Node Labs

Sample

Designed artifact

Sample AI-ops audit

Prepared for
A 30-person service business
Prepared by
Node Labs
Status
Not a case study

This is a sample. It is not a client case study. Hours were not measured, so they are marked “not given.” No results are claimed.

0. Summary

  • What you doA professional-services firm serving local clients.
  • TeamAbout 30 people. The owner is still the bottleneck for email, follow-up, reports, and decisions.
  • Time sinkDecisions waiting on the owner (hours per week not given).
  • Switch on firstA weekly approval batch.
  • Retainer fitGrow — see §7. Illustration only. This is not a paying client.

1. Current tools

  • ToolEmail (shared inbox and owner inbox)

    Used forClient mail, referrals, vendor requests

    ConnectYes

    NoteAgents may label and draft. Sending needs a human yes.

  • ToolCalendar

    Used forAppointments and internal meetings

    ConnectYes

    NoteBooking or canceling stays human.

  • ToolPractice system / CRM

    Used forClient records, follow-ups, status

    ConnectPartial

    NoteRead and draft updates. Writes that change a client record need a yes.

  • ToolAccounting

    Used forInvoices and collections follow-up

    ConnectPartial

    NoteDraft reminders only. No spend or refunds without a yes.

  • ToolPhone / SMS

    Used forClient contact

    ConnectPartial

    NoteScripts and drafts only. Live send needs a yes.

  • ToolShared files

    Used forTemplates, reports, policies

    ConnectYes

    NoteAgents may read and draft. Deleting or publishing stays human.

AI today: what worked: A chatbot for short internal drafts. What didn't: Anything that had to reach a client without review. What we will not repeat: Unsupervised send, publish, or spend.

2. Time sinks

  • #1

    Recurring taskClearing parked approvals

    FrequencyOngoing

    Hours/wknot given

    RatingAgent drafts + human yes

  • #2

    Recurring taskReading a morning brief and making the day’s decisions

    FrequencyWeekdays

    Hours/wknot given

    RatingAgent drafts + human yes

  • #3

    Recurring taskInbox triage

    FrequencyDaily

    Hours/wknot given

    RatingAgent drafts + human yes

  • #4

    Recurring taskSigning into tools and repairing broken connections

    FrequencyAs needed

    Hours/wknot given

    RatingKeep human

  • #5

    Recurring taskNudging status across the team

    FrequencyWeekdays

    Hours/wknot given

    RatingAgent alone

  • #6

    Recurring taskClient-facing follow-up and content

    FrequencyWeekly

    Hours/wknot given

    RatingAgent drafts + human yes

3. Top automations

Open each item. Effort marks are inferences, not measurements.

01 Weekly approval batch+
Replaces
Task #1
How it works
A routing seat collects parked items into one ranked list. The owner clears the list in a single sitting. Nothing in the batch executes without an exact yes.
Tools
Email, practice system / CRM, shared files
Effort
S (inference: our estimate, not measured)
Running cost
None: uses existing tools
Payback
Payback cannot be computed from intake; hours were not given. Track hours on this task in week 1.
Guardrail
Nothing executes without an exact yes.
Risk
If the batch is skipped, items age. One reminder, then stop.
02 Inbox triage in shadow+
Replaces
Task #3
How it works
An agent labels each message as needs-owner / maybe / noise, in shadow, while the live inbox stays unchanged. After a proving window, only labels go live. Replies stay draft-only.
Tools
Email
Effort
S (inference)
Running cost
None: uses existing tools
Payback
Payback cannot be computed from intake; hours were not given.
Guardrail
No send without a yes. Shadow-only until the owner agrees the labels are trustworthy.
Risk
A missed important message. That is why it stays shadow-first.
03 Start with a small seat set+
Replaces
Overhead of too many overlapping jobs
How it works
Stand up the four seats in §4. Do not add more until the first seats run cleanly for a week. Each new seat, merge, or retirement needs an exact yes.
Tools
Shared files, practice system / CRM
Effort
S (inference)
Running cost
None: uses existing tools
Payback
Seat cost is not itemized in this sample, so no dollar figure.
Guardrail
Each change to the seat set needs an exact yes.
Risk
Adding seats before the first ones are clean recreates the bottleneck.
04 Request-to-fix loop+
Replaces
Ad-hoc repair requests that stall on the owner
How it works
A written request becomes a tracked card. The owner approves the card. One agent drafts the change. The owner merges or rejects. No silent retries.
Tools
Shared files, practice system / CRM
Effort
M (inference)
Running cost
None: uses existing tools
Payback
Payback cannot be computed from intake; hours were not given.
Guardrail
No send, publish, or live change without a yes.
Risk
Blocked if sign-ins in task #4 are still broken.
05 Written intake and follow-up pipeline+
Replaces
Owner-written replies to every new inquiry
How it works
A completed form becomes a draft reply and a checklist. The owner approves the reply. Follow-ups stay in draft until a yes.
Tools
Email, practice system / CRM
Effort
M (inference)
Running cost
None: uses existing tools
Payback
Payback cannot be computed from intake; hours were not given.
Guardrail
No client email without a yes.
Risk
A draft that sounds finished can still be wrong. The owner reads it.

4. Seat map

Default: start with these seats. Add more only after the first week runs cleanly.

  • SeatRouting

    JobCollects requests, parks blockers, prepares the weekly approval list and the morning brief.

    Reports toOwner

    ApproverOwner

  • SeatInbox

    JobLabels mail and drafts replies. Does not send.

    Reports toRouting

    ApproverOwner

  • SeatFollow-up

    JobDrafts client follow-ups and reminder sequences from the CRM.

    Reports toRouting

    ApproverOwner

  • SeatReporting

    JobDrafts the weekly written status. Does not publish.

    Reports toRouting

    ApproverOwner

5. 30-day plan

  • Week1

    Switch onAutomation #1 in draft-only mode. Log hours spent on parked approvals.

    CheckIs the approval list usable without major edits?

  • Week2

    Switch on#1 live with an approval. #2 in shadow / draft mode.

    CheckZero sends without approval. Owner responds in one batched session.

  • Week3

    Switch on#3 held to the four-seat set. #5 in draft mode. Review guardrails.

    CheckAny near-miss → tighten the rule. Do not add seats yet.

  • Week4

    Switch onKeep or stop each automation. Compare week-4 hours to the week-1 log.

    CheckHours saved are measured, not estimated.

Success is measured from the week-1 hour log, not from a promise made in this sample.

6. Guardrail rules

  • Agents may do alone: Research, drafts, labels, and files the owner already allows.
  • Needs your yes: Send, publish, spend, delete, sign, book, cancel, or change a client record.
  • Escalation: Blocked items go on one list. The owner clears that list in one batched session.
  • Never: Paste secrets. Retry a declined send another way. Invent hours or results.

7. Retainer fit

Grow ($249/mo) matches the pattern: several automations, seats still being shaped. Illustration only. This sample is not a paying client. The report is yours either way.

Get the audit

Your report will follow this structure, filled from your intake — not from this sample.