Practical thinking on AI agents
No hype. Real companies, real deployments, lessons from the field.
Human Oversight Patterns That Actually Work in Production
Escalation paths, scope limits, and audit trails: the three patterns we see teams use to keep agents from going off-script and keep humans in the loop where it matters.
Ops Leaders Are Rethinking What a Team Needs to Look Like
When an AI agent handles vendor follow-ups reliably, you stop thinking about headcount the same way. Early Atlantic customers are restructuring how their teams spend time.
What Makes an AI Agent Reliable Enough for Production
Reliability in agent systems is not about accuracy metrics. It is about determinism, bounded failure modes, and fast human handoffs when the agent reaches its confidence limit.
Building an SDR Agent That Actually Works with Your CRM
The common failure mode for SDR agents is not the AI logic, it is the CRM integration. Here is how to wire an outreach agent that stays synchronized with your actual pipeline.
What Our Early-Access Partners Built in the First 30 Days
Twelve teams deployed Atlantic during our early-access program. Here are three use cases that surprised us and what they taught us about where the role-based model works best.
Five Operations Workflows Worth Automating Before You Hire
Vendor follow-ups, expense categorization, meeting scheduling, status reports, and inbound request routing. These five workflows are costing your team 10 or more hours a week.
Integrating AI Agents with Your CRM Stack Without Breaking Things
Read-only access, scoped write permissions, and audit logging: the three principles that keep an AI agent from turning your CRM into a mess of duplicate records.
Why Most AI Agent Projects Never Make It to Production
Across conversations with dozens of operations teams who tried and failed to deploy AI agents in 2024, the failure modes were remarkably consistent, and almost none of them were technical.
The Role-Based Agent Model, Explained
Instead of building one large general-purpose agent, Atlantic assigns a defined agent to each company role. Here is why that constraint produces more reliable behavior.
Agent Monitoring 101: What to Watch When Your Agents Go Live
Action counts, escalation rates, and latency are the three metrics that tell you whether your agents are running well or silently failing. Here is how to read each one.
Building the Operations Agent: What We Learned in Beta
Our first production-ready role template came out of eight months of beta testing with operations teams at growing companies. Here is what changed and what we got wrong initially.