Inference for Agentic Products
Build agentic products that turn a profit
Run enhanced models in your cloud to launch agentic products capable enough for real users and cheap enough to make money when they use it.
from openai import OpenAI
client = OpenAI(
base_url="https://llm.your-vpc/v1",
api_key=KEY,
)
# Open models, served better in your cloud
resp = client.chat.completions.create(
model="subconscious/glm-5.2",
messages=[...],
)EFFICIENCY
Half the GPUs
Run the same workload on less than half the hardware as other inference systems, so the unit economics work in your favor.
SPEED
Faster responses
Higher token throughput keeps multi-step agents responsive even under real production load.
CONTEXT
Longer context reasoning
Agents hold far more context and reason deeper into a task without losing the thread.
Use cases
Built to power agents doing valuable work
Data-heavy agents
Research, coding, and document understanding and generation.
Multi-modal agents
Browser automation, computer use, and image generation orchestration.
Workflow automation
Connecting MCPs and tools across long, multi-step workflows.
Latency-sensitive
Translation, voice agents, and critical control flows.
Run open models better
Run open models, enhanced for agentic workloads
The same open model goes further on our inference system, so you serve the best capability without overpaying for it.
Choose an open model, or bring your own. Enhance it with our inference system.
Unlimited usage, in your control
Deploy in your cloud. Own your intelligence.
Enhance models with our inference system, and get unlimited usage and no rate limits in your own cloud plus benefits no closed API can match.
PRIVACY
Your data stays yours
Your data and privacy are 100% guaranteed. Code and prompts stay under your control and never train anyone else’s model.
UNFILTERED
Powerful and unrestricted
A fully controlled implementation gives you an unrestricted model, with no refusals or silent performance degradation getting in the way of legitimate work.
RELIABILITY
You control uptime
Your engineers rely on coding agents, but Opus and GPT hit constant rate limits and server issues. Run in your own environment and your engineers never wait on someone else’s outage.
Post-training
Push a model further on your use case
Need more from the model than an open release gives you? Post-train it with Redline, our training system, so a smaller model hits frontier quality on the exact workload your product runs.
Talk to Us About Post-Training →Unique to your data
Train on your data and tooling to get the best performance for your use case.
Extremely efficient
Train on long reasoning trajectories with a fraction of the usual compute.
Long-horizon by design
Models learn from full reasoning traces, not just final answers.
Expert support
Our team of AI researchers scopes and trains the model with you.
“It was faster than a lot of LLMs I've used, and it was easy to set up.”
Cedric Prentice
Software Engineer @ Wayfair
“Made the whole process very easy!”
Smruthi Ramesh
Lead Data Scientist @ Schneider Electric
“It was great!”
Kevin Sullivan
Director @ EY-Parthenon
“Very cool, easy to use!”
Bill Simmons
Co-Founder @ Orbit.me
“It was really fast!!”
Inder Singh
UDE
“Easy to use, great UI”
Yassine Fatimi
Founder @ ClauseGuard
“Pretty easy to use. No brainer. Easy drop in for OpenAI.”
Hansen Liang
Founder @ stealth
“It worked very well and provided accurate descriptions of the images we passed in. The API costs were very cheap.”
Sam Mayle
Researcher @ Mitsubishi Electric Research Lab
“It was faster than a lot of LLMs I've used, and it was easy to set up.”
Cedric Prentice
Software Engineer @ Wayfair
“Made the whole process very easy!”
Smruthi Ramesh
Lead Data Scientist @ Schneider Electric
“It was great!”
Kevin Sullivan
Director @ EY-Parthenon
“Very cool, easy to use!”
Bill Simmons
Co-Founder @ Orbit.me
“It was really fast!!”
Inder Singh
UDE
“Easy to use, great UI”
Yassine Fatimi
Founder @ ClauseGuard
“Pretty easy to use. No brainer. Easy drop in for OpenAI.”
Hansen Liang
Founder @ stealth
“It worked very well and provided accurate descriptions of the images we passed in. The API costs were very cheap.”
Sam Mayle
Researcher @ Mitsubishi Electric Research Lab
“It was faster than a lot of LLMs I've used, and it was easy to set up.”
Cedric Prentice
Software Engineer @ Wayfair
“Made the whole process very easy!”
Smruthi Ramesh
Lead Data Scientist @ Schneider Electric
“It was great!”
Kevin Sullivan
Director @ EY-Parthenon
“Very cool, easy to use!”
Bill Simmons
Co-Founder @ Orbit.me
“It was really fast!!”
Inder Singh
UDE
“Easy to use, great UI”
Yassine Fatimi
Founder @ ClauseGuard
“Pretty easy to use. No brainer. Easy drop in for OpenAI.”
Hansen Liang
Founder @ stealth
“It worked very well and provided accurate descriptions of the images we passed in. The API costs were very cheap.”
Sam Mayle
Researcher @ Mitsubishi Electric Research Lab
“It was faster than a lot of LLMs I've used, and it was easy to set up.”
Cedric Prentice
Software Engineer @ Wayfair
“Made the whole process very easy!”
Smruthi Ramesh
Lead Data Scientist @ Schneider Electric
“It was great!”
Kevin Sullivan
Director @ EY-Parthenon
“Very cool, easy to use!”
Bill Simmons
Co-Founder @ Orbit.me
“It was really fast!!”
Inder Singh
UDE
“Easy to use, great UI”
Yassine Fatimi
Founder @ ClauseGuard
“Pretty easy to use. No brainer. Easy drop in for OpenAI.”
Hansen Liang
Founder @ stealth
“It worked very well and provided accurate descriptions of the images we passed in. The API costs were very cheap.”
Sam Mayle
Researcher @ Mitsubishi Electric Research Lab
“It's awesome”
Sam Xifaras
Software Engineer @ Stripe
“Fantastic”
Atin Tandon
Senior Software Engineer @ Sunrun
“Holy f**k it's fast”
Mike Miner
Founder @ Rivilo
“Great stuff”
Wes Donohoe
CEO @ Visitrecall
“Very interesting alternative to OpenAI”
Dave Gogi
Founder @ Signal X
“Pretty fast and fun to use”
Nihir Kothari
Founder @ Sidekick Software
“Very good”
Yikun Ding
CPO @ Firelights Quant
“It's awesome”
Sam Xifaras
Software Engineer @ Stripe
“Fantastic”
Atin Tandon
Senior Software Engineer @ Sunrun
“Holy f**k it's fast”
Mike Miner
Founder @ Rivilo
“Great stuff”
Wes Donohoe
CEO @ Visitrecall
“Very interesting alternative to OpenAI”
Dave Gogi
Founder @ Signal X
“Pretty fast and fun to use”
Nihir Kothari
Founder @ Sidekick Software
“Very good”
Yikun Ding
CPO @ Firelights Quant
“It's awesome”
Sam Xifaras
Software Engineer @ Stripe
“Fantastic”
Atin Tandon
Senior Software Engineer @ Sunrun
“Holy f**k it's fast”
Mike Miner
Founder @ Rivilo
“Great stuff”
Wes Donohoe
CEO @ Visitrecall
“Very interesting alternative to OpenAI”
Dave Gogi
Founder @ Signal X
“Pretty fast and fun to use”
Nihir Kothari
Founder @ Sidekick Software
“Very good”
Yikun Ding
CPO @ Firelights Quant
“It's awesome”
Sam Xifaras
Software Engineer @ Stripe
“Fantastic”
Atin Tandon
Senior Software Engineer @ Sunrun
“Holy f**k it's fast”
Mike Miner
Founder @ Rivilo
“Great stuff”
Wes Donohoe
CEO @ Visitrecall
“Very interesting alternative to OpenAI”
Dave Gogi
Founder @ Signal X
“Pretty fast and fun to use”
Nihir Kothari
Founder @ Sidekick Software
“Very good”
Yikun Ding
CPO @ Firelights Quant
Dedicated deployment
A deployment built around your product
We stand up a dedicated endpoint on our inference system, tuned to your use case and traffic. Test it through our API today, then move onto dedicated capacity as you scale to real users.