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Together AI logo

Together AI

Not Agent-Ready Yet
Agent-Ready SaaS Index · together.ai · scored 2026-05-03 · rubric v1.1
Score 35 / 100
AI Inference
Self-serve checkout

Together AI publishes a pricing page with 5 discoverable plan tier(s). No per-unit price was found on the page; an agent has no direct way to estimate the cost of a single task. Self-serve signup exists alongside a sales-led / custom tier. No public API documentation URL was discovered.

See Together AI pricing summaryLive pricing page
Pricing snapshot
Pricing — ⚡️ FlashAttention-4: up to 1.3× faster than cuDNN on NVIDIA Blackwell →
As of 2026-05-03 · derived from www.together.ai/pricing
Tier 1

Higher volume

Tier 2

Higher volume

Tier 3

Higher volume

Tier 4

Higher volume

6 additional priced steps detected — typically a volume slider or bulk-purchase ladder. See live page for full list.Snapshot rendered from xpay's extracted pricing signals. The full tier list lives on the live page — see source link above.
Score breakdown · rubric v1.1
How Together AI scores on the agent-ready dimensions

Public pricing

15 / 15

Usage-based / metered

0 / 25

Self-serve checkout

15 / 15

Public API

0 / 15

Low / no minimum

0 / 10

Unauth automated payment

3 / 10

Bonus (machine-readable pricing)On top of /100 base

0 / 5

Total
35 / 100
Agent purchase simulation
Six-step check: can an agent actually buy from Together AI?
✓

Discover price

https://www.together.ai/pricing — model-by-model table
✓

Select a plan

Serverless, dedicated, GPU clusters, fine-tuning programs all distinct
✓

Pay per task

Per-token serverless billing on every chat model
◐

Avoid a sales call

Serverless and on-demand GPUs self-serve; reserved >6mo gated
✓

API docs without auth

https://docs.together.ai public
✓

Estimate cost upfront

Token rates exposed at model granularity
Analysis
Pros and cons for AI agents
Observational summary written by xpay from the signals captured on 2026-05-03. Not a review of the product — only of its current pricing posture for agent buyers.
✓ For an AI agent
  • Pricing is publicly visible on an indexable page — agents can read tiers without scraping past auth.
  • Per-unit billing is published, so an agent can budget for a single task before committing.
  • API documentation is reachable without a login — discovery and integration can happen in one session.
  • Per-unit rate is concrete enough that an agent can model expected spend before issuing a request.
◐ Opportunities for the provider
  • Some tiers are sales-led; the highest-capacity surfaces are not self-serve.
  • PPU requires account creation and an issued API key; a fully unauthenticated agent purchase is not yet supported.
  • No /.well-known/ai-pricing.json or equivalent machine-readable pricing manifest is published — agents must rely on HTML scraping.
One-line fix
How Together AI could lift its score

Add a per-unit price (e.g. $X / 1K calls) to the pricing page so an agent can compute its own cost before committing.

pricing_visible

true

headline_phrasing

Pricing — ⚡️ FlashAttention-4: up to 1.3× faster than cuDNN on NVIDIA Blackwell →

tier_count

6

lowest_paid_entry_usd

null

free_tier

false

free_tier_terms

null

per_unit_price

null

annual_required

false

self_serve_paid_tiers

5

sales_only_tiers

0

public_api_docs_url

null

api_docs_auth_walled

null

ai_pricing_json_present

false

agents_txt_present

false

anonymous_purchase_path

false

per_unit_classification

null

usage_headline_present

false

custom_tier_present

true

agent_friendly

{"ai_pricing_json":false,"agents_txt":false,"llms_txt":true,"sitemap_xml":true,"mcp_server_card":false,"agent_skills_index":false,"x402_supported":false}

View raw extracted page text →
Page heading: Pricing
CTAs (40): ⚡️ FlashAttention-4: up to 1.3× faster than cuDNN on NVIDIA Blackwell → · Introducing Together AI's new look → · 🔎 ATLAS: runtime-learning accelerators delivering up to 4x faster LLM inference · ⚡ Together GPU Clusters: self-service NVIDIA GPUs, now generally available → · 📦 Batch Inference API: Process billions of tokens at 50% lower cost for most mo · 🪛 Fine-Tuning Platform Upgrades: Larger Models, Longer Contexts → · Inference · Serverless InferenceHigh-performance inference as APIs · Batch InferenceInference for batch workloads · Dedicated Model InferenceInference on custom hardware · Dedicated Container InferenceInference for custom models · MiniMax M2.5Nano Banana ProQwen3.5-397BGLM-5kimi k2.5gpt-oss-120BModel libraryEx
Price tokens (50): $1.40 · $4.40 · $0.30 · $0.06 · $1.20 · $1.20 · $0.20 · $4.50 · $2.10 · $0.20 · $4.40 · $0.50
⚡️ FlashAttention-4: up to 1.3× faster than cuDNN on NVIDIA Blackwell →Introducing Together AI's new look →🔎 ATLAS: runtime-learning accelerators delivering up to 4x faster LLM inference →⚡ Together GPU Clusters: self-service NVIDIA GPUs, now generally available →📦 Batch Inference API: Process billions of tokens at 50% lower cost for most models →🪛 Fine-Tuning Platform Upgrades: Larger Models, Longer Contexts →InferenceServerless InferenceHigh-performance inference as APIsBatch InferenceInference for batch workloadsDedicated Model InferenceInference on custom hardwareDedicated Container InferenceInference for custom modelsMiniMax M2.5Nano Banana ProQwen3.5-397BGLM-5kimi k2.5gpt-oss-120BModel libraryExplore the top open-source modelsComputeAccelerated ComputeGPU ClustersReliable GPU clusters at scaleAI FactoryCustom infrastructure at frontier scaleDeveloper EnvironmentsSandboxBuild development environments for AIStorageManaged StorageStore model weights & data securelyGB300GB200B200H200H100Model ShapingFine-TuningShape models with your dataEvaluationsMeasure model qualityDeepSeek V3.1GLM 5 FP4Qwen3-VL 32Bgpt-oss-120bkimi k2.5Llama 4 MaverickModel libraryFine-tune top open-source modelsResearchResearchSystems research for production AIResearch blogAll our research publicationsFeatured publicationsFlashAttentionATLASKernel CollectionThunderKittensDSGymShow allDevelopersDocumentationTechnical docs for Together AIDemosOur open-source demo appsCookbooksPractical implementation g…
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Are you Together AI? Something off in this listing?
Agent-Ready Spec
Together AI
Not Agent-Ready Yet

35

/ 100 (rubric v1.1)
Category

AI Inference

Pricing model

Pricing — ⚡️ FlashAttention-4: up to 1.3× faster than cuDNN on NVIDIA Blackwell →

Tier count

6

Free tier

No

Lowest paid entry

Sales-led

Self-serve / sales-only tiers

5 / 0

Public API docs

Auth-walled

Anonymous purchase path

No

Machine-readable pricing

Not published

Last refreshed

2026-05-03

Actions
Open live pricing page
Verdict reflects Not Agent-Ready Yet status under rubric v1.1. Source observed at https://www.together.ai/pricing.
Agent-friendly features2 of 7 present
Discovery files and protocols
Side-channel signals — informational, not part of the score. Each protocol is independent; adoption signals the publisher is thinking about agent buyers.

ai-pricing.json

agents.txt

llms.txt

sitemap.xml

MCP Server Card

Agent Skills

x402 / MPP

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