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FAQ
Clear answers about agent memory.
Everything you need to know before we build your memory layer.
Do I need advanced technical knowledge to work with Automat?
Not at all. We handle the entire memory architecture — vector stores, embeddings, retrieval systems, and integrations. You only need to provide access to your data and define what success looks like for your agents.
How long does it take to see results?
Most clients have a functional memory system live within 4–6 weeks. We typically deliver measurable improvements (accuracy, speed, reduced hallucinations) within the first 45 days.
What does a typical engagement look like?
We start with a free Memory Audit call, followed by a custom proposal. Projects usually include discovery, architecture design, implementation, integration, and 3 months of optimization and support.
How secure is the agent memory infrastructure?
Extremely. We use enterprise-grade encryption, private deployments, strict access controls, and full audit logging. Your data never leaves your environment unless you explicitly choose otherwise.
Can it integrate with our existing AI agents and tools?
Yes. We integrate seamlessly with LangChain, LlamaIndex, CrewAI, AutoGen, custom frameworks, and major LLM providers (OpenAI, Anthropic, Grok, etc.).
What happens after the initial deployment?
Memory systems need ongoing care. We offer continuous optimization, new data ingestion pipelines, performance monitoring, and regular upgrades so your agents keep improving as your business evolves.
