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Sayfitech
Automation & operations

Workflow automation

Approvals, handoffs and multi-team processes with state, retries and audit trails.

Engagement
Fixed-scope build, priced per workflow
Typical timeline
5–7 weeks
Starts with
A whiteboard session where we draw the workflow including every path you would rather not think about.
01The situation

The automation works until the day a supplier’s system returns nothing, the approver is on leave, and the same order gets created twice. Edge cases are where automation either earns its keep or quietly destroys trust.

Why it matters

Processes that cannot silently stall.

Remove the manual work permanently.

What we build

Concrete artefacts, handed over and documented.

01

Workflow definitions with every branch drawn explicitly, each yes, each no, and each neither-of-those path named rather than assumed

02

Approval steps with delegates, timeouts and a record of who decided what, so annual leave does not halt the business

03

Retries with backoff and idempotency keys, so a slow external system produces one order instead of three

04

A state store that survives restarts, letting a workflow pause for two days waiting on a person and resume exactly where it stopped

05

An audit trail per run that a non-technical manager can read: inputs, decisions, outputs

06

Alerting that separates a failure needing a human from a retry that will resolve itself

What changes

01

Long processes finish without anyone shepherding them through

02

Failures become visible events with an owner, instead of gaps discovered weeks later

03

‘What happened to that one?’ is answered with a link rather than an investigation

How it runs

Weeks 1–2

01Model the flow

We write the workflow as a diagram covering every branch and failure path, and you correct it before any code exists.

Weeks 3–5

02Build and break

Built step by step, then deliberately broken: timeouts, duplicates, malformed data, an approver who never answers.

Weeks 6–7

03Run in parallel

Live alongside the current way of working, with alerting tuned until it only fires when it matters.

06Typical stack

Chosen per project. Named here so you can see the shape of it.

  • n8n
  • Temporal
  • Postgres
  • Slack
  • Sentry

Questions we get asked

Next step

Tell us the outcome, not the tooling.

Send us the situation you are in. We will tell you which discipline it belongs to, what we would do first and what it costs, including when the answer is to wait.

Start a projectOr email us directlyinfo@sayfi.ai