Zero Data Retention  |  No Rate Limits  |  No Contracts

Blazing Fast Agentic Inference — One Endpoint

Run workloads on SOTA open-weight models, custom fine-tunes, with batch jobs — autoscaled, observable, failover resilient, hosted in India.

Talk to sales See it live
Live
75 ms median
600 tok/sec
[ Platform ]

Performance, Control, Compliance. Built for scale.

Built for teams to scale production-grade inference — within the SLA boundary.

01 · ⚡ Elastic Inference

Serverless & autoscale on demand. Failover built in. Zero cold-start concerns.

Live
Concurrent requests · last 60s
8,420
−60s−45s−30s−15snow
Cold start
— ms
Autoscale
0 → ∞
Failover
Multi-AZ
02 · ⚡ Developer First

Scale to billions of tokens in hours.

No rate limits. No quotas. Ship the moment your workload spikes.

user model 94ms
03 · 🔒 Zero Data Retention

Prompts and outputs never persist.

No logs. No storage. Nothing leaves memory after the response.

stdout → a8f3e9 c0d2 a701 4b8e /dev/null
04 · 📊 Full-Stack Observability

Latency, throughput, cost, and failure rates — visible at every layer.

From the gateway to the GPU, every hop is instrumented and queryable.

Latency Throughput Cost Failures GPU
42 ms 68 ms 51 ms 94 ms 62 ms 112 ms 81 ms
[ Every modality ]

SOTA models for text, image,
and video.

One API, every modality. Reason, generate, transcribe, and edit — across the best open-weight models in each category, all running on the same elastic infra.

streaming · 312 tok/s
Namaste — serverless inference for the agentic era
· Batched · streaming · confidential · Deploy
Llama · Qwen · Sarvam · Run in Mumbai or
@registry-org
128K context● live
Large Language

Reason, write, call tools.

Frontier open-source LLMs, tuned for lowest TTFT and highest throughput. Streaming, structured outputs, and native tool-calling — out of the box.

Kimi K2.6GLM 5.1DeepSeek V4 PRO
Flux Pro · 1024×1024 · 2.1s
Image Generation

Generate, edit, upscale.

Flux, Qwen, and Stable Diffusion 3 — all running on dedicated image pods. Superfast generation with zero storage.

Flux KleinQwen-Image
Video & Audio

Generate clips, transcribe audio.

Open models for STT, TTS, and video generation — dedicated endpoints that scale with you, effortlessly.

HunyuanWanWhisper
[ Models ]

Every open-
weight model.
One endpoint.

Hot-swap between Llama, Qwen, DeepSeek, Mistral, Gemma, and Sarvam. Bring your own checkpoint or deploy directly from Hugging Face with a single command.

** tok/sec on shared endpoints is subject to differ based on real-time traffic. Opt for dedicated endpoints for guaranteed performance.

[ Observability ]

Every request, instrumented. Every layer, visible.

samaira.ai/observability
live · last 5m
Requests / sec
12,408
▲ 4.2% vs 5m
Tokens / sec
842,310
▲ 6.1%
Error rate
0.04%
— stable
Cost / 1M tok
$0.62
▼ 1.8%

Request Latency

p50 p90 p99
window: 5m · 1s buckets
200ms 150ms 100ms 50ms

Token Throughput · per model

tokens / sec
kimi-2.6
312k
deepseek-v4
248k
glm-5.1
191k
qwen-image
91k
Success rate
99.96%
Failover events
2
Retries
17
GPU utilization
78%
[ The Infinite Architecture ]

Inference Distributed Network (IDN) | Built for GeoScale.

01 · Control Plane
AI Gateway
Finetuning
Elastic GPU
Observability
02 · Services
Inference Service
Sandbox Service
03 · Workload
Containers & VMs
04 · Runtime
Cloud-Agnostic Virtualization / Runtime
05 · Hardware
MI325X
H200
B200
RTX 6000
CPU
[ Compliance & Data Residency ]

Supercharge your AI agents with compliance and infinite scale.

Frontier inference, inside the boundary, pay in INR.

India Compliant · DPDP aligned. EU Compliant · GDPR-ready. Zero Logs Policy
DEL-1 Delhi MUM-1 Mumbai HYD-1 Hyderabad Bangalore 42ms Chennai 38ms Kolkata 64ms Pune 8ms IN-BOUNDARY
p99 latency
94 ms
data egress
0 bytes
[ On-Prem ]

Run the Samaira Stack On Prem

End-to-end GPU orchestration, inside your infrastructure.

End-to-End GPU Orchestration

Full-stack GPU cluster management — provisioning, scheduling, and scaling on your own hardware.

Agentic Tuner

AI-driven auto-tuner that maximizes GPU utilization and inference performance for your workload mix.

Agentic Sandbox

Secure execution environment for multi-step agent workflows and tool-use chains on private infra.

TEE Support & Observability

Hardware-level trust with Trusted Execution Environments plus full-stack observability built in.

[ Roadmap ]

What's coming next.

Coming Soon

TEE Support

Confidential compute for workload isolation and hardware-level trust. Encryption in use, attestation by default.

Q3 · Private alpha
Coming Soon

Dedicated Endpoints

Reserved capacity, custom scaling policies, and endpoint-level monitoring for predictable production workloads.

Q2 · Closed beta
Coming Soon

Agentic Sandbox

Secure, sandboxed execution environment for agent workflows, tool use, and multi-step reasoning chains.

Q4 · Research preview

Enterprise AI inference,
built for India.

Secure, fast, and fully visible. Talk to us about bringing your inference workloads inside the boundary.

Book a demo
curl · samaira.ai/v1/inference 
$ curl https://api.samaira.ai/v1/inference \
  -H "Authorization: Bearer $SAMAIRA_KEY" \
  -d '{"model":"kimi-2.6","input":"Hello, India."}'

→ { "latency_ms": 78, "region": "in-mum-1", "retained": false }