Qwen 3.8 Max / Plus
Build multilingual assistants, coding tools, prompt workflows, and production agents through managed Qwen access.
Qwen 3.8 Max + PlusDeepSeek reasoning APIGLM 5.2 coding + agentsMiniMax speech + videoSeedance 2.0, Fast & 2.5
Frontier model APIs
Frontier model APIs, without the integration overhead.
Start with managed access to Qwen, DeepSeek, GLM, MiniMax, and Seedance through production-ready endpoints, then take proven demand into a productized Neo Cloud marketplace path.
DeepSeek
Support planning, automation, and reasoning-heavy production tasks through managed API access.
GLM 5.2
Connect coding, automation, and agent workflows to a production-ready managed model path.
Seedance 2.0 / 2.0 Fast / 2.5
Build cinematic generation workflows with Seedance 2.0, Seedance 2.0 Fast, and Seedance 2.5 through one managed production path.
MiniMax H3
Create videos with MiniMax H3 using multimodal references for characters, motion, camera direction, style, and audio.
MiniMax Hailuo 2.3 / Fast
Access MiniMax video generation for workflows that benefit from Hailuo's quality and faster generation options.
MiniMax Speech 2.8
Add expressive text-to-speech to AI and media products through MiniMax Speech 2.8 HD and Turbo endpoints.
Model API pricing
Choose the right model for every production workload.
Compare model quality, speed, workflow fit, and realized economics across language, reasoning, coding, agent, and video APIs.
Discuss your AI workloadLanguage & Reasoning
Model
TierInput / 1MOutput / 1M
Qwen PlusUp to 70% off
Effective price$0.228$1.28
US server 40% off$0.137$0.768
Outside US 70% off$0.068$0.384
Qwen MaxUp to 70% off
Effective price$0.493$3.86
US server 40% off$0.296$2.32
Outside US 70% off$0.148$1.16
Coding & Agents
Model
ProviderInput / 1MOutput / 1MCache hit
GLM 5.215% off · higher cache hit
OpenRouter$0.265$2.8587%
Token Forge$0.1962$2.48494%
Video Generation
Model
RouteSavingsEndpoint
MiniMax Hailuo 2.340% off official MiniMax
Official MiniMaxList priceapi.minimax.io/
Token Forge Hailuo 2.340% offSame endpoint
Token Forge Hailuo 2.3 Fast40% offSame endpoint
MiniMax H320% off official MiniMax
Official MiniMaxList priceapi.minimax.io/
Token Forge H320% offSame endpoint
Seedance5% off across models
Seedance 2.05% offManaged API access
Seedance 2.0 Fast5% offManaged API access
Seedance 2.55% offManaged API access
Speech
Model
RouteSavingsEndpoint
MiniMax Speech 2.830% off official MiniMax
Official MiniMaxList priceapi.minimax.io/
Token Forge Speech 2.8 HD30% offSame endpoint
Token Forge Speech 2.8 Turbo30% offSame endpoint
AI production platform
Run production AI — and keep data and access under control.
Managed endpoints
Integrate production model access worldwide without operating each provider stack yourself.
Model routing
Match assistant, reasoning, coding, and video jobs to the right model family.
Async workflows
Handle long-running agent jobs with production queues and callbacks.
Usage and access controls
Set per-model volume limits and decide which teams can call which models and workflows.
Data security
Keep prompts, application data, and generated assets under controls that fit your enterprise boundary.
Observability
Monitor requests, routing decisions, and generation jobs with audit-ready telemetry.
From demo to product
A great generation is the demo.A reliable product is the goal.
Send us the workload you are trying to ship. You get back endpoints, rate limits, and pricing against your actual volume — not a list price.
- 01
Ship on managed APIs
Production model access without running a provider stack.
- 02
Widen the model mix
Assistants, reasoning, coding, agents, and video.
- 03
Move volume to Neo Cloud
A productized path for scale, governance, and procurement.
Insights
AI model and infrastructure playbooks for production teams.
Practical articles on frontier models, managed APIs, video generation, production infrastructure, Neo Cloud marketplace access, and the economics of shipping AI products at scale.
Video generation
Seedance Is the Best AI Video Model for Production Teams
Why Seedance stands out for AI video generation, multimodal references, motion stability, and production workflows, plus Token Forge Cloud's 5% off Seedance offer.
AI sovereignty
Alex Karp Named the Enterprise AI Frustration Out Loud
Why enterprise AI teams are pushing for private LLM inference as token bills rise, ROI stays unclear, and proprietary data becomes too valuable to hand away.
Model ROI
Qwen 3.8 Max vs Claude Opus 4.8 vs GPT-5.6: Which Frontier Model Delivers the Best ROI?
Compare Qwen 3.8 Max, Claude Opus 4.8, and GPT-5.6 by API pricing, coding performance, general intelligence, and production AI ROI.
FAQ
Direct answers for AI infrastructure buyers.
Scope, access, pricing, and data control — the questions teams ask before moving a workload onto managed model APIs.
Ask us something elseWhat does Token Forge Cloud do?
Token Forge Cloud provides managed APIs for Qwen, DeepSeek, GLM, and Seedance, with additional video and speech models for teams building production AI products. Proven workloads can also move into a Neo Cloud marketplace product path.
Who is Token Forge Cloud built for?
It is built for product and enterprise teams that need reliable language, reasoning, coding, agent, and video model access without operating every provider stack themselves.
Can teams start with APIs before buying through Neo Cloud?
Yes. Teams can begin with managed API access for Qwen, DeepSeek, GLM, Seedance, and additional media models, then move predictable production traffic into a Neo Cloud marketplace product path.
Which AI workflows does Token Forge Cloud support?
Token Forge Cloud supports assistants, reasoning, coding, agents, text-to-video, image-to-video, asynchronous jobs, model routing, and speech generation.
How does Token Forge Cloud handle security and data control?
Token Forge Cloud supports role policies for who can call which models and workflows, controlled access for prompts and application data, and audit-ready request, generation, and routing telemetry.