Use cases
What agents build on Ahura OS.
31 illustrative scenarios across six areas. Each one shows which services do the work.
- Research & analysis
Market research swarm
Many agents research competitors in parallel and merge their findings.
- Memory
- Store
- Workflows
- Streams
- Research & analysis
Literature review
Collect papers, index them and answer questions with citations.
- Store
- Search
- Graph
- AI
- Research & analysis
Due diligence assistant
Work through a data room and flag what needs a human.
- Store
- NoSQL
- Workflows
- AI
- GPU
- Research & analysis
News and signal monitoring
Watch sources continuously and alert on what matters.
- Workflows
- AI
- Utilities
- Streams
- Research & analysis
Competitive pricing tracker
Track prices over time and surface meaningful changes.
- NoSQL
- Utilities
- Workflows
- Memory
- Research & analysis
Autonomous contract and document auditing
Audit hundreds of contracts, filings or codebases in parallel.
- VM
- GPU
- Store
- Workflows
- Software engineering
Safe execution of agent-written code
Let an agent run what it wrote without risk to anything else.
- VM
- Store
- Utilities
- Software engineering
Automated code review
Review every change, run the tests, and report.
- Streams
- Workflows
- VM
- AI
- Software engineering
Bug triage
Sort, deduplicate and route incoming reports.
- AI
- Search
- Graph
- Workflows
- Software engineering
Long-running migration agent
Work through a large codebase change over days, resumably.
- Memory
- VM
- Workflows
- Store
- Software engineering
Living documentation
Keep docs in step with the code.
- Streams
- AI
- Store
- Search
- Business operations
Customer support triage
Classify, answer or escalate every ticket.
- AI
- NoSQL
- Search
- Workflows
- Business operations
Invoice processing
Extract, validate and route invoices for approval.
- Store
- AI
- NoSQL
- Workflows
- Business operations
Recruiting pipeline
Screen, schedule and keep candidates warm.
- Store
- AI
- NoSQL
- Workflows
- Business operations
Sales research assistant
Prepare a briefing before every call.
- Utilities
- Graph
- AI
- Memory
- Business operations
One agent per customer
Give each customer a private agent that sleeps when idle.
- Memory
- Store
- NoSQL
- Identity
- Business operations
Real-time vision and video monitoring
Detect, track and read what appears in live video.
- GPU
- Streams
- NoSQL
- Workflows
- Business operations
Synthetic media and asset generation
Design, render and localise product graphics, audio and assets.
- GPU
- Store
- Workflows
- AI
- Finance
Verifiable approvals for agent actions
Every high-stakes action carries a signature you can check later.
- Identity
- Workflows
- Streams
- NoSQL
- Finance
Agents with a spending limit
Let agents use services freely, within a budget you set.
- Memory
- Streams
- Workflows
- Finance
DAO operations agent
Run the routine work of a DAO and keep its history.
- Store
- Search
- AI
- Workflows
- Finance
Transaction monitoring
Watch activity and flag the unusual.
- Streams
- AI
- NoSQL
- Workflows
- Finance
Verifiable audit trail
Prove which agent did what, and when.
- Identity
- NoSQL
- Store
- Data & knowledge
Company knowledge base
One searchable memory for everything the company knows.
- Store
- Search
- Graph
- AI
- Data & knowledge
Zero-trust processing of sensitive data
Let an agent work on files it never sees.
- Store
- Search
- GPU
- Workflows
- Data & knowledge
Long-term memory for a personal agent
An assistant that remembers across sessions.
- Memory
- NoSQL
- Search
- Data & knowledge
Entity resolution
Work out which records are the same thing.
- AI
- GPU
- Graph
- NoSQL
- Search
- Data & knowledge
Data cleaning pipeline
Turn raw files into tidy, queryable data.
- Store
- Utilities
- NoSQL
- Workflows
- Data & knowledge
Meeting memory
Turn meetings into searchable decisions and actions.
- Store
- AI
- NoSQL
- Workflows
- Science & optimisation
Route and schedule optimisation
Solve hard planning problems with quantum-accelerated help.
- Quantum
- Store
- Workflows
- Streams
- Science & optimisation
Drug discovery with quantum computing
Screen and rank candidate molecules using quantum-accelerated chemistry workloads.
- Quantum
- VM
- Workflows
- Store
- Graph
- Science & optimisation
Quantum circuit experiments
Run and compare circuits without managing infrastructure.
- Quantum
- Store
- NoSQL
- Science & optimisation
Parameter sweeps
Fan out thousands of simulation runs and gather results.
- VM
- Workflows
- NoSQL
- Utilities
- Science & optimisation
Multi-year research project
Pause a project for months and resume it intact.
- Store
- Memory
- Graph
- NoSQL
- Science & optimisation
Lab results assistant
Ingest instrument output and flag anomalies.
- Store
- Utilities
- NoSQL
- Streams
- Science & optimisation
Model training and adaptive learning
Let a swarm improve its own models from what it learns.
- GPU
- Store
- Memory
- Workflows