · Endpoint scope: global · Tier: standard · Billing: Unknown · Prompt bracket: none stated · Cache TTL: Unknown seconds · Valid through: Unknown

  • OpenAI direct Standard only; excludes Batch, Flex, Fast, Ultrafast and AWS/Azure billing. Regional eligibility is not established.
  • Regional processing (data residency) endpoints are charged a 10% uplift for models released on or after March 5, 2026. Starting Nov 1, 2026, FedRAMP endpoints are also charged a 10% uplift. Priority processing was renamed Fast mode on July 30, 2026. GPT-5.6 Sol’s promotional pricing is available at least through November 21, 2026.

Cache read: USD 0.02 / 1M tokens · Standard · Modality: unspecified

Region: global · Endpoint scope: global · Tier: standard · Billing: Unknown · Prompt bracket: none stated · Cache TTL: Unknown seconds · Valid through: Unknown

  • OpenAI direct Standard only; excludes Batch, Flex, Fast, Ultrafast and AWS/Azure billing. Regional eligibility is not established.
  • Regional processing (data residency) endpoints are charged a 10% uplift for models released on or after March 5, 2026. Starting Nov 1, 2026, FedRAMP endpoints are also charged a 10% uplift. Priority processing was renamed Fast mode on July 30, 2026. GPT-5.6 Sol’s promotional pricing is available at least through November 21, 2026.

Developer: Unknown / not verified · API seller: OpenAI

Checkpoint: Unknown / not verified · Lineage: Unknown / not verified

Official pricing ↗

Price observed: 2026-11-02T04:26:58.312Z · Price source checked: 2026-11-02T04:26:58.312Z · Price freshness: fresh

Weight-license reviewed: Unknown. Open weights do not establish permission for every commercial use; consult the linked terms.

Gating: unknown · Code license: Unknown / not verified · API availability: available (dated observation, not a live service check)

Source, conditions and dates

Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-nano: identity · openai-gpt-5-4-nano: pricing · openai-gpt-5-4-nano: availability · openai-gpt-5-4-nano: specifications · Retrieved · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: A

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-nano: weightAccess · Retrieved · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: Unknown

    • The official GPT-5.4 nano model page describes API endpoints, features and model aliases; this review did not establish explicit weight-release or non-downloadability evidence.
    • Review outcome: unknown. No explicit model-specific weight-availability statement was established in the reviewed source; this is not evidence of non-downloadability. No download URL or weight license is asserted.

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-mini: pricing · openai-gpt-5-4-nano: pricing · openai-gpt-5-6-luna: pricing · openai-gpt-5-6-sol: pricing · openai-gpt-5-6-terra: pricing · openai-gpt-6-astra: pricing · openai-gpt-6-sol: pricing · openai-gpt-6-luna: pricing · Retrieved · Effective: Unknown · Checked: 2026-09-29T04:37:31.867Z · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: A

    • Raw SHA-256: 0de899a93b1d9a8c7cf7b3a01ed3553337636c7ff374153821f218a203a203c8; collector openai-standard-2.
    • Pricing observation only; no new access, availability, context threshold, regional eligibility or release metadata assertions.

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-mini: pricing · openai-gpt-5-4-nano: pricing · openai-gpt-5-6-luna: pricing · openai-gpt-5-6-sol: pricing · openai-gpt-5-6-terra: pricing · openai-gpt-6-astra: pricing · openai-gpt-6-sol: pricing · openai-gpt-6-luna: pricing · Retrieved · Effective: Unknown · Checked: 2026-10-02T04:37:28.050Z · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: A

    • Raw SHA-256: 0d9fb6b240209bb7b5a05d1d6ce0b8a796e0924b7e34c5ab183a3f1f890febe6; collector openai-standard-2.
    • Pricing observation only; no new access, availability, context threshold, regional eligibility or release metadata assertions.

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-mini: pricing · openai-gpt-5-4-nano: pricing · openai-gpt-5-6-luna: pricing · openai-gpt-5-6-sol: pricing · openai-gpt-5-6-terra: pricing · openai-gpt-6-astra: pricing · openai-gpt-6-sol: pricing · openai-gpt-6-luna: pricing · openai-gpt-6-1-sol: pricing · Retrieved · Effective: Unknown · Checked: 2026-10-07T04:38:54.800Z · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: A

    • Raw SHA-256: 0d9fb6b240209bb7b5a05d1d6ce0b8a796e0924b7e34c5ab183a3f1f890febe6; collector openai-standard-2.
    • Pricing observation only; no new access, availability, context threshold, regional eligibility or release metadata assertions.

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-mini: pricing · openai-gpt-5-4-nano: pricing · openai-gpt-5-6-luna: pricing · openai-gpt-5-6-sol: pricing · openai-gpt-5-6-terra: pricing · openai-gpt-6-astra: pricing · openai-gpt-6-sol: pricing · openai-gpt-6-luna: pricing · openai-gpt-6-1-sol: pricing · Retrieved · Effective: Unknown · Checked: 2026-10-09T04:40:13.300Z · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: A

    • Raw SHA-256: 6162b98d33e8b74bff8c2ffeb2fa9e330b2101280464b441729c350831fec2c8; collector openai-standard-2.
    • Pricing observation only; no new access, availability, context threshold, regional eligibility or release metadata assertions.

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-mini: pricing · openai-gpt-5-4-nano: pricing · openai-gpt-5-6-luna: pricing · openai-gpt-5-6-sol: pricing · openai-gpt-5-6-terra: pricing · openai-gpt-6-astra: pricing · openai-gpt-6-sol: pricing · openai-gpt-6-luna: pricing · openai-gpt-6-1-sol: pricing · Retrieved · Effective: Unknown · Checked: 2026-10-18T04:34:03.415Z · Reviewed: Unknown · Review after: 2026-10-28T04:34:03.415Z · Freshness: stale · Confidence: A

    • Raw SHA-256: e0767b5009dcc929a2f9eeb9ce6096a57ff12e5d8c011de9d69ff145aef2fc28; collector openai-standard-2.
    • Pricing observation only; no new access, availability, context threshold, regional eligibility or release metadata assertions.

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-nano: availability · Retrieved · Effective: Unknown · Checked: 2026-10-13T18:42:00Z · Reviewed: 2026-10-13T18:45:14Z · Review after: 2027-04-01T00:00:00Z · Freshness: unknown · Confidence: A

    • OpenAI Deprecations page, entry "2026-10-01: GPT-5.3-Codex, GPT-5.1, GPT-5.4-Nano": "The following models are deprecated and will be removed from the API on April 1, 2027, with six months’ notice. Migrate to the recommended replacements before the shutdown date." Table row (Shutdown date | Model / system | Recommended replacement): "Apr 1, 2027 | gpt-5.4-nano | gpt-6-luna", so the recommended replacement is gpt-6-luna.
    • Deprecations page raw SHA-256 bfa3fee8a0c244464a39a4bdcc49f100b989e183242b84cb3589b4a080c167a5 (retrieved 2026-10-13T18:42:00Z). The official GPT-5.4 nano model page (https://developers.openai.com/api/docs/models/gpt-5.4-nano, retrieved 2026-10-13T17:54:13Z, raw SHA-256 a7eff00217a47e6288c9029f5a695c5a93ef2e7b26636302d2a03d066c3c1646) shows a "Deprecated" badge next to the model name and on its alias card.
    • Availability stays available: the model is still listed on the OpenAI pricing page and stays in the API until the announced shutdown, so no retirement is recorded before April 1, 2027.

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-nano: specifications · Retrieved · Effective: Unknown · Checked: 2026-10-13T17:54:13Z · Reviewed: 2026-10-14T00:43:53Z · Review after: Unknown · Freshness: unknown · Confidence: A

    • Official OpenAI model page for GPT-5.4 nano, raw SHA-256 a7eff00217a47e6288c9029f5a695c5a93ef2e7b26636302d2a03d066c3c1646: "400,000 context window" and "128,000 max output tokens" (output length is not listed separately on this site).
    • Specifications only: no pricing, availability, capability or release-date assertion.

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-mini: pricing · openai-gpt-5-4-nano: pricing · openai-gpt-5-6-luna: pricing · openai-gpt-5-6-sol: pricing · openai-gpt-5-6-terra: pricing · openai-gpt-6-astra: pricing · openai-gpt-6-sol: pricing · openai-gpt-6-luna: pricing · openai-gpt-6-1-sol: pricing · Retrieved · Effective: Unknown · Checked: 2026-10-26T00:59:52.153Z · Reviewed: Unknown · Review after: 2026-11-05T00:59:52.153Z · Freshness: stale · Confidence: A

    • Raw SHA-256: 606acc6693f882253e203e30da2fbfd23f28b02540a98f26fce93c5cdc04e9dd; collector openai-standard-2.
    • Pricing observation only; no new access, availability, context threshold, regional eligibility or release metadata assertions.

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-mini: pricing · openai-gpt-5-4-nano: pricing · openai-gpt-5-6-luna: pricing · openai-gpt-5-6-sol: pricing · openai-gpt-5-6-terra: pricing · openai-gpt-6-astra: pricing · openai-gpt-6-sol: pricing · openai-gpt-6-luna: pricing · openai-gpt-6-1-sol: pricing · Retrieved · Effective: Unknown · Checked: 2026-10-27T05:39:15.293Z · Reviewed: Unknown · Review after: 2026-11-06T05:39:15.293Z · Freshness: stale · Confidence: A

    • Raw SHA-256: 93d302a9b7a384877533bc3ab5bb48eebf4b56bd6add0f194095054b2a13f952; collector openai-standard-2.
    • Pricing observation only; no new access, availability, context threshold, regional eligibility or release metadata assertions.

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-mini: pricing · openai-gpt-5-4-nano: pricing · openai-gpt-5-6-luna: pricing · openai-gpt-5-6-sol: pricing · openai-gpt-5-6-terra: pricing · openai-gpt-6-astra: pricing · openai-gpt-6-sol: pricing · openai-gpt-6-luna: pricing · openai-gpt-6-1-sol: pricing · openai-gpt-6-1-terra: pricing · Retrieved · Effective: Unknown · Checked: 2026-10-28T04:28:43.456Z · Reviewed: Unknown · Review after: 2026-11-07T04:28:43.456Z · Freshness: stale · Confidence: A

    • Raw SHA-256: 93d302a9b7a384877533bc3ab5bb48eebf4b56bd6add0f194095054b2a13f952; collector openai-standard-2.
    • Pricing observation only; no new access, availability, context threshold, regional eligibility or release metadata assertions.

    Primary source ↗ · vendor-docs · Claims: openai-gpt-5-4-mini: pricing · openai-gpt-5-4-nano: pricing · openai-gpt-5-6-luna: pricing · openai-gpt-5-6-sol: pricing · openai-gpt-5-6-terra: pricing · openai-gpt-6-astra: pricing · openai-gpt-6-sol: pricing · openai-gpt-6-luna: pricing · openai-gpt-6-1-sol: pricing · openai-gpt-6-1-terra: pricing · Retrieved · Effective: Unknown · Checked: 2026-11-02T04:26:58.312Z · Reviewed: Unknown · Review after: 2026-11-12T04:26:58.312Z · Freshness: fresh · Confidence: A

    • Raw SHA-256: 56e3da9bb29246cad60003e01f3fdc6b536149a09f5effe5e79af020a4922cfc; collector openai-standard-2.
    • Pricing observation only; no new access, availability, context threshold, regional eligibility or release metadata assertions.
    About capability scores (Epoch AI)

    Capability scores: Epoch AI, 'Capabilities & benchmarking'. Published online at epoch.ai. Retrieved from 'https://epoch.ai/benchmarks' [online resource], epoch.ai/benchmarks. Accessed 2026-10-31. Licensed CC BY 4.0; values here are rounded to one decimal place and grouped into bands.

    The Epoch Capabilities Index (ECI) combines many benchmarks on a scale where Claude 3.5 Sonnet is 130 and GPT-5 is 150. Bands, on the displayed one-decimal score: Frontier 160+, Strong 150–159.9, Capable 140–149.9, Entry below 140. Each score has a 90% range; a range that crosses a band boundary is flagged. Models are not ranked: neighbouring scores often overlap.

    A benchmark is not your workload. Epoch's scores mostly reflect runs at the highest reasoning effort, which use more output tokens than default settings. Scores are dated and can shift between Epoch releases. A score belongs to the developer's model; a host listing shows the same model's score, but hosts may serve different versions or quantizations.

    How headline rates are chosen

    Headline rates use the directory's shared rule: the rate a buyer meets by default, chosen by billing, tier and context dimensions and never by price. Context caps, the bracket starting at zero and short-context variants are labeled; unverified availability is flagged and is not a service guarantee. Batch, off-peak and other variants remain in the details; ambiguous headlines stay unknown.

    No currency conversion is performed. Missing cache prices are unknown, not zero. Equal units do not establish equivalent models or service conditions. See the methodology and source register.