Inference, reimagined.
Inference, reimagined.
Model runtimes designed to adapt with the SLA needs of your agents and scale model inference across clouds and regions.
Low Latency
High Throughput
Fast cold-starts
99.99% uptime
INFERENCE 2.0
Run inference on your terms, scale with your SLAs
Stop letting your shared API provider control your agent’s SLAs. Make the inference stack your own.
INFERENCE 1.0
Token-based APIs
Unreliable blackbox API endpoints
Shared APIs offering zero privacy
Peak hour latency spikes + errors
Unstable + regular API downtimes
Uncontrolled cost creeps at scale
INFERENCE 1.0
Token-based APIs
Unreliable blackbox API endpoints
Shared APIs offering zero privacy
Peak hour latency spikes + errors
Unstable + regular API downtimes
Uncontrolled cost creeps at scale
INFERENCE 2.0
SLA-tuned APIs
Bespoke deployments as per your SLAs
100% single tenant deployments
Custom API SLAs defined by you
99.99% uptime for all your models
Predictable costs when scaling
INFERENCE 2.0
SLA-tuned APIs
Bespoke deployments as per your SLAs
100% single tenant deployments
Custom API SLAs defined by you
99.99% uptime for all your models
Predictable costs when scaling
INFERENCE 2.0
Run inference on your terms, scale with your SLAs
Stop letting your shared API provider control your agent’s SLAs. Make the inference stack your own.
INFERENCE 1.0
Token-based APIs
Unreliable blackbox API endpoints
Shared APIs offering zero privacy
Peak hour latency spikes + errors
Unstable + regular API downtimes
Uncontrolled cost creeps at scale
INFERENCE 2.0
SLA-tuned APIs
Bespoke deployments as per your SLAs
100% single tenant deployments
Custom API SLAs defined by you
99.99% uptime for all your models
Predictable costs when scaling
PLATFORM
The platform for high-performance inference
Serve open-source, custom, and fine-tuned AI models on infra purpose-built for high-performance inference at massive scale.
Fast, Scalable
Inference
Serve models at SoTA speeds, low latency out-of-the-box.
Model API
Sandbox
Sandbox APIs to test models and prototype your products.
Infrastructure
Observability
Track model API metrics, costs, GPU/CPU metrics and more.
Forward Deployed Engineers
Our FDEs help build, optimize and scale your models.
Auto-scaling + Scale-to-zero
Custom SLA-based auto-scaling to manage GPU resources.
Blazing fast cold-starts
Rapid model readiness ensures responsiveness in any scenario.
Increased GPU utilization
Maximize compute utilization with our scheduling + bin-packing pipelines.
Unparalleled DevEx
Deploy, optimize, and manage your models with Pipeshift's platform.
PLATFORM
The platform for high-performance inference
Serve open-source, custom, and fine-tuned AI models on infra purpose-built for high-performance inference at massive scale.
Fast, Scalable
Inference
Serve models at SoTA speeds, low latency out-of-the-box.
Model API
Sandbox
Sandbox APIs to test models and prototype your products.
Infrastructure
Observability
Track model API metrics, costs, GPU/CPU metrics and more.
Forward Deployed Engineers
Our FDEs help build, optimize and scale your models.
Auto-scaling + Scale-to-zero
Custom SLA-based auto-scaling to manage GPU resources.
Blazing fast cold-starts
Rapid model readiness ensures responsiveness in any scenario.
Increased GPU utilization
Maximize compute utilization with our scheduling + bin-packing pipelines.
Unparalleled DevEx
Deploy, optimize, and manage your models with Pipeshift's platform.
INFRASTRUCTURE
Inference is more than just GPUs
Pipeshift delivers the infrastructure, tooling, and expertise needed to bring the most performant AI products to market—fast.
Built with SoTA inference optimizations and research
Our team implements SoTA performance research with custom kernels, the latest decoding methods, alongside advanced caching, all powering the excellence of MAGIC.
Production ready infrastructure orchestrastion
With Pipeshift’s custom-built infrastructure orchestration - load balancers, schedulers and auto scalers - you are able to scale any model workload with consistent concurrency while maintaining SLAs.
MAGIC helps adapt the inference stack in real-time
Our proprietary framework - Modular Architecture for GPU Inference Clusters (MAGIC) allows us to modify each layer of inference infrastructure as per the unique needs of your GenAI applications.
Engineered to support you from pilot to production
With our unified cloud console being built to ensure best-in-class DevEx alongside regular support from our Forward Deployed Engineers (FDEs), you supercharge time-to-market with your models.
Team settings and access control
Manage your workloads while complying with your org-structure.
Inference is more than just GPUs
Pipeshift delivers the infrastructure, tooling, and expertise needed to bring the most performant AI products to market—fast.
Built with SoTA inference optimizations and research
Our team implements SoTA performance research with custom kernels, the latest decoding methods, alongside advanced caching, all powering the excellence of MAGIC.
Production ready infrastructure orchestrastion
With Pipeshift’s custom-built infrastructure orchestration - load balancers, schedulers and auto scalers - you are able to scale any model workload with consistent concurrency while maintaining SLAs.
MAGIC helps adapt the inference stack in real-time
Our proprietary framework - Modular Architecture for GPU Inference Clusters (MAGIC) allows us to modify each layer of inference infrastructure as per the unique needs of your GenAI applications.
Engineered to support you from pilot to production
With our unified cloud console being built to ensure best-in-class DevEx alongside regular support from our Forward Deployed Engineers (FDEs), you supercharge time-to-market with your models.
Team settings and access control
Manage your workloads while complying with your org-structure.
Inference is more than just GPUs
Pipeshift delivers the infrastructure, tooling, and expertise needed to bring the most performant AI products to market—fast.
Built with SoTA inference optimizations and research
Our team implements SoTA performance research with custom kernels, the latest decoding methods, alongside advanced caching, all powering the excellence of MAGIC.
Production ready infrastructure orchestrastion
With Pipeshift’s custom-built infrastructure orchestration - load balancers, schedulers and auto scalers - you are able to scale any model workload with consistent concurrency while maintaining SLAs.
MAGIC helps adapt the inference stack in real-time
Our proprietary framework - Modular Architecture for GPU Inference Clusters (MAGIC) allows us to modify each layer of inference infrastructure as per the unique needs of your GenAI applications.
Engineered to support you from pilot to production
With our unified cloud console being built to ensure best-in-class DevEx alongside regular support from our Forward Deployed Engineers (FDEs), you supercharge time-to-market with your models.
Team settings and access control
Manage your workloads while complying with your org-structure.
Inference is more than just GPUs
Pipeshift delivers the infrastructure, tooling, and expertise needed to bring the most performant AI products to market—fast.
Built with SoTA inference optimizations and research
Our team implements SoTA performance research with custom kernels, the latest decoding methods, alongside advanced caching, all powering the excellence of MAGIC.
Production ready infrastructure orchestrastion
With Pipeshift’s custom-built infrastructure orchestration - load balancers, schedulers and auto scalers - you are able to scale any model workload with consistent concurrency while maintaining SLAs.
MAGIC helps adapt the inference stack in real-time
Our proprietary framework - Modular Architecture for GPU Inference Clusters (MAGIC) allows us to modify each layer of inference infrastructure as per the unique needs of your GenAI applications.
Engineered to support you from pilot to production
With our unified cloud console being built to ensure best-in-class DevEx alongside regular support from our Forward Deployed Engineers (FDEs), you supercharge time-to-market with your models.
Team settings and access control
Manage your workloads while complying with your org-structure.
INFRASTRUCTURE
Inference is more than just GPUs
Pipeshift delivers the infrastructure, tooling, and expertise needed to bring the most performant AI products to market—fast.
Built with SoTA inference optimizations and research
Our team implements SoTA performance research with custom kernels, the latest decoding methods, alongside advanced caching, all powering the excellence of MAGIC.
Production ready infrastructure orchestrastion
With Pipeshift’s custom-built infrastructure orchestration - load balancers, schedulers and auto scalers - you are able to scale any model workload with consistent concurrency while maintaining SLAs.
MAGIC helps adapt the inference stack in real-time
Our proprietary framework - Modular Architecture for GPU Inference Clusters (MAGIC) allows us to modify each layer of inference infrastructure as per the unique needs of your GenAI applications.
Engineered to support you from pilot to production
With our unified cloud console being built to ensure best-in-class DevEx alongside regular support from our Forward Deployed Engineers (FDEs), you supercharge time-to-market with your models.
Team settings and access control
Manage your workloads while complying with your org-structure.
Inference is more than just GPUs
Pipeshift delivers the infrastructure, tooling, and expertise needed to bring the most performant AI products to market—fast.
Built with SoTA inference optimizations and research
Our team implements SoTA performance research with custom kernels, the latest decoding methods, alongside advanced caching, all powering the excellence of MAGIC.
Production ready infrastructure orchestrastion
With Pipeshift’s custom-built infrastructure orchestration - load balancers, schedulers and auto scalers - you are able to scale any model workload with consistent concurrency while maintaining SLAs.
MAGIC helps adapt the inference stack in real-time
Our proprietary framework - Modular Architecture for GPU Inference Clusters (MAGIC) allows us to modify each layer of inference infrastructure as per the unique needs of your GenAI applications.
Engineered to support you from pilot to production
With our unified cloud console being built to ensure best-in-class DevEx alongside regular support from our Forward Deployed Engineers (FDEs), you supercharge time-to-market with your models.
Team settings and access control
Manage your workloads while complying with your org-structure.
Inference is more than just GPUs
Pipeshift delivers the infrastructure, tooling, and expertise needed to bring the most performant AI products to market—fast.
Built with SoTA inference optimizations and research
Our team implements SoTA performance research with custom kernels, the latest decoding methods, alongside advanced caching, all powering the excellence of MAGIC.
Production ready infrastructure orchestrastion
With Pipeshift’s custom-built infrastructure orchestration - load balancers, schedulers and auto scalers - you are able to scale any model workload with consistent concurrency while maintaining SLAs.
MAGIC helps adapt the inference stack in real-time
Our proprietary framework - Modular Architecture for GPU Inference Clusters (MAGIC) allows us to modify each layer of inference infrastructure as per the unique needs of your GenAI applications.
Engineered to support you from pilot to production
With our unified cloud console being built to ensure best-in-class DevEx alongside regular support from our Forward Deployed Engineers (FDEs), you supercharge time-to-market with your models.
Team settings and access control
Manage your workloads while complying with your org-structure.
MAGIC
Control every layer of inference - from Model to Silicon
Control every layer of inference -
from Model to Silicon
MAGIC by Pipeshift compiles workload-specific inference pipelines, to deliver the performance SLAs that you need from your models.
M
A
G
I
C
M
odular
A
rchitecture
for
G
PU
I
nference
C
luster
TAG
Today, your serverless API endpoint defines your agent’s SLAs.
POWERED BY MAGIC v1.0
Your SLA needs are unique. Your inference stack should be too.
Voice agents
Agentic coding
Document parsing
Audio transcription
Chat support
Voice Agents
Unlock real-time voice by scaling compound AI - STT + LLM + TTS + Chains - on the same pod and cluster to shave 10s of milliseconds of latency.
SLA:
<100ms ttft
Latency
Speed
Cost
Precision
1.
Pick your model
Pick any open source model or bring your fine-tuned/custom models.
2.
Choose MAGIC presets
Choose what MAGIC optimizes for - speed, latency, concurrency or cost.
3.
Define inference SLAs
Select your SLA metrics for scaling your deployments seamlessly.
4.
Get your API endpoints
Deploy your model and start using your model's API endpoint.
Voice agents
Agentic coding
Document parsing
Audio transcription
Chat support
Voice Agents
Unlock real-time voice by scaling compound AI - STT + LLM + TTS + Chains - on the same pod and cluster to shave 10s of milliseconds of latency.
SLA:
<100ms ttft
Latency
Speed
Cost
Precision
Voice agents
Agentic coding
Document parsing
Audio transcription
Chat support
Voice Agents
Unlock real-time voice by scaling compound AI - STT + LLM + TTS + Chains - on the same pod and cluster to shave 10s of milliseconds of latency.
SLA:
<100ms ttft
Latency
Speed
Cost
Precision
1.
Pick your model
Pick any open source model or bring your fine-tuned/custom models.
2.
Choose MAGIC presets
Choose what MAGIC optimizes for - speed, latency, concurrency or cost.
3.
Define inference SLAs
Select your SLA metrics for scaling your deployments seamlessly.
4.
Get your API endpoints
Deploy your model and start using your model's API endpoint.
Voice agents
Agentic coding
Document parsing
Audio transcription
Chat support
Voice Agents
Unlock real-time voice by scaling compound AI - STT + LLM + TTS + Chains - on the same pod and cluster to shave 10s of milliseconds of latency.
SLA:
<100ms ttft
Latency
Speed
Cost
Precision
MAGIC
Control every layer of inference - from Model to Silicon
MAGIC by Pipeshift compiles workload-specific inference pipelines, to deliver the performance SLAs that you need from your models.
M
A
G
I
C
TAG
Today, your serverless API endpoint defines your agent’s SLAs.
POWERED BY MAGIC v1.0
Your SLA needs are unique. Your inference stack should be too.
Voice agents
Agentic coding
Document parsing
Audio transcription
Chat support
Voice Agents
Unlock real-time voice by scaling compound AI - STT + LLM + TTS + Chains - on the same pod and cluster to shave 10s of milliseconds of latency.
SLA:
<100ms ttft
Latency
Speed
Cost
Precision
1.
Pick your model
Pick any open source model or bring your fine-tuned/custom models.
2.
Choose MAGIC presets
Choose what MAGIC optimizes for - speed, latency, concurrency or cost.
3.
Define inference SLAs
Select your SLA metrics for scaling your deployments seamlessly.
4.
Get your API endpoints
Deploy your model and start using your model's API endpoint.
Voice agents
Agentic coding
Document parsing
Audio transcription
Chat support
Voice Agents
Unlock real-time voice by scaling compound AI - STT + LLM + TTS + Chains - on the same pod and cluster to shave 10s of milliseconds of latency.
SLA:
<100ms ttft
Latency
Speed
Cost
Precision
1.
Pick your model
Pick any open source model or bring your fine-tuned/custom models.
2.
Choose MAGIC presets
Choose what MAGIC optimizes for - speed, latency, concurrency or cost.
3.
Define inference SLAs
Select your SLA metrics for scaling your deployments seamlessly.
4.
Get your API endpoints
Deploy your model and start using your model's API endpoint.
Voice agents
Agentic coding
Document parsing
Audio transcription
Chat support
Voice Agents
Unlock real-time voice by scaling compound AI - STT + LLM + TTS + Chains - on the same pod and cluster to shave 10s of milliseconds of latency.
SLA:
<100ms ttft
Latency
Speed
Cost
Precision
DEPLOYMENT
Scale inference in any globally – in our cloud or yours
Rapidly scale workloads globally with our single-tenant deployments on Pipeshift Cloud or self-hosted ones in your VPC.
Mumbai
TRUST
Designed for products, not toys
Run mission-critical inference at massive scale for your models when reliability matters the most, powered by MAGIC.
Enterprise grade security and compliance
Our platform is secured with the best practices in the industry with end-to-end data encryption, regular penetration testing and security compliance certifications like SOC2.
Team settings and access control (RBAC)
Advanced workforce management settings to help you manage your models while complying with your org-structure.
Engineered for flexibility, not lock-ins
We support integrations with your suite of observability tools and communication channels so your team never looses sight of your deployment health.
Dedicated support and feedback sessions
Schedule support calls with our team to ensure you make the most out of MAGIC's capabilities and our platform.
Team settings and access control
Manage your workloads while complying with your org-structure.
TRUST
Designed for products, not toys
Run mission-critical inference at massive scale for your models when reliability matters the most, powered by MAGIC.
Enterprise grade security and compliance
Our platform is secured with the best practices in the industry with end-to-end data encryption, regular penetration testing and security compliance certifications like SOC2.
Team settings and access control (RBAC)
Advanced workforce management settings to help you manage your models while complying with your org-structure.
Engineered for flexibility, not lock-ins
We support integrations with your suite of observability tools and communication channels so your team never looses sight of your deployment health.
Dedicated support and feedback sessions
Schedule support calls with our team to ensure you make the most out of MAGIC's capabilities and our platform.
Team settings and access control
Manage your workloads while complying with your org-structure.
TRUST
Designed for products, not toys
Run mission-critical inference at massive scale for your models when reliability matters the most, powered by MAGIC.
Enterprise grade security and compliance
Our platform is secured with the best practices in the industry with end-to-end data encryption, regular penetration testing and security compliance certifications like SOC2.
Team settings and access control (RBAC)
Advanced workforce management settings to help you manage your models while complying with your org-structure.
Engineered for flexibility, not lock-ins
We support integrations with your suite of observability tools and communication channels so your team never looses sight of your deployment health.
Dedicated support and feedback sessions
Schedule support calls with our team to ensure you make the most out of MAGIC's capabilities and our platform.
Team settings and access control
Manage your workloads while complying with your org-structure.
TRUST
Designed for products, not toys
Run mission-critical inference at massive scale for your models when reliability matters the most, powered by MAGIC.
Enterprise grade security and compliance
Our platform is secured with the best practices in the industry with end-to-end data encryption, regular penetration testing and security compliance certifications like SOC2.
Team settings and access control (RBAC)
Advanced workforce management settings to help you manage your models while complying with your org-structure.
Engineered for flexibility, not lock-ins
We support integrations with your suite of observability tools and communication channels so your team never looses sight of your deployment health.
Dedicated support and feedback sessions
Schedule support calls with our team to ensure you make the most out of MAGIC's capabilities and our platform.
Team settings and access control
Manage your workloads while complying with your org-structure.
DEPLOYMENT
Scale inference in any globally – in our cloud or yours
Rapidly scale workloads globally with our single-tenant deployments on Pipeshift Cloud or self-hosted ones in your VPC.
Mumbai
TRUST
Designed for products, not toys
Run mission-critical inference at massive scale for your models when reliability matters the most, powered by MAGIC.
Enterprise grade security and compliance
Our platform is secured with the best practices in the industry with end-to-end data encryption, regular penetration testing and security compliance certifications like SOC2.
Team settings and access control (RBAC)
Advanced workforce management settings to help you manage your models while complying with your org-structure.
Engineered for flexibility, not lock-ins
We support integrations with your suite of observability tools and communication channels so your team never looses sight of your deployment health.
Dedicated support and feedback sessions
Schedule support calls with our team to ensure you make the most out of MAGIC's capabilities and our platform.
Team settings and access control
Manage your workloads while complying with your org-structure.
TRUST
Designed for products, not toys
Run mission-critical inference at massive scale for your models when reliability matters the most, powered by MAGIC.
Enterprise grade security and compliance
Our platform is secured with the best practices in the industry with end-to-end data encryption, regular penetration testing and security compliance certifications like SOC2.
Team settings and access control (RBAC)
Advanced workforce management settings to help you manage your models while complying with your org-structure.
Engineered for flexibility, not lock-ins
We support integrations with your suite of observability tools and communication channels so your team never looses sight of your deployment health.
Dedicated support and feedback sessions
Schedule support calls with our team to ensure you make the most out of MAGIC's capabilities and our platform.
Team settings and access control
Manage your workloads while complying with your org-structure.
TRUST
Designed for products, not toys
Run mission-critical inference at massive scale for your models when reliability matters the most, powered by MAGIC.
Enterprise grade security and compliance
Our platform is secured with the best practices in the industry with end-to-end data encryption, regular penetration testing and security compliance certifications like SOC2.
Team settings and access control (RBAC)
Advanced workforce management settings to help you manage your models while complying with your org-structure.
Engineered for flexibility, not lock-ins
We support integrations with your suite of observability tools and communication channels so your team never looses sight of your deployment health.
Dedicated support and feedback sessions
Schedule support calls with our team to ensure you make the most out of MAGIC's capabilities and our platform.
Team settings and access control
Manage your workloads while complying with your org-structure.
“Pipeshift’s ability to orchestrate GPUs to deliver >500 tokens/second without any compression or quantization is extremely impressive. It helps reduce compute footprint and avoid cost creeps, while delivering a secure and reliable environment when your AI is in production.”
Anu Mangaly
Director Software Engineering, NetApp
“Pipeshift’s ability to orchestrate GPUs to deliver >500 tokens/second without any compression or quantization is extremely impressive. It helps reduce compute footprint and avoid cost creeps, while delivering a secure and reliable environment when your AI is in production.”
Anu Mangaly
Director Software Engineering, NetApp
Explore Pipeshift in action today
Speak to our engineers to design the ideal inference infrastructure for your agents
Explore Pipeshift in action today
Speak to our engineers to design the ideal inference infrastructure for your agents
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