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Platform / Compute

Infinite Scale.
Zero DevOps.

Stop worrying about vCPUs, memory limits, and GPU provisioning. Init endpoints automatically scale from zero to millions of requests per second, seamlessly handling any compute-intensive workload you prompt.

1. You Prompt

"Create an endpoint /api/batch-process that takes an array of 1,000 image URLs. It needs to resize them all concurrently, run object detection using a vision model, and return a compiled JSON report."

2. Init Dynamically Scales
POST https://api.init.com/v1/batch-process

// System workload spike detected
// Auto-provisioning GPU worker nodes... [OK]
// Parallelizing 1,000 tasks... [OK]

{
   "status":  "success",
   "processed_items":  1000,
   "compute_time":  "1.2s",
   "results": [...]
}

Any workload, right-sized automatically.

You never have to guess how much RAM or CPU you need. Init analyzes your endpoint's logic and dynamically provisions the perfect hardware configuration on every single request.

Scale to Infinity

From 0 to 1,000,000 requests per second. Your API absorbs traffic spikes instantly without dropping requests.

Smart GPUs

When your endpoint performs AI generation or heavy math, Init seamlessly routes the task to high-performance GPUs.

Zero Cold Starts

Our execution engine keeps your code warm. Experience consistent millisecond response times regardless of load.

High Concurrency

Execute hundreds of async background tasks, webhooks, or API calls within a single endpoint request natively.

Global Edge

Your compute executes physically closer to your users across our worldwide network for lowest possible latency.

Zero Configuration

No instances. No sliders. No YAML.

Legacy cloud providers force you to guess your resource requirements up front—choosing between rigid T3.micro or C5.xlarge instances. Init strips away the infrastructure entirely. Your endpoint gets exactly the memory and CPU power it needs, millisecond by millisecond.

Provisioning EC2 instances...
Configuring Load Balancers...
Init Elastic Execution
Always Right-Sized
Workload Routing

CPU for logic. GPU for AI. Automatically.

When you build a hybrid endpoint, Init intelligently fragments the compute. Standard CRUD operations and API validations run on ultra-fast edge CPUs, while AI prompts and intensive transformations are seamlessly handed off to powerful GPU clusters. Maximum speed, minimum cost.

// Init magically splits this execution
async function generateProfile(req) {
   // ⚡ Runs on Edge CPU cluster (2ms)
   const user =  await db.users.find(req.id);

   // 🚀 Seamlessly handed off to A100 GPU
   const avatar =  await ai.generateImage({
     prompt:  `A 3D avatar of ${user.style}`
  });

   // ⚡ Back to Edge CPU for fast response
   return { ...user, avatar };
}
Scale to Zero

Survive the hug of death. Pay nothing at rest.

Whether your app gets mentioned on national TV or goes to sleep for the weekend, your infrastructure adapts. Init scales horizontally to absorb massive traffic spikes instantly, then drops to zero compute when idle. You only pay for the exact milliseconds your endpoints execute.

Instant Spiking

No 5-minute delays to spin up containers. Instant scale.

Queue Management

Built-in message queues prevent downstream DBs from melting.

Millisecond Billing

No paying for idle servers. Only pay for execution time.

No Timeouts

Long-running AI jobs and video renders won't arbitrarily timeout.

Compute that handles anything.

See how easy it is to handle intense workloads with conversational prompts.

Batch Data Ingestion

"Endpoint that accepts a CSV file with 50k rows. Parse the file, format the data, check for duplicates against the database, and insert everything concurrently."
POST /api/import-csvHigh Concurrency

Viral Ticket Drop

"Endpoint to claim a limited drop ticket. Authenticate the user, check inventory, and reserve the spot. Needs to handle 50,000 requests per second at exactly 12:00 PM."
POST /api/claimInstant Scaling

Heavy AI Pipelines

"Endpoint that accepts an audio file, transcribes it, uses an LLM to generate a summary, translates it to Spanish, and generates a Spanish voiceover file."
POST /api/dub-audioGPU Provisioning

Stop managing servers.

Join thousands of developers building infinitely scalable, compute-heavy APIs in seconds.