fshy / Compute / Inference / Storage
Together AI
together.ai · Compute, Inference, Storage · 5 records · JSON
- CodeSandbox SDK Computetrialemailno cardDretention-clamped
- Together Code Sandbox Computepaidemail?card?Drequest-rate
- Together AI Computepaidemail?card?Drequest-rate
- Together AI InferencepaidcardcardD
- Together AI Files API (with 100 GB fine-tune objects) Storagefails: identitycardcardR
CodeSandbox SDK Compute
trialemailno cardDretention-clamped
| Free tier | the rate card it carries is labelled legacy unit mixed; metered on wall-clock; Together recommends its successor for new integrations |
|---|---|
| Price | none stated |
| Per-object cap | not applicable |
| Retention | hibernation stops compute billing; the disk term was not read |
| Egress | not published on the page read |
| Identity | email an account; the tier gate was not read |
| Limits |
10, 20 and 40 VM credits an hour at USD 0.01486 each on the legacy card |
| Binding | retention-clamped the rate card is labelled legacy and Together points at a successor, so the product's own future ends the offer before any quota does |
| Interface | unknown an SDK that creates VMs from credits |
| Tooling | the CodeSandbox SDK, now legacy under Together |
| Composes with | none for new work: the rates are legacy and the product has a successor |
| Reliability | no reliability event recorded |
| Notes | Recorded so a reader does not build on a legacy rate card. The credit is real and the product is being replaced. |
| Evidence rung | documented re-read live on 2026-10-22 for the free-tier and limit figures |
| Checked | 2026-10-23 (live); stale on 2026-11-22 |
Evidence (2)
| date | source | what it proved |
|---|---|---|
| 2026-10-02 | docs.together.ai/docs/together-code-sandbox-legacy | the rate card is labelled legacy and Together recommends its successor for new integrations |
| 2026-10-22 | docs.together.ai/docs/together-code-sandbox-legacy | read live: the rate card is deprecated and a successor SDK is named |
More fields (9)
{
"shape": null,
"billing_model": "allocated",
"session_cap": null,
"keep_rate": null,
"persistent_storage": null,
"network_out": null,
"free_tier_kind": "one-time-credit",
"granularity": {
"min_billed_s": 60,
"rounding_s": null
},
"burst_x": 1.0
}Unknown or withheld values (6)
$.egress.meteredegress-unknown$.interfaceinterface-unknown$.limits[0].sourcewithheld$.per_object_cap.notesprocess$.per_object_cap.statednot-applicable$.reliability_notenone-observed
Together Code Sandbox Compute
paidemail?card?Drequest-rate
| Free tier | no separate sandbox allowance: model inference bills per million tokens from $0.00 on Ternary Bonsai to $15.00 an output MTok, and a code sandbox draws on the same account unit none; metered on none |
|---|---|
| Price | none stated |
| Per-object cap | not stated |
| Retention | not stated |
| Egress | not stated |
| Identity | email (placeholder) not published |
| Limits |
not stated |
| Binding | request-rate |
| Interface | unknown |
| Tooling | not stated |
| Composes with | not stated |
| Reliability | no reliability event recorded |
| Evidence rung | documented the pricing page was read on 2026-10-22 and carries model and audio rates. It publishes no sandbox-specific free allowance, so the record's free-tier claim is not established and the verdict moves to paid-only |
| Checked | 2026-10-23 (live); stale on 2026-11-22 |
Evidence (2)
| date | source | what it proved |
|---|---|---|
| 2026-10-02 | www.together.ai/pricing | not published |
| 2026-10-22 | www.together.ai/pricing | the pricing page was read on 2026-10-22 and is a per-million-token model table with 'Kimi K3 $3.00 input, $15.00 output', 'GLM-5.3 $1.40 / $4.40', 'Ternary Bonsai 27B $0.00', and 'Price per audio minute'; the sandbox product is billed through the same meters |
More fields (17)
{
"talaria_m10h_usd": 44.64,
"talaria_m24h_usd": 107.14,
"nemo_m10h_usd": 9.0,
"keep_rate": 1.0,
"keep_rate_basis": null,
"billing_model": "unclassified",
"shape": null,
"session_cap": {
"wall_clock_min": null,
"idle_reap_s": null,
"restart_required": false,
"note": "a sandbox draws on the same token and audio meters; the page states no sandbox clock"
},
"persistent_storage": null,
"network_out": null,
"price_note": null,
"free_tier_kind": "none",
"granularity": {
"min_billed_s": 60,
"rounding_s": null
},
"burst_x": 2.0,
"burst_bill": "min 1 h",
"ps": null,
"net": {
"out": true,
"in": true,
"ports": null,
"static_ip": null,
"ipv6": null,
"allowance": null
}
}Unknown or withheld values (17)
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Together AI Compute
paidemail?card?Drequest-rate
| Free tier | no free GPU allowance: GPU capacity is priced per GPU-hour on demand or reserved, and inference bills per million tokens from $0.00 on Ternary Bonsai to $15.00 an output MTok unit none; metered on none |
|---|---|
| Price | none stated |
| Per-object cap | not stated |
| Retention | not stated |
| Egress | not stated |
| Identity | email (placeholder) not published |
| Limits |
excluded as gpu-only |
| Binding | request-rate |
| Interface | unknown |
| Tooling | not stated |
| Composes with | not stated |
| Reliability | no reliability event recorded |
| Evidence rung | documented the pricing page was read on 2026-10-22 and its GPU section prices per GPU per hour. It publishes no free GPU allowance, so the record's free-tier claim is not established and the verdict moves to paid-only |
| Checked | 2026-10-23 (live); stale on 2026-11-22 |
Evidence (2)
| date | source | what it proved |
|---|---|---|
| 2026-10-02 | www.together.ai/pricing | not published |
| 2026-10-22 | www.together.ai/pricing | the pricing page was read on 2026-10-22 and its GPU section states 'All prices are per GPU per hour' with on-demand and reserved columns, alongside per-million-token model rates from 'Ternary Bonsai 27B $0.00' to 'Kimi K3 $3.00 / $15.00' |
More fields (14)
{
"talaria_m10h_usd": null,
"talaria_m24h_usd": null,
"nemo_m10h_usd": null,
"keep_rate": null,
"keep_rate_basis": "no field in the source",
"billing_model": "unclassified",
"shape": {
"vcpu": null,
"ram": null,
"disk": null,
"gpu_class": null,
"gpu_count": null,
"note": "priced per GPU per hour with on-demand and reserved rates"
},
"session_cap": {
"wall_clock_min": null,
"idle_reap_s": null,
"restart_required": false,
"note": "a GPU instance bills per hour; the page states no reap"
},
"persistent_storage": null,
"network_out": null,
"price_note": null,
"free_tier_kind": "none",
"ps": {
"gib": null,
"price": "managed storage is a separate section",
"durability": "managed storage",
"on_stop": true,
"on_destroy": false,
"retention": "while the volume exists"
},
"net": null
}Unknown or withheld values (15)
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Together AI Inference
paidcardcardD
| Free tier | No free trial: 'Together AI does not currently offer free trials. Access to the Together platform requires a minimum $15 credit purchase.' unit none; metered on none |
|---|---|
| Price | none stated |
| Per-object cap | not applicable: an inference endpoint stores nothing for the caller |
| Retention | not applicable |
| Egress | the response is the payload; no separate egress term is published |
| Identity | card an account and an API key; a card at signup |
| Binding | none |
| Interface | rest |
| Tooling | any OpenAI-compatible client |
| Composes with | no free lane: the platform requires a minimum USD 15 purchase, so there is no trial credit to pair with an agent |
| Reliability | no reliability event recorded; no key was available |
| Notes | The compute topic also carries this provider under separate slugs. The vendor denies a free trial in its own billing documentation, so the record is paid-only. |
| Evidence rung | documented the billing documentation was read on 2026-10-23 and states that Together offers no free trial and requires a USD 15 minimum purchase. The unauthenticated 401 probe from 2026-10-22 establishes only that the endpoint exists and gates on a key |
| Checked | 2026-10-24 (live); stale on 2026-11-23 |
Evidence (3)
| date | source | what it proved |
|---|---|---|
| 2026-10-22 | probe:https://api.together.xyz/v1/chat/completions | an unauthenticated POST returned 401 with a 372-byte body, {"error":{"message":"Missing API key..."}}. The endpoint exists and gates on a key; no key existed here, so no quota was read |
| 2026-10-22 | docs.together.ai/docs/rate-limits | the rate-limits page returned 200 with 388051 bytes and describes dynamic per-model limits and throughput guarantees; no free-tier allowance was found in the served text |
| 2026-10-23 | docs.together.ai/docs/billing | 'Together AI does not currently offer free trials. Access to the Together platform requires a minimum $15 credit purchase.', quoted |
Unknown or withheld values (1)
$.retention.statednot-applicable
Corrections
- 2026-10-23 The credit ladder was re-read, and eight claims moved
Together AI Files API (with 100 GB fine-tune objects) Storage
fails: identitycardcardR
| Free tier | 100 GB per training file (JSONL or Parquet); SDK constant MAX_FILE_SIZE_GB = 50.1 and MULTIPART_THRESHOLD_GB = 5.0. No published total-storage quota. unit GB; metered on stored-bytes |
|---|---|
| Price | $163.84 (Managed Storage at $0.16/GiB/mo) — 40-80x the cheap-paid floor; egress free |
| Per-object cap | per-object-cap 100 GB (100000000000 bytes) |
| Retention | not stated |
| Egress | No egress fee on the Files API. Their separate Managed Storage product is explicitly advertised with 'zero egress fees'. |
| Identity | card card |
| Limits |
per-object-cap 100 GB. Multipart kicks in above 5 GB; per-part upload timeout 300 s. A client-side check ( check_file) validates JSONL structure before upload, which is a soft write gate for the fine-tune purpose. |
| Binding | none the quota is real and unreachable: identity is the binding constraint, and it is not one of the six limits kinds |
| Interface | unknown POST https://api.together.xyz/v1/files/upload (and /v1/files/{id}/content); OpenAI-ish, purpose in {fine-tune, calibration, eval, batch-api} |
| Tooling | together-python (tg files upload), curl multipart |
| Composes with | 100 GB single objects are the largest per-object cap found in the entire LLM-provider lane — 200x OpenAI's 512 MB. If a total quota is genuinely absent, this is the highest-leverage per-object number in this dossier. Unverified. |
| Reliability | Together has no free tier — 'no free trials', $5 minimum prepaid credit required. That already fails the client's constraint. Read path unverified: /v1/files/{id}/content exists but every probe returns 401. Managed Storage is $0.16/GiB/month = $163.84/TB/month, which is 40-80x the cheap-paid lane and therefore useless even though egress is free. |
| Notes | 100 GB per training file (JSONL or Parquet); SDK constant MAX_FILE_SIZE_GB = 50.1 and MULTIPART_THRESHOLD_GB = 5.0. No published total-storage quota. |
| Evidence rung | reported One page read moves it to documented. |
| Checked | 2026-10-21 (inherited); stale on 2026-11-04 |
| Parsed numbers |
|
Evidence (6)
| date | source | what it proved |
|---|---|---|
| 2026-10-21 | docs.together.ai/docs/fine-tuning/data-preparation | 'The file size limit for either format is 100 GB.' |
| 2026-10-21 | github.com/togethercomputer/together-python/blob/main/src/to | 'MAX_FILE_SIZE_GB = 50.1', 'MULTIPART_THRESHOLD_GB = 5.0', 'MULTIPART_UPLOAD_TIMEOUT = 300' |
| 2026-10-21 | www.together.ai/managed-storage | 'Object storage and parallel filesystems optimized for AI, provisioned and fully managed … with zero egress fees' |
| 2026-10-21 | markaicode.com/pricing/together-ai-pricing/ | 'storage ($0.16/GiB/month for the parallel filesystem used by GPU Clusters)' |
| 2026-10-21 | www.flowtools.co/alternatives/openrouter | 'Together AI does not currently offer free trials … minimum $5 purchase' |
| 2026-10-21 | api.together.xyz/v1/files | PROBE: curl -D - -> 401, Content-Length 148, {"error":{"message":"No API key provided…"}}; /v1/files/abc/content -> 401/148 |
More fields (2)
{
"dead_end": {
"failure_class": "quota",
"why": "100 GB per training file (JSONL or Parquet); SDK constant MAX_FILE_SIZE_GB = 50.1 and MULTIPART_THRESHOLD_GB = 5.0. No published total-storage quota.",
"retry_when": null,
"first_recorded": "2026-10-21"
},
"price_verbatim": "$163.84 (Managed Storage at $0.16/GiB/mo) — 40-80x the cheap-paid floor; egress free"
}Unknown or withheld values (6)
$.extras.dead_end.retry_whenprocess$.free_tier.notesprocess$.interfaceinterface-unknown$.per_object_cap.notesnot-extracted$.retention.notesnot-extracted$.retention.statednot-extracted