AI Automation & Workflows
Lead capture, CRM updates, ticket routing, approvals, notifications — orchestrated end-to-end across your existing tools. We design the workflow, embed the AI decisions, and ship it with observability so you can see exactly what ran when, and why.
Concrete outputs — not vibes.
Every engagement ends with artifacts you own — running code, infrastructure, and the documentation to keep building on it.
Workflow architecture
End-to-end map of triggers, decisions, integrations and human-in-the-loop points.
AI decision logic
Classification, scoring, routing — whatever the workflow needs, embedded inside the flow.
Integrations
Connected to CRM, ERP, support, comms — your existing systems, not a parallel one.
Live dashboard
What ran, what failed, what got escalated — visible to ops in real-time.
Audit log
Every decision and action stored, queryable, replayable.
From brief to production.
A tight, repeatable path. You always know what's happening and what comes next.
Map the workflow
We follow the work as it happens today, with the team who runs it.
Design the automation
Trigger points, AI decisions, human-in-the-loop, escalation paths.
Build & integrate
Connect to CRM/ERP/comms. Branching, retries, monitoring.
Shadow run
Run alongside the existing process for 1–2 weeks before cutting over.
Cut over & monitor
Switch traffic, watch the dashboards, tune thresholds.
The tools we typically reach for.
Not prescriptions — we adapt to what you already run. Worth knowing what we’re fluent in.
Questions about AI Automation & Workflows
Zapier and Make are great for simple chains. We come in when you need AI decisions in the middle, retries that actually work, observable history, and SLAs you can defend.
Most likely yes. We've built into Salesforce, HubSpot, Zoho, Pipedrive, Close, and custom systems. If it has an API, we can wire it.
Every workflow ships with thresholds and an escalation lane. Below confidence X, route to a human. We tune those numbers in the shadow-run phase.
Yes. Workflows are code in your repo and config in your dashboard. We document who edits what and how to test changes safely.
Sprints and builds are scoped per engagement. There's no per-run fee — we don't sit between you and your tools.
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Learn moreLet’s scope your ai automation & workflows.
Send a brief and a senior engineer replies within four hours — with an honest read on whether we’re the right fit.