STUDY / STYRKE WORLD

What is an AI team worth?
We tested it in a simulation.

A controlled simulation with three Swedish businesses, each in three identical versions: with Styrke, with a standard AI assistant and without AI. The same people, customers and emails. Only the tools changed.

StyrkeOctober 27, 202610-minute read
An experiment by Styrke
StyrkeWORLD

We created a simulated world of Swedish businesses and let them work for eight days: with Styrke, with a standard AI assistant and without AI. Then we measured the difference.

$224,127.91estimated annual net value for Ringön Logistik, 70 employees, after the assumed Styrke cost
7,400 hourstime released per year, equivalent to around four full-time roles
6 minresponse time, compared with one day without Styrke

The highest estimated net value among the three businesses. Svartå Precisionsverkstad: $217,044.87; Nordvik Klimat: $83,579.98. Section 8 shows the full calculation.

Explore the simulation

01 / SUMMARY

The same working week. One difference.

We set out to measure what Styrke does for a Swedish business, in time and money, under controlled simulation conditions. We created three businesses, then made three identical versions of each. The only difference was the tool: Styrke, a standard AI assistant, or no AI. All nine versions received the same emails, customers and events, at the same minute, over eight working days.

With Styrke, 85 percent of tasks were completed on time, compared with 68 percent with standard AI and 61 percent without AI. Staff spent 38 percent less time on the same work. Annualizing these results under the stated assumptions gives a business like Nordvik Klimat, with 40 employees, an estimated net value of around $83,579.98 after the assumed Styrke cost.

9business versions
6customers with simulated AI buyers
117identical tasks for each version
219checks on Styrke's work
Figure 1. The experiment in numbers.

02 / WHY A SIMULATION

No two weeks are the same. Here, they are.

In a real business, it is difficult to see what would have happened without a particular tool. A simulation lets us run the same weeks three times, changing one thing. It follows the basic principle of a controlled study: hold the conditions constant, change one variable, then compare the outcomes.

03 / THE SIMULATED WORLD

Three businesses, six customers and a typical working week.

The simulated world includes email, calendars, customer records and accounting. Everything runs inside that world. No email left it, and no real person was contacted.

Nordvik KlimatVästerås · 40 employees · ventilation and maintenance
Svartå PrecisionsverkstadÖrebro · 55 employees · manufacturing
Ringön LogistikGöteborg · 70 employees · warehousing and transport

Customers make their own decisions. The six customer businesses, including Vasastadens Kontorsfastigheter, Skeppsbrohotellen and Vätterstrandens Livsmedel, have simulated AI buyers. They decide whether to buy, negotiate, complain or pay late, applying the same rules to all three versions.

Staff have a finite working day. Each business has a CEO, a salesperson, a finance lead, a customer service role and a project manager. Each has limited time. When demand exceeds that capacity, the remaining tasks queue up.

The businesses are already established. The Styrke versions represent businesses that have used Styrke for six months. Styrke builds its knowledge from their history. In the other versions, staff have worked there for years and know their customers.

04 / THREE WAYS OF WORKING

The same business. Different tools.

With Styrke

Styrke's agents carry out the work using the application code. The simulated CEO reviews and approves each email before it is sent. Styrke's work is measured in the run rather than replaced by a fixed time assumption.

With AI

Staff use a standard AI assistant to draft text. We assume it reduces time on each writing task by 40 percent, based on a study published in Science. Staff handle everything else themselves.

Without AI

Staff handle every task manually. Task durations come from a conservative time table, with a rationale for each estimate.

05 / A DAY IN THE SIMULATION

From 6 am to 6 pm, for eight days.

06.00The day begins. Styrke receives the date in the simulated world, so a reference to next Friday means Friday in the simulation.
06.05The day's pre-written events are released identically to every version: quote requests, invoices, complaints, customer meetings and a delayed delivery. They are scheduled in advance rather than generated at random during the run.
07.00The CEO reviews the morning's work. With Styrke, they read a briefing and approve or decline. In the other versions, they read the inbox themselves.
During the dayCustomers write, negotiate and pay. Styrke, the standard AI assistant and staff handle the work in their respective ways.
18.00The day is recorded: what happened, when, in which version, its cost and the actual email or work output.

06 / HOW WE MEASURED IT

A tougher test for Styrke. By design.

Each task Styrke performed was checked against a reference fixed before the run: the correct customer, price, quantity and date, and completion before the customer's deadline. 82 percent of Styrke's work passed these checks.

When Styrke could not complete a task, staff took over and the full assumed human task time was counted. If incorrect output was sent, rework time was counted as a cost. Staff and standard-AI output were assumed to be correct. These assumptions favor the alternatives; the reported outcome still favored Styrke in this simulation.

07 / RESULTS

Faster replies, more tasks on time, and less staff time.

The same 117 tasksWith StyrkeWith AIWithout AI
Completed on time85 %68 %61 %
Customer-meeting commitments kept6 of 92 of 82 of 8
Staff time31 hours43 hours53 hours
Time reduction, including errors38 %19 %0 %
Figure 2. All three businesses over eight simulated working days. Each figure can be traced to its underlying task and email.

08 / FROM EIGHT DAYS TO AN ANNUAL ESTIMATE

From a simulated working week to an annual estimate.

The simulation measures the reduction in staff time for the recorded work. Extending it to an entire business and year requires additional inputs. Each has a cited source or is explicitly marked as our estimate. Here is the calculation for Nordvik Klimat:

40 employees, 27% in administrative roles (STATISTICS SWEDEN, 2024)11 people
3.76 hours per day on email and finding information (McKinsey), 220 days8,920 hours
90% of which is covered by Styrke (our estimate), with a 38% reduction measured for Styrke (measured in the simulation)3,000 hours
× $36.43 per hour (Statistics Sweden and the Swedish Tax Agency)$110,293.20
less the assumed Styrke Bas cost, $2,226.10 per monthminus $26,713.21
Estimated annual net value$83,579.98
Figure 3. The calculation for Nordvik Klimat. The simulation uses the same calculation and lets you change each input.

09 / PROTECTING THE INTEGRITY OF THE RESULTS

Results should stand up to scrutiny.

The reference was fixed before the runIt was changed only when a measurement error could be demonstrated, with a reason and source, in either direction. Two corrections reduced Styrke's result.
Styrke could not access the referenceA boundary kept the reference answers out of the information available to Styrke's agents.
The world was isolatedAll outgoing work was captured in a test outbox. Any attempt to reach an external recipient would have stopped the run.
Hundreds of automated checksEach rule has a test, and the tests have been checked to ensure they can detect a violation.
The results can be inspectedEach figure can be traced to its underlying task and email. Result values are calculated rather than written by hand.
Disruptions counted against StyrkeOne simulated day was interrupted and rerun. Its impact is recorded openly and counted against Styrke.

10 / WHAT THE SIMULATION CANNOT SHOW

The limitations, set out in full.

Eight days is a short period from which to estimate a year. Customers are simulated, even though they make their own decisions. Human task times and the share of administration covered by Styrke are assumptions. Styrke also does not outperform on every task, including meeting scheduling. We show those cases, their recorded causes and subsequent changes.

Other work is excluded entirely: evenings and weekends, recruitment, contract review and knowledge lost when someone leaves. Those effects are not included in the estimated value.

See where Styrke does not outperform yet

11 / EVERY ASSUMPTION

Each input and its source.

AssumptionValueSource
Cost per working hour$36.43Statistics Sweden, wages 2025; Swedish Tax Agency, employer contributions 2026
Share of the day spent on email28 %McKinsey Global Institute, 2012
Share of the day spent finding information19 %McKinsey Global Institute, 2012
Administrative roles: construction, manufacturing, transport27 %, 47 %, 38 %Statistics Sweden, occupational register, 2024
Share of administration covered by Styrke90 %Styrke's estimate
Time reduction from standard AI on a writing task40 %Noy and Zhang, Science, 2023
Working days per year22052 weeks, less annual leave and public holidays
Writing a quote manually90 minConservative assumption
Replying to a customer email manually10 minConservative assumption
Figure 4. The simulation contains the full list, with a rationale for each time assumption. Change an input to update the estimate immediately.

A FIRST STEP

What could an AI team do
for your business?

The simulation shows Styrke working in three fictional businesses. A pilot tests it in yours, with your own team and a real, agreed workflow.

Apply for a pilot Explore the simulation