← All work
The rebuilt share simulator — co-pilot front door, mock portfolio, country picker, suggested questions including the deliberately-red 'Should I sell now?'
The rebuild — a co-pilot front door over the mock portfolio, with a country picker and the deliberately-red “Should I sell now?” chip that demonstrates the AI's refusal to recommend.
Self-initiated rebuild · 2026 — in progress

Rebuilding the share simulator so AI explains the numbers, not just calculates them

Years 2026 — ongoing rebuild of my own 2022 — 2024 work
Status Self-initiated · in design
My role Solo · design + AI integration
In one line Took an old static simulator and put an AI co-pilot at the centre of it.
Click-through prototype

Try the co-pilot on a mock share programme

Ask anything. Switch countries. Toggle the what-if slider. The prototype covers the edge cases — including the questions the co-pilot won't answer.

Open the prototype
01 · Problem

The old simulator answered one question. People arrived with five.

The original simulator opened on a slider: what if the share price moves X%? People had to bring their own math — when their shares unlock, what tax looks like, what happens if they leave. The static answer didn't help with the actual question. And the people opening it twice a year couldn't remember enough of the language to ask it properly.

The rule I'm designing against

“A simulator that only returns a number isn't simulating much.”

02 · AI at the centre

What I'd automate, cut, keep human, and add with AI

AI fluency · Automate

The math runs itself

Tax rules per country, share-unlock schedules, blackout windows, currency. All calculated against the participant's actual programme, in the background. No manual setup, no remembering the formula.

Problem reframed · Cut

The “what if the price moves X%” slider as the front door

The slider stays for the people who want it. But most people don't think in percentages — they think in life events. The new front door is a question box: “ask anything about your shares.”

Risk mitigated · Keep human

The decision belongs to the person, never to the AI

The co-pilot explains. It does not recommend. “Sell now” / “wait until next quarter” — that's a financial decision the simulator never makes. The risk of an AI giving someone wrong advice about their own money is too high to accept.

Built unprompted · Add with AI

Plain-language Q&A about your own programme

Ask in your own words. “What happens if I leave in 18 months?” “Why is my tax different from a colleague's?” The co-pilot answers against the actual math of the user's programme — in the language they already use.

03 · What the conversation looks like

Two real questions, two plain-language answers

“What happens if I leave in 18 months?”

Co-pilot answer

In 18 months, 1 250 of your shares will have unlocked. You'd be able to sell them inside a 90-day window. The remaining 2 750 would go back to the company. At today's price and Norwegian tax rules, that's about €12 500 in your pocket after tax.

The leaving scenario — short answer, real numbers from the user's own programme.

“Why is my tax different from my colleague's?”

Co-pilot answer

Your shares are taxed under Norwegian rules — the tax happens when each share unlocks, at your income tax rate. Your colleague's contract is under UK rules — they're taxed only when they sell. Same programme, different countries, different timing.

The “my colleague has X, I have Y” scenario — comparing without recommending.

Next: Prompt Library

See the tool →