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The platform

From data to recommendations

Data, then models, then recommendations. aqmen gives you the blocks, connected, so every number in the answer traces back to the data.

01Datasets & sources · Data

Your data, with its origins.

Bring in the tables a decision needs and keep where each one came from. Import a file, or let your assistant load what it found.

Every table cites its documents. Every column says what it means.

  • Import files, or let your assistant load researched data
  • Every table cites its sources
  • Columns explained, so anyone reads them right

Data · with its sources

Firms and employment by size band

Size bandFirmsEmployed
Germany10–49415,2618,130,428
Germany50–24965,1816,354,318
Germany250+14,86217,482,691
France10–49166,8483,124,398
Cited¹Units and definitions on every column
  1. 1Eurostat, enterprise statistics by size class, 2021–2024. Official statistics.

02Transformations · Data

Derived data, reasoning kept.

Reshape raw tables into what the model needs. The how stays next to the result, not in someone's head.

When the data underneath changes, you are told, and one action brings it back in line.

  • Turn raw tables into the ones the model needs
  • The method recorded with the result
  • Told when an input changed

Derived data · method on record

Software adoption, every year

Germany, 10–49 peopleAdoptionHow
202131.2%As surveyed¹
202234.3%Between surveys
202337.3%As surveyed¹
202437.4%Between surveys

The survey runs every two years. The years between are the average of their neighbours: stated once, applied to every country.

  1. 1Eurostat ICT survey, share of firms with integrated business software.

03Charts · Models

See the numbers. Always current.

Turn any table or model into a picture. Open it and it shows today's data, not last week's export.

Charts are what views are made of and what conclusions are pinned to.

  • Twenty kinds of chart, from bars to waterfalls
  • From a table, a query or straight from a model
  • Always shows the data as it is now

Chart · always current

What added to the market, 2021 to 2024

USD billions · axis from 6.0 · re-drawn from the model each time it opens¹

  1. 1Prices held at today's list, so the growth is volume.

04Spreadsheets · Models

Real spreadsheets. Live data.

Build models the way you already do, in a workbook you can open in Excel, connected to the data underneath. Refresh the data; keep the formulas.

Checks catch a total that no longer adds up. Scenarios carry the forecast.

  • Excel-compatible, open it anywhere
  • Refresh the data, keep the formulas
  • Checks for wrong totals, scenarios for the forecast

Model · Excel-compatible

The market, country by country

Market = Seats × Price per seat

SeatsPrice / seatMarket
Germany · 250+15.6M$107$1.67B
Germany · 50–2494.3M$168$0.72B
France · 250+8.5M$104$0.89B

Firms of 10–49 people buy a flat plan, so their rows use Customers × Plan price instead.

Total matches the finest grainRefreshes when its inputs do

05Views · Recommendations

One question. One page.

A page for the people who decide: the market by region, what changed since last year, where the plan outruns the market.

Describe it and your assistant builds it. It stays live, and tells you when the picture changed.

  • Describe the page; your assistant builds it
  • Charts and figures that stay live
  • Told when the data behind it changed

Page · one question

Where is the market growing?

+$1.16B1
added since 2021
+$0.40B
Southern Europe
+$0.37B
DACH

Added, 2021 to 2024 · USD billions

Southern0.40
DACH0.37
Western0.26
CEE0.09
Nordics0.04
  1. 1From the market model. Prices held, so growth is volume.

06Insights · Recommendations

Conclusions that stay honest.

Record what the numbers mean where the evidence is: one claim, its figure, its caveat, pinned to the chart or model that shows it.

When the data moves, the conclusion is flagged. Confirm it or reject it; the record stays.

  • One claim, its figure, its caveat
  • Confirm or reject as the picture changes
  • Flagged when the data behind it moves

Conclusions · pinned to their evidence

Firms of 250+ people are 55% of the market.

$4.2B of $7.5B, 2024

Adoption is a proxy: read the split, not the level.

Confirmed

Southern Europe added the most since 2021.

+$0.40B, ahead of DACH at +$0.37B

Re-check · the model changed since

07Lineage · The thread through it all

Every number's path home.

Trace any figure back through the chart, the model and the tables to its source. Forward too: see what depends on a table before you change it.

Not a promise that the AI was careful. A path anyone can walk.

  • See what anything depends on, and what depends on it
  • Bring everything up to date, in the right order, in one go
  • From the headline figure to the source document

Lineage · the path home

Where does $1.67B come from?

  1. Market · Germany · 250+ · 2024$1.67B

    Seats × Price per seat

  2. Seats15.6M

    Employed × Adoption

  3. Adoption89.1%

    Average of two surveys¹

  4. Price per seat$107

    Vendor band price² × price level³

  5. Employed17.5M

    As published⁴

  1. 1Eurostat ICT survey, 2023 and 2025.
  2. 2Vendr purchase benchmarks, HiBob, 500+ employees.
  3. 3Eurostat price level index, Germany, 2024.
  4. 4Eurostat enterprise statistics, Germany, 2024.

08Agents · Builds the pipeline

Your assistant, in the workspace.

Connect the AI you already use and let it do the work here: load, derive, model, chart, record. Everything it makes is real, and yours to review.

It reads what is already there before it acts. No session starts from zero.

  • Any assistant that speaks MCP, with your account
  • Loads, derives, models, charts and records
  • Starts every session from what is already there

Your assistant · over MCP

Apply a downside to 2027. What changes?

  • Read the model and its assumptions
  • Halved adoption growth in the downside case
  • Redrew the market chart

In the downside, 2027 is 6% below the base case, all of it from adoption. I recorded that as a conclusion on the chart.

Built for

Built for any decision with numbers in it

The questions

  • Market sizing
  • Company P&L
  • Competitive benchmark
  • Pricing
  • Cohorts and retention
  • Unit economics
  • Scenario planning
  • Due diligence

Built on

MCP first

Any assistant that speaks MCP works here. Bring the one you already pay for; we do not sell you an agent.

Open skills

The step-by-step practice is an open repository you can read, fork and improve.

Your tools, not our cage

Excel-compatible models, decks in your style, SQL if you want it. The right tool for each job.

Confidential

Private to your organization, never used to train models.

Book a demo

Decisions deserve a backbone.

See it on a live question. Yours, if you like. Invitations follow the same day.