Your clients want AI.
Your software delivers it.
Agora is the AI middleware that integrates between your users and your software. Speech recognition, reasoning, content generation, document search, agentic workflows, omnichannel deployment. In a single platform.
One trigger, one workflow, one action
Design agents that activate on a user message, an incoming document, or a system event. Conversational or silent, they act directly in your software.
Trigger
User message, incoming document, system event or inbound API call.
Analysis
Natural language, LLM or vision model extract context and business parameters.
Orchestration
The agent coordinates tools, documents and APIs across one or more steps.
Action
Creation, update, notification or document generation in your software.
5 capabilities, one platform
Each building block is designed to work together. Each page details one capability.
Act
Multi-step agentic workflows. Tool orchestration, persistent memory, code execution, inter-agent communication.
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Speak
Real-time multilingual speech recognition. Your users express themselves in their own language, with no duration limits.
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See
Invoices, contracts, field photos. Your agents read and interpret images and documents as structured text.
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Search
Augmented document search (RAG). Precise answers with cited sources, chain validation, zero hallucination.
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Generate
Emails, reports, summaries, job descriptions, generated from your software's data. In 15+ languages.
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What matters to your technical leadership
Cost, hosting, data security, maintenance load, control over the system: what a CTO checks before committing.
Agents designed, not a black box
Every agent is configured and documented in the studio, not improvised through an opaque prompt. Decision traceability and execution history: you know what the agent does and why.
Zero calls to OpenAI, Anthropic, or Google
Open-weight models (Qwen, Mistral, Llama, DeepSeek) running on our infrastructure or yours. Your prompts and business data stay internal, never passing through a third-party provider.
Data and models hosted in France
Out of reach of the Cloud Act, even when the chosen cloud shows an EU region. Local inference on our GPUs or directly within your infrastructure.
A flat fee, not a token counter
Usage-based billing grows with adoption, and agentic workflows multiply billed calls. With Agora, a predictable monthly flat fee, regardless of how many agents you deploy.
No team dedicated to AI infrastructure
Model monitoring, orchestration, security: this workstream is handled by Agora on an ongoing basis. Your technical teams stay focused on your product.
The AI Studio: your teams stay in control
Your teams don't write code day to day anymore. The Studio puts them in the driver's seat: configure, test, and evolve agents without writing a line of code.
Intents & dialogues
Configure each agent's triggers, questions and responses, and test them before going to production.
Knowledge base
Add, update and remove source documents without depending on a developer.
Monitoring & permissions
Track each agent's activity and adjust access by role. You stay in control of what's deployed.
Build or buy?
Your added value lies in your use cases, your agents, your customer relationships, not in the machinery that runs them. That technical foundation (models, orchestration, security) is a shared undertaking across every publisher, one some choose to build themselves. Here's what that actually involves.
| DIY (Bedrock, Azure AI, open source) | Agora | |
|---|---|---|
| Cost | Usage or token-based billing that grows with adoption; agents multiply billed calls | Predictable monthly flat fee |
| Data sovereignty | Depends on the cloud chosen; a US service subject to the Cloud Act, even in an EU region | Hosted in France, out of reach of the Cloud Act; local inference |
| Time to production | Months of integration: model selection, orchestration, RAG, prompt engineering, testing | 1 to 3 priority agents delivered in weeks |
| Next agents | The same integration work has to be redone for every new agent | Deployed independently by your teams: authentication, interface, contextualization and business rules are already in place |
| Deployment for your end clients | Multi-tenant architecture, data isolation and per-client billing to design and maintain yourself | Native multi-tenant: each end client isolated, provisioned quickly, under your brand |
| Team dedicated to infrastructure | Two to three people (or more depending on project size), ongoing | No dedicated resource required |
| Delivery channels | Each channel (Slack, Teams, WhatsApp...) is a separate integration to build and maintain | 9 channels included, one single build |
| Model monitoring and updates | On the publisher's shoulders, indefinitely | Underlying stack maintained by Agora on an ongoing basis |
For developers
Your developers are up and running in hours, not weeks.
Documented REST API
Interactive documentation, examples for each use case.
OpenAI format available
Compatible endpoints for a familiar integration experience.
Webhooks and streaming
Real-time events, SSE for response streaming.
Security by design
Multi-tenant isolation, SSO (SAML, OAuth), encryption, audit logs.
Observability
Decision and execution traceability for every agent. OData-compatible export (PowerBI, etc.), OpenTelemetry planned for 2026.
Edge deployment
Option to deploy the full stack on your own GPUs.
Integration in 3 steps
From analysis to autonomy, a fast and guided journey.
Analysis
Audit of your APIs, user journeys, and priority use cases.
A few hoursImplementation
Agent configuration, API connection, functional testing, and production deployment.
A few daysAutonomy
Your teams take over via the no-code studio. Continuous support and iterative improvement.
A few weeksArchitecture & hosting
Open-weight LLMs on our GPUs in France, native multi-tenant architecture. Your data never leaves, no vendor lock-in.
Self-hosted in France
Qwen, Mistral, Llama, DeepSeek. The best open-weight models on our GPUs in France or directly within your infrastructure.
Native multi-tenant
Each client is isolated and configured independently. Segregated data, branding, connectors and models per tenant.
Flexible deployment
Agora Cloud or on-premise on your own servers. We deploy, configure, and maintain the stack over time.
Ready to integrate AI into your software?
We analyze your use cases and show you how our agents integrate into your software.