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All use cases

Science & optimisation

Quantum circuit experiments

Run and compare circuits without managing infrastructure.

  • Quantum
  • Store
  • NoSQL

The scenario

Researchers submit circuits, collect results and compare runs.

How it works

  1. 1Circuits are submitted to a simulator.
  2. 2Results are stored per run.
  3. 3A notebook agent compares them.

An illustrative scenario, not a customer story.

Interactive simulation

Simulate this case study

Watch the partition come up, each step run, and usage build as it goes. Simulated: volumes, timings and prices are illustrative.

Partition

—

Status

not created

Elapsed

00:00

Overall0%
  1. Provisioning
  2. Processing
  3. Complete

01Circuits are submitted to a simulator.

queued
  • Ahura Quantumqueued

    status: queued · 0 / 4,000 shots run

02Results are stored per run.

queued
  • Ahura Storequeued

    status: queued · 0 / 48 objects stored

03A notebook agent compares them.

queued
  • Ahura NoSQLqueued

    status: queued · 0 / 600 records written

Not createdus-eastRetention hold
Run time
00:00
0 calls
Size
2.3MB
0.00 ACU used

Services in this partition

  • Quantum

    0 calls · 0.00 ACU

  • Store

    0 calls · 0.00 ACU

  • NoSQL

    0 calls · 0.00 ACU

Spend by service

Event log

  • Waiting to start.

Why Ahura OS

Why this is better on Ahura OS

Quantum experimentation is held back by logistics: toolchains, provider accounts, results trapped in notebooks. Ahura OS makes a circuit a tool call. Submit it, get results through the same interface as everything else, and have each run stored and attributable. You pay per experiment with no subscription to maintain, and the experiment record is kept for as long as you decide.

What each capability replaces

  • Ahura QuantumInstead of provider accounts, toolchains and queues, a circuit or problem is a tool call with results stored for you.
  • Ahura StoreInstead of managing buckets, permissions and lifecycle rules, objects follow the partition: they freeze, thaw and expire with it.
  • Ahura NoSQLInstead of designing tables and maintaining indexes, you write documents and query them. Indexes are looked after for you.

And on every use case

  • One endpoint, not a stack

    Memory, storage, compute, inference, identity and messaging share one connection, one identity and one bill. The integration work you would normally own disappears.

  • Isolation by construction

    Every agent’s world is a partition. Separation is how the platform is built, not a convention teams must remember to follow.

  • Cost follows use

    Pay per call and per millisecond. Idle agents freeze to archive pricing. There is no capacity to reserve and nothing running unseen.

  • Retention and deletion built in

    Lifetimes, expiry, freezing and destruction are platform features, so your data policy is enforced rather than aspirational.

  • Safe autonomy

    Spending limits, protected signing keys, approval steps and signed actions let agents work unattended without being unaccountable.

  • Ready for audit

    Designed against SOC 2 and ISO 27001 controls, with every call metered, recorded and attributable.

Compared

The old way of doing things

Today

Installing toolchains, managing accounts with several providers and keeping results in notebooks.

Cheaper with Ahura OSPay per experiment, with no subscription to keep alive.
Faster with Ahura OSSubmit a circuit and get results back through the same interface as everything else.
Less risk with Ahura OSExperiment data is stored and attributable to a run, with retention you set.

Data retention is built in

Everything this scenario stores lives in one isolated partition with a lifetime you set. Expired data deletes itself, a paused project freezes to low-cost archive, and a finished one can be destroyed completely. Security and compliance