Data & knowledge
Zero-trust processing of sensitive data
Let an agent work on files it never sees.
- Store
- Search
- GPU
- Workflows
The scenario
A team needs an agent to index and analyse confidential documents, but does not want the agent, or anything outside the partition, to ever hold the contents.
How it works
- 1The documents are uploaded from the UI into a partition marked Privacy.
- 2The agent instructs Ahura OS to read, parse and index them, and the work runs inside the partition.
- 3The agent receives results and references only, and no data leaves the partition.
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
- Provisioning
- Processing
- Complete
01The documents are uploaded from the UI into a partition marked Privacy.
queued- Ahura Storestore.putqueued
status: queued · 0 / 48 objects stored
- Ahura Searchsearch.queryqueued
status: queued · 0 / 520 documents indexed
02The agent instructs Ahura OS to read, parse and index them, and the work runs inside the partition.
queued- Ahura GPUgpu.trainqueued
status: queued · 0 / 90 GPU-seconds
03The agent receives results and references only, and no data leaves the partition.
queued- Ahura Workflowsworkflow.historyqueued
status: queued · 0 / 36 steps completed
Services in this partition
Store
0 calls · 0.00 ACU
Search
0 calls · 0.00 ACU
GPU
0 calls · 0.00 ACU
Workflows
0 calls · 0.00 ACU
Spend by service
Event log
- Waiting to start.
Why Ahura OS
Why this is better on Ahura OS
Most agent setups hand the agent the data, which means trusting the agent, its model provider and everything it can reach. On Ahura OS the data goes into a partition marked Privacy by upload from the UI, and the agent only issues instructions: read, parse, index, search, summarise. The processing runs inside the partition, results come back as answers and references, and no data leaves. You get the agent’s judgement without the agent’s access.
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 SearchInstead of running a search cluster, a managed, high-performance search engine indexes your content on write and queries it fast.
- Ahura GPUInstead of renting accelerators by the hour for inference or training, hardware starts when an agent calls it, hot models load in under a second and the bill stops when the work does.
- Ahura WorkflowsInstead of writing retry, timeout and approval plumbing, you declare the steps and the platform guarantees the behaviour and the history.
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.
Industries this applies to
More: all use cases, for researchers, for developers, pricing.