I run a combined people-and-telemetry sweep: interview frontline staff, scan integration platforms and shared drives, search spreadsheets for macros and scheduled exports, surface the owner and run frequency, then prioritise discoveries by risk, frequency and cost so you fix the handful that matter.
- A handful of undocumented scripts and sheets usually causes most operational exposure.
- Combine human interviews with system telemetry — one without the other misses critical items.
- Score discoveries by risk, frequency and staff time saved to produce a short, actionable list.
- Choose one remedial path: standardise, rebuild or retire, and assign a clear owner and rollback.
- Make every remediation include a runbook, a monitoring check and a simple deployment rule so it sticks.
Signs this is happening in your business
- One person is the only one who can run an important report and fields urgent calls when it fails.
- A shared spreadsheet has hidden tabs, timed formulas and a 'do-not-touch' note.
- Support tickets spike when the owner of a Zapier flow is on leave.
- Finance requests re-keying between CRM and billing every month.
- Audit shows scheduled exports sending data to personal email addresses.
- Deployments break a process no one admits touching because a small routine calls internal endpoints.
- Workarounds live in a private Slack channel or a personal cloud folder.
- Reports that used to take an hour now require multiple people to reconcile weekly.
If several of these are true at the same time, the problem is usually the process rather than the people running it.
What this is costing you a year
(Team hours per week x hourly cost of employees x 52) = annual payroll loss
- People doing this work4
- Hours each per week6
- Hourly cost of employees$45
- Weeks52
The annual cost of four people each spending six hours a week on repetitive work that could be automated
Find the number before you spend anything
Run the formula above on your three most repetitive processes. If any of them clears a year of a salary, that is the one to bring to a call.
How to find hidden shadow automations in my company
I start with interviews and telemetry together. Ask the frontline who runs repetitive work and then pull logs from integration platforms, scheduled jobs and shared-drive activity. Match what people describe to what systems show to reveal automations that touch cash, approvals or regulated data so you can triage fixes.
Inventorying systems alone misses ad-hoc routines. People build quick solutions; your job is to map them to value and risk so you act on the ones that matter.
- Interview the frontline: operations, finance and sales staff who run daily processes.
- Scan platforms: check scheduled exports, integration dashboards and connected-app panels.
- Search shared drives and spreadsheets for macros, hidden tabs and scheduled refreshes.
- Map each finding to the business process and the harm it can cause.
Where shadow automations hide and how to detect them
Shadow automations concentrate in five places: spreadsheets, integration platforms, shared mailboxes and email rules, ad-hoc routines on laptops or servers, and screen-scripting bots. Each place needs a different detection: a short staff script and a targeted telemetry sweep to confirm existence, frequency and errors.
The interview reveals intent and workarounds; telemetry proves when and how often the routine runs and whether it fails.
- Spreadsheets: hidden tabs, circular formulas, external links and repeated edit timestamps.
- Integration platforms (Zapier/Make): account owners, last-run times and error logs.
- Email rules: auto-forwards, delayed sends and recurring filters in shared inboxes.
- Ad-hoc routines: folders named 'scripts', 'cron' or 'jobs' on shared servers or personal drives.
- Screen-scripts and bots: ask ops who uses recorded keystroke tools for repetitive tasks.
Spreadsheets and hidden logic are the first place to look
Start with monthly reconciliations: who edits them and when. Open the file, unhide sheets, look for circular references and external links, and check version history for after-hours edits. Recurring late edits usually indicate scheduled exports or a manual run someone performs regularly.
- Find the owner named in comments; flag files where one person is the only custodian.
- Export formulas to text and grep for references to other workbooks or scheduled times.
How to prioritise the automations you find
Score every automation on five factors: risk (moves money or regulated data), frequency, staff-hours saved, single-point failure, and audit exposure. Add the scores into a ranked list and act on the top items first — those are the ones that reduce payroll waste and audit risk quickly.
- Risk: does it move money, approvals or regulated data?
- Frequency: how often does it run or is it relied upon?
- People time saved: staff-hours replaced per week.
- Single-point failure: is one person the only custodian?
- Compliance exposure: does it create undocumented data transfers?
If one person is the only one who can run a report, you are carrying a hidden operational tax.
A decision matrix: standardise, rebuild, or retire
Choose one path for each item. Standardise when it is low-risk and valuable but undocumented. Rebuild when it is critical, brittle, or contains hardcoded secrets. Retire when the underlying process no longer adds value or manual work is cheaper. Assign an owner, tests, monitoring and a rollback for every path.
- Standardise: document steps, assign support and add a monitoring check.
- Rebuild: move to a supported pattern, add logging, tests and rollback capability.
- Retire: remove the automation, change the process and train staff on the manual path.
Audit checklist you can run in a week versus a month
Run a one-week sprint to expose the biggest risks or a month-long sweep to build a full remediation roadmap. The week delivers immediate firewalls and quick remediations; the month produces inventory, priority decisions and templates you can budget into the next quarter.
- One-week sprint (deliverables): 10 interviews, top-10 ranked shadow automations, three immediate remediations, and a one-page risk register. Time: 40 consultant hours plus 8–12 staff hours.
- One-month engagement (deliverables): full inventory, priority matrix, rebuild/retire/standardise recommendations, rollback templates, and a 90-day implementation roadmap. Time: 120–160 consultant hours plus validation time.
Immediate red flags that require fast remediation
Fix these immediately: any automation with hardcoded credentials, any process exporting personal or payroll data to external accounts, or any critical process owned by a single unreachable person. Treat these as incidents: stop the flow or add an interim owner and a monitoring alert within hours.
- Hardcoded credentials in a script or spreadsheet.
- Automations that send customer or payroll data to personal accounts.
- A single person able to stop billing or approvals by deleting a file.
- Unmonitored scheduled jobs that have failed without alert for more than one cycle.
Identify your biggest operational bottleneck
Most owners already know which process is the problem. What they do not have is the annual figure attached to it. That is a 15-minute conversation, not a project.
How fixes fail in practice and why you must plan beyond code
Fixes fail because governance and handover are skipped. An engineer writes a quick patch, nobody updates the runbook, and users recreate the old shortcut months later. Prevent that sequence by requiring stakeholder buy-in, assigning an owner, adding a one-paragraph runbook and creating a monitoring check before closing tickets.
- Sequence of failure: discovery → quick fix → no docs → no monitoring → users revert.
- Prevent it: require an explicit owner, a one-paragraph runbook, and a monitoring check before closure.
Automating a broken process multiplies the failure and makes it costlier when it collapses.
Hand-over and governance so fixes actually stick
Every remediation must include an owner, a one-page runbook, a monitoring check and rollback instructions. Keep governance light: a simple ticket template and an 'automation change' label that someone reviews weekly is enough for small teams to follow.
- Owner designation: name a single responsible person and a backup.
- Documentation template: purpose, trigger, inputs, outputs, frequency, failure mode and rollback.
- Monitoring: one simple alert (email or Slack) when the automation fails.
- Deployment and rollback policy: a one-click revert or a manual stop procedure.
What to do next: a one-week audit you can start tomorrow
Run a one-week audit on the top five processes that move money or regulated data: interview operators, run the telemetry checks, score discoveries and deliver a ranked list with three immediate remediations. If you prefer external help, see How to work with you and Contact.
- Day 1–2: interviews with ops, finance, sales and support.
- Day 3: telemetry sweep of integration dashboards, shared drives and scheduled exports.
- Day 4: map discoveries to processes and score them.
- Day 5: deliver the ranked list, quick fixes and a 90-day roadmap.
Why I take this approach
I prioritise risk and ROI because small teams have limited attention. Broad scans create long backlogs; focused discovery yields a short list of items you can fix this quarter. If you need a technical lead for rebuilds, consider a fractional technical leader — see Fractional CTO.
- People find intent; telemetry proves action and frequency.
- Prioritise quickly, act on top risks, and assign owners to prevent recreation.
How I can help
I run one-week audits and month-long remediations that pair people discovery with technical checks you cannot run from an admin panel. A short audit gives a prioritised risk register; a month produces a roadmap and hands-on fixes. See How to work with you and Contact.
- Short audit: prioritised risk-and-ROI report and three immediate remediations.
- Remediation: owner assignment, observability and a deployment rule so the fix sticks.
Where businesses waste the most time
- Re-keying customer dataWastes staff hours and introduces transcription errorsUse the existing CRM export and schedule an import into billing CSV to avoid manual copy-pasteA person still checks: Staff check flagged mismatches and approve exceptions
- Manual invoice matchingMultiple people spend time matching rows and resolving differencesCreate a spreadsheet template that pulls the two exports and highlights mismatches automaticallyA person still checks: Finance reviews mismatches and signs off the reconciliation
- Ad-hoc report runsOnly one person knows the sequence and runs it outside business hoursSchedule the report to run to a shared folder and notify the team on failureA person still checks: Owner reviews failures and approves distribution
How this compares with what you already run
| Operational area | The manual way | The automated way | Annual business impact |
|---|---|---|---|
| Order processing | Team copies order details into billing manually | A routine exports orders to billing on schedule | Faster invoicing and fewer missed bills |
| Invoice reconciliation | Three people reconcile spreadsheets by hand | A scheduled extract prepares data and flags mismatches | Reduced staff hours and fewer payment delays |
| Lead handover | Sales emails leads to ops who re-key details | A timed transfer puts leads into the ops queue with notes | Shorter response times and higher conversions |
| Monthly reporting | Finance runs reports manually and emails them | Reports generate and deliver to a shared folder each month | Reduced overtime and fewer last-minute corrections |
| Customer follow-up | Support copies tickets into a tracker weekly | A scheduled push updates the tracker and alerts exceptions | Faster SLA responses and fewer missed renewals |
What the end-to-end workflow looks like
- ScopeIdentify the top five processes that move money or regulated dataStays human
- InterviewInterview frontline staff who operate those processesStays human
- Telemetry sweepPull activity from integration dashboards, shared drives and scheduled export logsAutomates log collection and timestamp matching
- Map findingsMatch human-intent items to telemetry evidenceAssisted matching with simple filters
- PrioritiseScore each item by risk, frequency and cost and create a ranked listScoring can be done in a spreadsheet
- RemediateFix the top items by standardising, rebuilding or retiringAutomation applied where rebuilds are approved
- HandoverAssign an owner, add a one-page runbook and add a monitoring checkStays human
- ReviewCheck three months later to confirm the automation remains validAutomates monitoring alerts, human reviews exceptions
The metrics that tell you it worked
| Metric | What it tells you |
|---|---|
| Hours saved per week | Total staff hours freed by removing manual steps; it measures immediate payroll relief |
| Number of single-point automations | Count of automations owned by one person; it measures operational fragility |
| Failure alerts per month | Number of times an automation fails and triggers an alert; it measures reliability |
| Time to recover | Hours between failure and full recovery; it measures incident response speed |
| Number of undocumented data transfers | Count of routines moving data outside approved systems; it measures audit exposure |
| Percentage of top-10 items with owners | Share of highest-priority automations that have an assigned custodian; it measures governance maturity |
When this is the wrong move
- When the automation is experimental and the process will change weekly
- If the process affects no regulated data, is low value, and remediation costs more than the saving
- When the team lacks capacity and the fix would introduce more outages in the next quarter
- If the automation is embedded in a vendor product you cannot modify
The mistakes that cost the most
- Scanning tools onlyTeams run an automated inventory, create a long backlog and miss critical ad-hoc scripts because nobody interviewed staff.
- Rebuild without ownerAn engineer rebuilds a brittle routine and doesn't assign a business owner; when it fails nobody knows how it worked and users recreate the old spreadsheet.
- Sunset without process changeYou retire an automation but fail to change the underlying process; users restore the old automation because the manual path is slower or inconvenient.
Frequently asked questions
How long does a practical discovery take?
One week for a focused discovery on the top five processes: interviews, a telemetry sweep, and a ranked list with three immediate remediations. A month buys a comprehensive inventory, a priority matrix and a remediation roadmap with handover templates.
Can I run this without external help?
Yes, if you have someone who understands process and can get time from ops, finance and sales and access to integration dashboards and shared drives. If you lack those skills or want speed, a short external audit delivers the ranked list faster.
What is an acceptable number of shadow automations?
There is no fixed acceptable number; the test is whether they create risk or cost. A few documented, owned automations that replace real work are fine. Undocumented, single-custodian automations touching payments or regulated data are not.
How do I stop people recreating retired automations?
Give an approved alternative, assign an owner and make recreation harder: remove shared access to the old file, add a simple approval step for new automations, and run a monthly review that checks for new undocumented items.
Which automations should be rebuilt rather than documented?
Rebuild those critical to revenue or compliance, brittle routines, or anything with dangerous practices like hardcoded credentials. Rebuild with observability, tests and rollback capability so failures don't block customers.
What immediate checks stop an automation from causing a breach?
Remove hardcoded credentials, stop any automated export that sends regulated data to personal accounts, and assign a backup owner. Add a simple alert that notifies the security lead when the process runs after remediation.
Stop paying salary for robotic work
Bring your messiest process to a 15-minute audit and we will map where the hours actually go, live on screen. You leave with the number whether or not you work with me.