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All use cases

Science & optimisation

Lab results assistant

Ingest instrument output and flag anomalies.

  • Store
  • Utilities
  • NoSQL
  • Streams

The scenario

Instrument files arrive continuously. An agent checks them and alerts when something looks off.

How it works

  1. 1Files are stored on arrival.
  2. 2Utilities parse them into records.
  3. 3Anomalies publish an alert event.

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

01Files are stored on arrival.

queued
  • Ahura Storequeued

    status: queued · 0 / 48 objects stored

  • Ahura Utilitiesqueued

    status: queued · 0 / 120 documents processed

02Utilities parse them into records.

queued
  • Ahura NoSQLqueued

    status: queued · 0 / 600 records written

03Anomalies publish an alert event.

queued
  • Ahura Streamsqueued

    status: queued · 0 / 300 events routed

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

Services in this partition

  • Store

    0 calls · 0.00 ACU

  • Utilities

    0 calls · 0.00 ACU

  • NoSQL

    0 calls · 0.00 ACU

  • Streams

    0 calls · 0.00 ACU

Spend by service

Event log

  • Waiting to start.

Why Ahura OS

Why this is better on Ahura OS

Instrument data is continuous and the checking is usually manual, so problems surface at the end of the week. On Ahura OS each file is stored on arrival, a light function parses it into a record and anomalies publish an alert event as they appear. Every file and check is attributed to a run, supporting the traceability regulated work demands, and there is no processing server running day and night.

What each capability replaces

  • Ahura StoreInstead of managing buckets, permissions and lifecycle rules, objects follow the partition: they freeze, thaw and expire with it.
  • Ahura UtilitiesInstead of a function platform to host, common helpers are ready to call and billed per invocation.
  • Ahura NoSQLInstead of designing tables and maintaining indexes, you write documents and query them. Indexes are looked after for you.
  • Ahura StreamsInstead of a message broker to run, agents, workflows and your own systems react to events through managed routing.

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

Instrument files copied by hand to a shared drive, checked in a spreadsheet when someone has time.

Cheaper with Ahura OSLight functions per file, with no processing server running day and night.
Faster with Ahura OSAnomalies are flagged as files arrive, not at the end of the week.
Less risk with Ahura OSEvery file and check is recorded against its run, which supports traceability for regulated work.

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