The best candidates are workflows that are high-volume, rule-based, and currently requiring a human to execute steps that don’t actually need human judgment. Common examples: routing inbound leads based on attributes, syncing data between platforms, generating first-draft content from source documents, monitoring and reporting on campaign performance, and managing multi-step approval or notification chains. If your team is spending significant time doing the same logical sequence of steps repeatedly, it’s worth examining.

Standard automation tools handle simple trigger-action sequences: if X happens, do Y. They work well when the inputs are predictable and the logic is linear. Agentic AI handles workflows where the inputs vary, the steps aren’t always the same, or the process requires something resembling a judgment call: evaluating content quality, deciding how to route an edge case, synthesizing information from multiple sources before acting. We use standard automation where it’s the right tool and AI agents where it’s not.

This is the most important design question in any agentic system, and we address it in the architecture phase. Every system we build has defined checkpoints where a human reviews output before irreversible actions are taken. We also establish escalation paths: the AI handles the volume, a human handles the edge cases. The goal is to remove humans from the parts of the process that don’t require them, while keeping them on the parts that do.

No. We build around your existing stack. The audit phase identifies what you already have, how it connects, and where the gaps are. We’re not locked to any particular platform or framework. We select the right tools for your specific workflow, your team’s technical capacity, and your budget. If you have strong opinions about specific tools, we work within those constraints.

It depends on the complexity of the workflow and the number of system integrations involved. A focused, single-workflow agent typically takes four to eight weeks from audit to production deployment. More complex systems with multiple workflow threads and integrations take longer. We scope every engagement explicitly after the workflow audit, so you know what you’re committing to before development begins.

Every engagement is scoped after the workflow audit, but we can give you ranges. A workflow audit on its own is a fixed-fee engagement, typically two to three weeks. A focused single-workflow agent build, including the audit, generally lands in the mid-five-figure range. Multi-workflow systems, custom integrations across many platforms, or builds that include design and front-end work scale up from there.

The audit is the right starting point in almost every case. It produces enough specificity that we can quote a build with confidence, and it gives you a deliverable you can act on even if you decide not to move forward with us.

The audit phase involves working sessions with the people who actually do the workflow today, interviews with the stakeholders who own the surrounding systems, and a written audit document at the end. That document maps the current process, identifies where agents make sense versus where they don’t, and proposes a build scope.

If we move into a build, we work in two-week sprints with a weekly check-in. You see working software as it gets built rather than waiting for a big reveal at the end. Your team is involved throughout, both because that’s how we make sure we’re building the right thing, and because adoption goes better when the people who’ll use the system helped shape it.

We hand off the working system with documentation your team can use to operate and maintain it. For most engagements, that’s the end of the formal build. If you’d like ongoing maintenance, model upgrades, or expansion to additional workflows, we offer a retainer arrangement. We don’t push it as a default because most teams are capable of running a well-documented agent themselves once it’s deployed.

We work within whatever security framework your organization already has. That usually means signing your standard agreements, using your authentication and access controls, and integrating with your existing logging and monitoring. We don’t ask for broader access than the agent actually needs to do its job, and we document every system the agent touches as part of the handoff. For organizations with stricter compliance requirements (HIPAA, SOC 2, FedRAMP, etc.), we scope those constraints into the audit phase before architecture decisions are made.

That’s not what we design for, and it’s not how our clients use these systems. The teams who get value from this work are the ones using agents to absorb the high-volume, low-judgment portion of their workload, so the people on the team can spend more time on the parts of the job that actually need them. If a workflow is being done by a team that’s already stretched thin, an agent gives them room to breathe rather than a pink slip to deliver.

That’s a common starting point and it’s what the workflow audit is designed for. You don’t need to come in with a specific agent in mind. You need to come in with a sense of where your team is losing time, and we’ll work through it with you to find the workflow that’s the best first build: highest impact, lowest risk, most learnable for the next one.