What an AI workflow is
An AI workflow is a repeatable process with a clear start, AI-assisted steps, optional human approvals, and a defined outcome in your tools. Unlike a single chat prompt, workflows run the same way every time — with logging, retries and measurable results.
Building blocks
- Triggers: form submit, new lead, new ticket, schedule, webhook, email inbound
- AI steps: classify, summarize, extract, draft, score, translate, recommend
- Logic: conditions, branching, loops and fallbacks
- Human gates: review before send, publish or spend
- Actions: update CRM, create ticket reply, post draft, notify Slack/Teams
- Observability: logs, success/fail rates, cost per run
Workflow possibilities
- Lead → enrich → score → route → draft outreach → human approve → send
- Ticket → summarize → suggest reply → escalate if VIP/complaint
- Keyword input → brief → outline → draft → SEO checklist → editor queue
- Meeting recording/notes → action items → CRM tasks → follow-up mail draft
- Product feed change → update descriptions → QA → publish staging
- Inbound PDF/invoice → extract fields → validate → push to finance tool
- Social calendar → variants → brand check → schedule queue
- Support FAQ gap → draft answer → knowledge base update request
Tools and integrations
We connect workflows to the stack you already use: CRM, helpdesk, mail, CMS, e-commerce, spreadsheets, Slack/Teams and custom APIs. The goal is orchestration that fits your operations — not forcing a new platform for everything.
Design principles
- One owner and one success metric per workflow
- Idempotent steps so retries do not duplicate actions
- Clear failure paths and human escalation
- Brand and compliance rules embedded in prompts and checks
- Cost controls: caching, model tiering and rate limits
What you get
- Workflow map (trigger → steps → outcome)
- Working automation in staging, then production
- Runbook for your team: how to pause, edit and monitor
- Dashboard metrics or report of runs, savings and quality
- Roadmap to add the next high-ROI workflows
Related service
Need broader automation strategy first? Start with AI automatisering. Ready to design specific multi-step flows? AI workflows is the build track.