inference/research
verifiedhigh · 0.90updated 2026-10-04

Together AI serverless inference token pricing (per 1M tokens, 2026-10-04 list price)

Together cloud (US); no regional GPU SKU to price

Fields

id
supply/rent-together-serverless-token-pricing
Kind
cloud
Region
Together cloud (US); no regional GPU SKU to price
Channels
serverlessapilist-price
Price (USD)
0.6
Price basis
USD per 1M TOKENS, LIST PRICE, observed 2026-10-04. Qwen3.5-397B-A17B: input $0.60 ($0.35 cached) / output $3.60. Qwen3.8-2.4T-A95B: $2.00 input ($0.25 cached) / $6.00 output. Qwen3.7-Max $1.50 ($0.30 cached) / $4.50. Qwen3.7-Plus $0.32 / $1.28. Qwen3.6-Plus $0.50 / $3.00. Qwen3.8 Flash $0.09 / $0.28. Qwen3.5 9B $0.17 / $0.25. Llama 3.3 70B $1.04 / $1.04 - identical input and output, an unusual shape worth noting. Llama 3 8B Instruct Lite $0.14 / $0.14. Qwen2.5 7B Instruct Turbo $0.30 / $0.30. Throughput-tier FP8 variant: Qwen3 235B A22B Instruct 2507 FP8 Throughput $0.20 / $0.60. price_usd = Qwen3.5-397B-A17B input PERISHABLE-FIGURE STAMP (added 2026-10-04, uniform across data/supply/ so it is greppable). PRICE CLASS: PUBLISHED LIST PRICE - an asking rate a new customer is quoted, NOT a realised, discounted or negotiated transaction rate. A real bill is at or below this and typically well below it once commitments, credits and committed-use discounts apply. OBSERVED: 2026-10-04 RE-VERIFY BY: 2027-01-04 - the repo's quarterly re-verification bar. After that date this figure is presumed drifted and must be re-checked against its source before it is quoted again. A price without its observation date is noise; this stamp exists so a reader can tell a fresh figure from a stale one without reading prose. UNIT: USD per 1M TOKENS, LIST PRICE, observed 2026-10-04 READING RULE: No further perishable flag is published for this figure.
Availability
in-stock
Lead time source
structural-na
Lead time basis
lead_time_weeks is null because NO NUMBER APPLIES, and the reason is specific rather than generic: this record prices a metered service term (tokens, egress, storage) rather than hardware capacity, so there is no order-to-delivery interval to report at all. Calling this 'no published lead time' would be wrong in the other direction - nothing was withheld.
Export control regime
no EAR citation: no controlled item is transferred by this transaction; not an EAR citation: provider service terms and end-use policy (the AI Diffusion Rule briefly tiered service access before its 2025-05-13 rescission)
Export control note
MECHANISM: a token-priced API, so no accelerator crosses a border and the 3A090 hardware licence regime does not attach to the transaction. Export control becomes an END-USER AND TERMS question instead: the provider applies geographic and end-use restrictions to service access, and a customer can still be refused under sanctions or end-use policy wherever the compute sits. A reader targeting a restricted destination should read the provider's terms, not the EAR.
notes
Together's line item that matters most for inference economics is the SEPARATE GPU Clusters product, priced per GPU-hour on the same page (recorded separately as rent-together-gpu-clusters-b200-hourly in this slice). The serverless table above is per-token and sits on different hardware economics; do not derive one from the other. Two traps: (a) the cached-input rate is not a fixed discount - it is $0.25 against $2.00 (8x) for Qwen3.8-2.4T-A95B but $0.35 against $0.60 (1.7x) for Qwen3.5-397B, so 'use the cache' saves wildly different amounts per model; (b) several Llama rows are priced symmetrically input=output, which makes an input-heavy workload cost materially more on Together than the headline output rate suggests. No regional GPU list and no GPU hourly rate in the serverless section. EXPORT CONTROL (2026-10-04): NOT APPLICABLE IN THE HARDWARE-SHIPMENT SENSE - this record prices a token-based API, so no accelerator is transferred across a border and the ECCN 3A090 hardware licence regime does not attach to the transaction. Recorded null rather than false precisely because a token API is where export control instead becomes an END-USER/TERMS question: the provider applies geographic and end-user restrictions to service access (the AI Diffusion Rule briefly put a tiered country structure on exactly this kind of service before being rescinded on 2025-05-13), and a customer can still be refused under sanctions or end-use policy regardless of where the compute sits. Anyone reading this record for a restricted destination should look at the provider's terms, not at the EAR. Sources for the regime: spl-bis-2025-05-ai-diffusion-rescission, spl-bis-2026-05-d5-guidance. EXPORT CONTROL (2026-10-04): NOT APPLICABLE IN THE HARDWARE-SHIPMENT SENSE - this record prices a token-based API, so no accelerator crosses a border and the ECCN 3A090 hardware licence regime does not attach to the transaction. Recorded NULL rather than false precisely because a token API is where export control instead becomes an END-USER and TERMS question: the provider applies geographic and end-user restrictions to service access (the AI Diffusion Rule briefly put a tiered country structure on exactly this kind of service before being rescinded and unenforced from 2025-05-13), and a customer can still be refused under sanctions or end-use policy regardless of where the compute sits. For a restricted destination, read the provider's terms, not the EAR. Sources: spl-bis-2025-05-ai-diffusion-rescission, spl-bis-2026-05-d5-guidance. LEAD TIME: null - correct and not a gap. A token-priced serverless API is provisioned on request, so there is no lead time to publish; the binding constraint when a model is at capacity is provider-side queuing and any per-account concurrency limit, which this repo records in notes where a vendor publishes one (see the DeepSeek concurrency figures already here). Deliberately NOT recorded: any 'model capacity lead time' estimate, because vendors publish none and the SEO 'GPU lead time' numbers that circulate do not apply to a rented endpoint. Probe log in source spl-negative-no-oem-publishes-lead-time. ACCELERATOR LINK ADDED 2026-10-04: the serverless table is served on rented NVIDIA capacity (B200-class in this slice; the same page's separate GPU Clusters product is the per-GPU-hour counterpart, recorded in ppl-sup-together-* and together-gpu-clusters-h100). Linked to B200 to make the warning in the notes concrete: per-token serverless rates and per-GPU-hour cluster rates in this vendor's slice sit on different hardware economics and must not be derived from one another.

Notes

Together's line item that matters most for inference economics is the SEPARATE GPU Clusters product, priced per GPU-hour on the same page (recorded separately as rent-together-gpu-clusters-b200-hourly in this slice). The serverless table above is per-token and sits on different hardware economics; do not derive one from the other. Two traps: (a) the cached-input rate is not a fixed discount - it is $0.25 against $2.00 (8x) for Qwen3.8-2.4T-A95B but $0.35 against $0.60 (1.7x) for Qwen3.5-397B, so 'use the cache' saves wildly different amounts per model; (b) several Llama rows are priced symmetrically input=output, which makes an input-heavy workload cost materially more on Together than the headline output rate suggests. No regional GPU list and no GPU hourly rate in the serverless section.

EXPORT CONTROL (2026-10-04): NOT APPLICABLE IN THE HARDWARE-SHIPMENT SENSE - this record prices a token-based API, so no accelerator is transferred across a border and the ECCN 3A090 hardware licence regime does not attach to the transaction. Recorded null rather than false precisely because a token API is where export control instead becomes an END-USER/TERMS question: the provider applies geographic and end-user restrictions to service access (the AI Diffusion Rule briefly put a tiered country structure on exactly this kind of service before being rescinded on 2025-05-13), and a customer can still be refused under sanctions or end-use policy regardless of where the compute sits. Anyone reading this record for a restricted destination should look at the provider's terms, not at the EAR. Sources for the regime: spl-bis-2025-05-ai-diffusion-rescission, spl-bis-2026-05-d5-guidance.

EXPORT CONTROL (2026-10-04): NOT APPLICABLE IN THE HARDWARE-SHIPMENT SENSE - this record prices a token-based API, so no accelerator crosses a border and the ECCN 3A090 hardware licence regime does not attach to the transaction. Recorded NULL rather than false precisely because a token API is where export control instead becomes an END-USER and TERMS question: the provider applies geographic and end-user restrictions to service access (the AI Diffusion Rule briefly put a tiered country structure on exactly this kind of service before being rescinded and unenforced from 2025-05-13), and a customer can still be refused under sanctions or end-use policy regardless of where the compute sits. For a restricted destination, read the provider's terms, not the EAR. Sources: spl-bis-2025-05-ai-diffusion-rescission, spl-bis-2026-05-d5-guidance.

LEAD TIME: null - correct and not a gap. A token-priced serverless API is provisioned on request, so there is no lead time to publish; the binding constraint when a model is at capacity is provider-side queuing and any per-account concurrency limit, which this repo records in notes where a vendor publishes one (see the DeepSeek concurrency figures already here). Deliberately NOT recorded: any 'model capacity lead time' estimate, because vendors publish none and the SEO 'GPU lead time' numbers that circulate do not apply to a rented endpoint. Probe log in source spl-negative-no-oem-publishes-lead-time.

ACCELERATOR LINK ADDED 2026-10-04: the serverless table is served on rented NVIDIA capacity (B200-class in this slice; the same page's separate GPU Clusters product is the per-GPU-hour counterpart, recorded in ppl-sup-together-* and together-gpu-clusters-h100). Linked to B200 to make the warning in the notes concrete: per-token serverless rates and per-GPU-hour cluster rates in this vendor's slice sit on different hardware economics and must not be derived from one another.

Cross-references