Before UBI
Free pilot round • first 30 reports only

Find out how exposed your work may be to AI, automation and robotics — before the change hits.

Get a free early-pilot report built from your work profile, tasks, skills and career direction. No email required. No name required. Your report is linked to a private access code, not your identity.

• Anonymous submission — no email required
• Free for the first 30 pilot participants
• Most pilot reports are prepared within about 24 hours
• Honest pilot: in return, we ask for candid anonymous feedback
What happens after you submit?
Save your private code carefully. Most pilot reports are prepared within about 24 hours. Some may take longer if they require more review. Because this pilot is anonymous and does not require email, your code is the main way to retrieve your report later.

Why this matters now

Many people still think the real disruption is “later.” But AI tools are already changing how work is done, how tasks are priced, how teams are structured and which skills stay valuable. Waiting too long may mean reacting under pressure instead of preparing with options.

It’s not only about job titles

The same title can mean very different task profiles. What matters is what you actually do, how repetitive it is, and how much of your work can be digitized.

Some risk is hidden

Even when a role is not fully replaceable, parts of it can still be automated, compressed, outsourced or re-priced — which can change income and leverage.

Early preparation changes options

The earlier you understand your position, the easier it is to strengthen resilience, redirect learning and move on your own terms.

What’s in the report

The goal is not just to produce a general summary, but to give you a more structured picture of your case and what to do next.

Core report elements

  • Your case summary based on the information you submit
  • A score dashboard covering key risk and resilience signals
  • An explanation of why you got these scores
  • Task breakdown: what looks more vs less exposed
  • Income stability and work-context perspective
  • Strategic adaptation paths and immediate priorities
  • A practical action plan to start from

Evidence layer

  • Research notes and source-backed context where relevant
  • A clearer connection between your answers and the assessment
  • More than a conclusion-only text block
  • A basis you can review rather than just accept blindly

This is still a pilot, so depth may vary. But the intention is to show not only the outcome, but also the logic behind it.

What makes the report personalized?

The report is meant to feel like a report about your situation, not a generic text that could fit almost anyone.

Your own case basis

  • Your work profile and job context
  • Your task mix, not only your title
  • Your income context and dependents
  • Your AI usage, learning capacity and direction preferences
  • Your biggest current concern or question

Reflected inside the report

  • A case summary based on what you submitted
  • Interpretation linked to your inputs
  • Explanation of why the assessment landed where it did
  • Recommendations shaped by your profile, not only by a category label

Why this is more than a generic AI summary

A big part of this pilot is testing whether a more structured, more evidence-aware report feels meaningfully better than a one-prompt summary.

Built from your actual task mix

Not only from your job title, but from the tasks, context and constraints you submit.

Uses structured scoring

The intended logic is not only free-form text generation, but a more structured assessment framework.

Includes research context

The report may include research notes, source-backed context and evidence-layer elements where relevant.

Shows how your inputs shaped the output

The goal is not just a polished conclusion, but a clearer link between your inputs and the assessment.

How it works

The process is deliberately simple. No account. No login. No email required.

1

Fill in the assessment

Answer the form on this page. It focuses on your work profile, tasks, AI exposure, strengths and direction.

2

Get your access code

After submitting, you’ll receive a private code. Save it carefully — because this pilot is anonymous, the code is the main way to retrieve your report.

3

Come back later to check your report

Most pilot reports are prepared within about 24 hours. Use the same code on the Access your report page to check whether your report is ready.

4

Leave anonymous feedback

Helpful, mixed or critical feedback is all welcome. Especially if the report felt too generic, unclear or not useful enough.

Why it’s free — and where’s the catch?

This is a real MVP pilot, not a fake “free” offer hiding a sales trap.

Why the first 30 reports are free

The current goal is to test whether people actually want this kind of report, whether the framing makes sense, and whether the methodology creates enough value in practice.

The first 30 reports are free because real user experience matters more at this stage than charging too early.

What we ask in return

Honest anonymous feedback. Not only if the report was useful — also if it felt too generic, unclear, incomplete, disappointing or simply not useful enough.

That is the whole point of the pilot round.

How anonymity works

The pilot is designed around code-based access rather than identity-based access.

No required email

You do not need to provide an email address to receive the report.

No name needed

The form does not require your name or surname.

Report linked to a code

After submission, you receive a report access code. The report is tied to that code, not to your identity.

Please save your access code carefully. Because this pilot is anonymous and does not require email, your code is the main key to retrieving your report later.

Methodology in brief

The report is not based only on a job title. It combines multiple inputs to form a more realistic picture of risk, resilience and adaptation options.

Inputs considered

  • Country and income context
  • Dependents and possible second income
  • Job title, sector and years in field
  • Main work tasks and task-specific nuance
  • How repetitive and computer-based the work is
  • Management responsibility
  • Human trust / empathy importance
  • AI tool usage, strongest skills and learning time
  • Career direction preferences and biggest concern

What the methodology tries to produce

  • A more structured scoring layer, not only open-ended text
  • An interpretation layer that explains the result
  • Possible task-level exposure signals
  • Income stability and market-context perspective
  • Strategic paths and first action priorities
  • Where possible, source-backed notes or research context

FAQ

Short answers to the questions most people will have before starting.

Why is it free?
Because this is an early pilot round. The first 30 reports are free so the method and product can be tested with real users before scaling.
Where’s the catch?
There is no hidden upsell behind the “free” label on this page. The exchange is simple: a free pilot report in return for honest anonymous feedback.
Is it anonymous?
It is designed to be anonymous in the sense that you do not need to provide your name or email, and the report is accessed through a code rather than personal identity data.
Do I need to provide my email?
No. Email is not required for this pilot.
When will my report be ready?
Most pilot reports are prepared within about 24 hours. Some may take longer if they require more review. Save your code and come back later to check your report.
How do I access the report?
After submitting the form, you receive a private access code. Use that same code on the Access your report page to check whether your report is ready and open it later.
What will I receive?
A code-based report with a case summary, a score-oriented assessment, an explanation of why the assessment landed where it did, task-level exposure clues, strategic paths and an action-oriented next-step layer.
How is the report created?
It is based on the work-related inputs you provide: role, tasks, sector, skill profile, income context, exposure signals, adaptation capacity and your stated concern or question.
What makes it personalized?
The report is based on your own submitted work profile, task mix, income context, dependents, AI usage, direction preferences and biggest concern, and is intended to show how those inputs shaped the assessment.
Is this just a generic AI-generated summary?
That is exactly what this pilot is trying to go beyond. The intended approach uses structured inputs, scoring logic, interpretation and evidence-aware context rather than relying only on one free-form generated summary.
What kind of feedback are you asking for?
Any honest reaction: useful, partly useful, mixed, unclear, disappointing, incomplete or not useful enough. Critical feedback is especially valuable in a pilot.
Why only 30 people?
Because this is a deliberately limited pilot round. The goal is to learn from a small first group before deciding whether and how the project should continue.

About the project

Before UBI is an early-stage initiative built around a simple question: how can people understand their work risk earlier, before AI, automation and robotics force change on them?

This pilot exists to test whether this kind of report is genuinely useful, whether people want it, and what would need to improve for it to become a credible product.

About the founder

There is a real person behind this pilot. If you want to verify that, the simplest current contact point is LinkedIn.

View LinkedIn profile

Free pilot spots remaining: ...

Start the free assessment

Takes roughly 6–9 minutes. The form is anonymous and divided into 4 short steps to make it easier to complete. Most pilot reports are prepared within about 24 hours, so please save your code and come back later to retrieve your report.

No email required
Anonymous pilot
Access by code
Most reports ready in about 24 hours
Step 1 of 4 • Personal context

Personal context

A few context fields help make the report less generic and more grounded.

Currency: select country first

Current work

This step helps describe not just your title, but your real work context.

Select up to 4
Selected: 0 / 4

AI exposure / work profile

These fields help estimate how exposed your current work may be to automation pressure.

Skills and future direction

This last step helps the report say something more useful about resilience and next moves.

Select up to 5
Selected: 0 / 5
Select up to 2
Selected: 0 / 2
A short honest answer will help make the report more personal and more relevant.
Most pilot reports are prepared within about 24 hours. Please save your code carefully after submission — because this pilot is anonymous, the code is the main way to access your report later.