Agents that act in your software, not just chatbots that respond
The agent reasons, selects the right tools, executes actions in parallel and composes a coherent response. Multiple reasoning iterations when needed.
Intelligent orchestration
The agent doesn't just respond. It reasons, plans, executes and verifies.
Reasons
Analyses the request, identifies the necessary steps
Selects
Chooses the right tools from those available
Executes
Runs actions in parallel when possible
Composes
Synthesises results into a coherent response
The agent toolbox
Each agent has a set of tools it can freely combine to handle requests.
Business actions
API calls to the publisher's software. The agent can read, create and modify business data directly.
Persistent memory
The agent remembers each user's preferences from one session to the next. Context enriches over time.
Code execution
The agent generates and executes JavaScript in a secure sandbox. Complex calculations, data transformations, aggregations.
Web search
Access to real-time information. The agent can search the web to enrich its answers with up-to-date data.
Calculation
Mathematical expression evaluation for precise results. No LLM approximation on numbers.
Inter-agent communication
An agent can delegate a sub-task to a specialised agent. Each agent has its own area of expertise.
Agent memory
The agent builds persistent memory for each user. The more it's used, the more relevant it becomes.
- Persistent memory per user
- Enriches over conversations
- Users can ask the agent to forget
- Preferences, history, personalised context
Code generation and execution
The agent writes JavaScript, executes it in a secure sandbox, and uses the result to respond. Ideal for complex calculations, data transformations and aggregations.
Secure sandbox
Code runs in an isolated environment. No network access, no disk access, no risk.
Precise calculations
No more LLM approximations on numbers. The code calculates, the agent explains.
Concrete examples
"Give me a summary of this month's orders"
"How many leave days do I have left, and book Friday April 18th"
Intelligent dialog
The agent doesn't just execute blindly. It manages dialog with finesse.
Parameter completion
Missing information? The agent asks politely before acting. No blind execution.
Validation
Before a sensitive action, the agent asks for confirmation. The user stays in control.
Loop detection
The agent detects when it's going in circles and changes strategy or asks for help.
Entity cache
Already resolved entities (contacts, projects, orders) are cached during the conversation.
Benefits for publishers
Differentiation
An integrated AI assistant that takes real actions, not a gimmick, a genuine competitive advantage.
Support reduction
The agent answers questions and handles routine actions. Fewer tickets, less training needed.
Adoption
Users adopt software faster when they can interact with it naturally.
Upsell
The AI assistant becomes a premium module. A new revenue stream for the publisher.
Feature discovery
Users discover features they would never have found through menus.
Maintenance by Agora
We handle infrastructure, models, and updates. You focus on your core business.
Agents under control
An autonomous agent without guardrails is a risk. Every Agora project includes a continuous quality process.
Non-regression testing
Every change is validated against a test suite. The defined scope stays the respected scope.
Drift detection
Behaviors are traced. Any scope violation or unexpected response is identified.
Continuous improvement
Results are measured and agents are adjusted iteratively, without disrupting production.
Agents that act, not just respond
Let's see how agents integrate into your software.