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Agentic AI Systems
Autonomous multi-agent systems for complex, multi-step workflows — built with budget controls, audit logs, escalation paths, and human-in-the-loop gates from day one.
Includes:



Multi-Agent Orchestration
Autonomous agent pipelines with role delegation, task routing, and inter-agent communication
Human-in-the-Loop Gates
Configurable escalation points where agents pause for human review before high-stakes actions
Budget & Cost Controls
Per-agent token budgets and cost caps that prevent runaway AI spend in production
Full Audit Logging
Every agent decision, tool call, and output logged for traceability and debugging
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Typical Engagement
- 8 - 16 weeks to production
- Fixed-scope milestone contracts
- Dedicated senior engineer
- Weekly delivery checkpoints
- 30-day post-launch monitoring
Tech Stack
- OpenAI, Anthropic, Cohere
- AWS Bedrock, Azure OpenAI
- LangChain, LlamaIndex
- Pinecone, Weaviate, pgvector
- Weights & Biases, MLflow
Autonomous multi-agent systems for complex, multi-step workflows — built with budget controls, audit logs, escalation paths, and human-in-the-loop gates from day one.
What we do for clients
- Multi-Agent Orchestration — Autonomous agent pipelines with role delegation, task routing, and inter-agent communication
- Human-in-the-Loop Gates — Configurable escalation points where agents pause for human review before high-stakes actions
- Budget & Cost Controls — Per-agent token budgets and cost caps that prevent runaway AI spend in production
- Full Audit Logging — Every agent decision, tool call, and output logged for traceability and debugging
Where we fit best
We're the right fit for teams ready to move past a single chatbot pilot into agents that actually execute multi-step work, with the guardrails production requires.
Case Study
How Bivoxo approaches real problems
FAQ
Common questions, candidly answered
Direct answers to what clients typically ask before a
discovery call - drawn from our first conversations
What's the difference between a chatbot and an agentic AI system?
Agents take actions, chatbots answer questions
How do you ensure agentic systems don't make costly mistakes?
Scoped action permissions, approval layers, audit trails
How long to deploy a multi-agent system?
6–14 weeks depending on complexity
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