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Understanding how automation changes work — task by task, with the evidence shown and the uncertainty admitted.

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Enter as:I have a jobI am studyingI run a companyI am building something
On this pageWhat stays freeWho it is forA worked exampleFor a graduating cohortWhat is in itWhat it will not doPrice
For institutions

Your people, not the occupation

Individuals use all of VOLO free — the site, the public tools and a personal workspace with no end date. Everything here describes occupations in general, though, and an institution is not a list of occupations: a company is a specific roster doing a specific mix of tasks, and a university has specific programmes sending graduates into specific jobs. Mapping those against this evidence, task by task, is work, and it is the only thing here that costs money.

What stays free#

All of it. There is no task judgement, no evidence record and no source link behind a payment, and there will not be.

162 occupations broken into tasks, 1165 verified records with their sources, the majors, the recent-changes timeline, the method page, and both ways of asking — typing and calling. If a paywall ever appears over a task judgement, this paragraph is the thing to hold us to.

Who it is for#

Three kinds of institution need the same answer, asked in different words.

  • Companies — HR and learning teams: which tasks in our roles are changing, what evidence says so, and where nobody knows yet.
  • Universities and polytechnics — career services: where does each degree lead, and which tasks in those jobs are moving, so advisers can answer “should I switch because of AI?” without a guess.
  • Career advisers and coaches: the same task-by-task reading for the jobs their clients actually hold.

A worked example#

A made-up company — 22 people, B2B software. The company is hypothetical; every number below is computed from the same task judgements and records the rest of this site runs on. You can run the same table on your own roles, free, on the business page.

RoleHeadsChange methodStays humanNew dutiesEvidence behind it
Sales / account manager42114/6 tasks · 4 records
Customer service representative32215/5 tasks · 7 records
Marketing specialist22114/5 tasks · 4 records
Junior software developer61214/5 tasks · 6 records
Product / UX designer21215/5 tasks · 7 records
Accountant / Bookkeeper12216/6 tasks · 8 records
HR / recruiter12215/5 tasks · 7 records
Operations coordinator23116/6 tasks · 5 records
Partnerships / channel manager12214/6 tasks · 4 records
The column that matters is the last one

Across this roster the evidence points at 9 duties that automation created and that nobody is assigned to by default — usually the most actionable part, because it is work appearing rather than work leaving.

Run this on your own roles — free · same data, same columns, including the empty ones

For a graduating cohort#

For a university or polytechnic, the unit is a degree rather than a role: the occupations each programme leads to, every one broken into tasks, with today's direction for each task and the verified records behind it.

A sample covering three degrees, generated from the same public pages you can read here. It is in English, and it is dated: the pages it draws on keep changing as records are added, which is why a brief for your programmes is refreshed rather than written once.

Open the sample cohort brief

What is in the report#

  • Your roster resolved to occupations — including the ones that do not resolve cleanly, which is itself a finding about how your company names work.
  • Per role: which tasks should change method, which stay with a person, and which duties automation created. Each with its basis — verified record or platform inference — and what the judgement does not establish.
  • The blind spots, named. Roles where we have no evidence, and roles where the evidence is one record from a source with a stake.
  • One thing per role you can check inside your own company this week, without buying anything.
  • A walkthrough with your team, and a refresh when new verified records touch the roles or degrees in it.

It is written against the same rules as the site, and the sources are all links you can open yourself. If you disagree with a judgement, you can go to the record and see what it rests on.

What it will not do#

These are the same refusals as the rest of the site, and they do not get relaxed because someone is paying:

  • It will not tell you who to make redundant, and it will not rank your people. It is about tasks, and tasks are not headcount.
  • It will not give you a readiness score, a risk percentage, or any single number for your company. A number is where people stop reading.
  • It will not tell you what your product, your org chart or your business model should become. That needs per-company workflow and cost data we do not have, and we will not guess it for a fee.
  • It will not recommend a vendor. Nobody pays to be in it, and nobody pays to be left out of it.

Price, and how to start#

USD 9.90 per institution for 30 days

Prepaid, and nothing renews by itself. In those 30 days: the brief for your roles or your programmes, a walkthrough with your team, and a refresh when new verified records touch them. Buy a month, use a month.

This is not a checkout yet: there is no payment page, and payment is arranged by email. Before you pay anything, send your role list — titles and rough headcount is enough, no names — or the degree programmes you advise on, below, and you will get back whether there is enough evidence to make a brief worth paying for. Sometimes the honest answer is no.

We use this email only to reply to this request. Nothing is sent to it automatically.

Or write to hermans@foxmail.com

Across this roster the evidence points at 9 duties that automation created and that nobody is assigned to by default — usually the most actionable part, because it is work appearing rather than work leaving.

Run this on your own roles — free · same data, same columns, including the empty ones

For a graduating cohort#

For a university or polytechnic, the unit is a degree rather than a role: the occupations each programme leads to, every one broken into tasks, with today's direction for each task and the verified records behind it.

A sample covering three degrees, generated from the same public pages you can read here. It is in English, and it is dated: the pages it draws on keep changing as records are added, which is why a brief for your programmes is refreshed rather than written once.

Open the sample cohort brief

What is in the report#

  • Your roster resolved to occupations — including the ones that do not resolve cleanly, which is itself a finding about how your company names work.
  • Per role: which tasks should change method, which stay with a person, and which duties automation created. Each with its basis — verified record or platform inference — and what the judgement does not establish.
  • The blind spots, named. Roles where we have no evidence, and roles where the evidence is one record from a source with a stake.
  • One thing per role you can check inside your own company this week, without buying anything.
  • A walkthrough with your team, and a refresh when new verified records touch the roles or degrees in it.

It is written against the same rules as the site, and the sources are all links you can open yourself. If you disagree with a judgement, you can go to the record and see what it rests on.

What it will not do#

These are the same refusals as the rest of the site, and they do not get relaxed because someone is paying:

  • It will not tell you who to make redundant, and it will not rank your people. It is about tasks, and tasks are not headcount.
  • It will not give you a readiness score, a risk percentage, or any single number for your company. A number is where people stop reading.
  • It will not tell you what your product, your org chart or your business model should become. That needs per-company workflow and cost data we do not have, and we will not guess it for a fee.
  • It will not recommend a vendor. Nobody pays to be in it, and nobody pays to be left out of it.

Price, and how to start#

USD 9.90 per institution for 30 days

Prepaid, and nothing renews by itself. In those 30 days: the brief for your roles or your programmes, a walkthrough with your team, and a refresh when new verified records touch them. Buy a month, use a month.

This is not a checkout yet: there is no payment page, and payment is arranged by email. Before you pay anything, send your role list — titles and rough headcount is enough, no names — or the degree programmes you advise on, and you will get back whether there is enough evidence to make a brief worth paying for. Sometimes the honest answer is no.

Send a role list or your programmes

Analysis, not advice — the same terms as the rest of the site apply, and decisions about your company remain yours. Who makes this and who pays for it

Looking for something for one person rather than a whole institution? It is free: VOLO Pro, free for individuals