Observe / Validate / Decide / Review / Learn

Automation services

Workflow automation and applied AI.

Connect repeated work across tools without losing control of it. Each workflow has validated inputs, clear ownership, human review where judgment matters, and a visible path when something fails.

02The problem

Repetition is only half the brief.

A reliable workflow also needs valid inputs, an owner, review, retries, and a visible failure path.

  • SymptomPeople move the same information between tools by hand.
  • SymptomThe automation works on the happy path but fails silently when inputs, APIs, or edge cases change.
  • SymptomAI is proposed before the task, the evidence, and the review rule are clear.

03Control path

Every automated action needs a visible route.

The same control path applies whether the build uses n8n, Make, Zapier, or a custom API. Tool choice follows the operating need.

  1. 01Trigger

    What event starts the work, and can it be observed?

  2. 02Validate

    Is the input complete, allowed, and safe to process?

  3. 03Decide

    A rule or a bounded AI step picks the next action.

  4. 04 · Review gateReview gate

    A person approves exceptions and high-impact actions.

  5. 05Record & recover

    Outcome, owner, evidence, and retry state are logged so failed work has somewhere to go.

04What gets built

A workflow your team can inspect.

Four parts of one system, delivered together and documented for handoff.

01map · value · scope

Process & scope

Current state, value case, ownership, and a focused build scope.

02connect · transform · route

Connections & rules

Integrations, transformations, routing rules, and notifications.

03prompt · evidence · review

AI steps

Bounded prompts, approved evidence, confidence rules, and review.

04test · retry · alert

Failure & recovery

Test cases, retries, alerts, ownership, and handoff notes.

05Where AI fits

AI where its variability can be contained.

AI steps are narrow, checked, and replaceable.

If a rule can do the job, a rule does it.

  1. 01Task

    One defined job, not a general assistant.

  2. 02Evidence

    Approved sources or fields the step can use.

  3. 03Confidence

    A threshold for when output is used as-is.

  4. 04Review

    A person checks low-confidence or high-impact output.

  5. 05Record

    Inputs, output, and corrections are kept.

06Example deliverable

A control plan, not a box-and-arrow promise.

Normal actions, review gates, evidence, and failure ownership are explicit before handoff.

EventAutomated actionHuman gateTrace & recovery
New inquiry arrivesValidate fields, keep the source, route by agreed rulesAmbiguous fit or missing consentOwner, reason, timestamp, retry state
Document needs extractionDraft structured fields from the original fileLow confidence or financially important valuesSource, extracted values, approval, corrections
Team asks a knowledge questionRetrieve from approved material and draft a cited answerNo supporting source or a sensitive requestCitations, uncertainty, escalation route

Illustrative control-plan format, not client results.

08Read before you build

Start with the failure you need to avoid.

Use a guide while the problem is still small.

  1. First workflow3 Zapier automations to test first
  2. Silent failuresHow to debug failed n8n workflows
  3. AI reviewHuman approval for AI emails in n8n

09Next step

Bring the system, the handoffs, and the failure points.

Describe the trigger, the tools involved, who owns the workflow, and what should happen when the normal path breaks.

Discuss an automation project