ILLUSTRATIVE
SANCTIONSExample: EU restrictive-measures list, ~2914 entries weighed in a sanctions-exposure questionSUPPLY CHAINExample: Asia–Europe container tension read at 12% vs a 30-day medianMARKETSExample: EUR/USD realised volatility of +0.8σ used as a driverGEOPOLITICSExample: 7 weak signals scored inside one decision reportBIASExample: overconfidence flagged on a decision after the counter-argument passREGULATIONExample: a DORA compliance deadline treated as a dated constraintOUTPUTExample: every report carries a unique decision ID and a printed confidence scoreSANCTIONSExample: EU restrictive-measures list, ~2914 entries weighed in a sanctions-exposure questionSUPPLY CHAINExample: Asia–Europe container tension read at 12% vs a 30-day medianMARKETSExample: EUR/USD realised volatility of +0.8σ used as a driverGEOPOLITICSExample: 7 weak signals scored inside one decision reportBIASExample: overconfidence flagged on a decision after the counter-argument passREGULATIONExample: a DORA compliance deadline treated as a dated constraintOUTPUTExample: every report carries a unique decision ID and a printed confidence score
Clarity before the decision.
Stockholm · Decision Intelligence

Science asthe exact decision.

Decifirst turns complexity into clarity. Explore thousands of possible futures before you commit — and stay one move ahead of uncertainty.

✓ 3 free analyses · ✓ No credit card · ✓ Full report in under 5 minutes

decifirst · decision-console
 
QUESTION · DEC-2026-0847
DCF-••••••••
"Should we acquire our main competitor now or wait 6 months?"
01
Causes
02
Scenarios
03
Biases
04
Challenge
Confidence
0%
Risk
MEDIUM
Decision
WAIT
Bias detected overconfidence · 12% of executives regret a rushed M&A at 18 months.
Public reference sources · 195 countriesREPORT READY · 2 min 48 s · +0s
0
Sources
0
Countries
<5min
Delay
€49
From
IndispensableA miscalibrated decision costs on average €2.4M · Decifirst tests it before you commit.Start now →
The problem

The real cost of gut feeling

$150M
Undetected sanctions
A single unverified transaction is enough. Companies pay hundreds of millions in avoidable fines. Decifirst monitors continuously.
70%
Of major decisions destroy value
Launching a new product means committing millions. Decifirst simulates its adoption across contexts: aggressive competitors, recession, viral success.
6 months
Average lead time for enterprise solutions
And budgets out of reach for SMEs. Decifirst delivers your first report in 5 minutes, from €49/month.
0
Affordable solution that detects your biases
Imagine testing every important decision across thousands of different scenarios in seconds. That is exactly what Decifirst delivers.

The world will not become more stable.
Build a structure that thrives on it.

In a world ruled by uncertainty, Decifirst gives you a compass. Our platform turns complexity into clarity, letting you explore thousands of possible futures before committing.
Decifirst doesn't just hand you an answer — it shows you how it got there. Our product goal is simple: reports you can read, factors made explicit, scenarios argued rather than asserted.
Crises — economic, political, health — strike without warning. Decifirst helps you structure your thinking to see them coming, drawing on public reference sources and an explicit reading of weak signals.
Decision-making power has long been reserved for large enterprises with substantial budgets. Decifirst changes that. Accessible to organizations of every size, with no hidden fees or prohibitive licensing.
Imagine testing every important decision — product launch, supplier choice, budget allocation — across thousands of scenarios in seconds. Understanding why one option outperforms the others, and being able to explain that choice to your teams with full transparency. That is exactly what Decifirst delivers.

Decifirst adapts to your industry

Finance

Building a resilient portfolio is not a matter of intuition. Decifirst stress-tests your allocations against thousands of market scenarios — crash, inflation, sector bubble.

"Clarity over intuition."
Logistics

Not too much, not too little. Decifirst simulates how your inventory evolves under demand swings, supplier delays or seasonal peaks.

"Your supply chain: stress-tested against the unexpected."
Executive

Opening a foreign subsidiary is a leap into the unknown. Decifirst evaluates political, economic, logistical and competitive risks before market entry.

"Test, adjust, decide."
M&A & Strategic Risk Stress-Testing

Due diligence, acquisition stress-testing and overconfidence bias detection before you sign. Decifirst runs thousands of Monte Carlo scenarios and challenges your decision with its own counter-arguments.

"Don't sign before you test."
Stress-test an acquisition →
Government

A bridge, a highway, a hospital: massive public investments. Decifirst projects their impact on traffic, employment and local finances.

"To anticipate is already to protect."
SMEs

Late payments, unexpected charges, tight month-ends. Decifirst simulates your cash flow over the next twelve months.

"Major decisions, at your scale."
Industry

Decifirst computes failure probability based on age, usage and production conditions. You schedule maintenance at the right moment.

"Simulate, produce, thrive."

What Decifirst does.
What no one else does.

Analyses you can justify to your teams, your partners, or your regulators.

CAUSAL ANALYSIS
Why — not just what

Decifirst doesn't just spot trends. It reveals the real causes shaping your outcomes — and what shifts when you change a single key lever.

PROBABILITY-WEIGHTED SCENARIOS
Several futures. Minutes.

Every analysis returns a set of contrasting scenarios — worst to best case — each with a stated probability and the assumption behind it.

CHALLENGED REPORT
Your decision challenged before delivery

Before handing you the report, our system confronts your decision with its strongest counter-arguments. You receive an honest report — not a confirmation.

EARLY DETECTION
Anticipate crises before they hitLIVE MAP →

Economic, political and health crises leave weak signals before they erupt. Decifirst detects them continuously.

COGNITIVE ALERTS
Your cognitive biases. Detected. Corrected.

Decifirst analyses your past decisions and identifies your repeating patterns. You receive a personalised alert before every critical decision.

From question to report.
In 5 minutes.

01
Ask your question

In natural language, in any language. No complex forms.

0 sec
02
Multi-dimensional analysis

Our engine analyses causes, simulates scenarios, evaluates risks — all in parallel.

~3 min
03
Challenged report

Your report goes through our internal counter-analysis. Honest, robust result.

~1 min
04
Complete report

Confidence score, probability-weighted scenarios, risks, concrete recommendations. Exportable.

< 5 min

Test it now. On your real decision.

Ask any decision question. Structured report in under 5 minutes.

decifirst.com/dashboard
Your decision question
E.g.: "Should we acquire our main competitor now or wait 6 months?"
Analyze →
⌘ + ↵
🌍 Europe expansion💰 Funding strategy🏢 M&A decision🏦 Compliance

Why trust us

Scientific foundations

Our algorithms rest on decades of decision science research. No marketing — solid foundations.

Reproducible, auditable methodology

Every report ships with full source citations and a step-by-step audit trail — not a black box.

Swedish company

Based in Stockholm. GDPR compliant. Strictest European laws.

Transparent by design

Every decision has a unique identifier. No black boxes.

Compliance & security
GDPR
ISO 27001 — In progress (2026)
SOC 2 Type II — In progress (2026)
Published sample report

This is what you receive. Nothing hidden.

An illustrative example of the output format, published in full: unique decision ID, weighted drivers, probability-weighted scenarios, the counter-argument run against it, and the audit trail. The figures are illustrative, not a client result.

Decision ID
Decision under test
Should we open a distribution subsidiary in Poland in Q3, or extend the existing 3PL contract for 12 months?
Verdict
Extend the 3PL contract for 9 months with a break clause, and re-test the subsidiary once Q3 wage and energy data land.
Calibrated confidence
68%
80% interval
54–79%
Probability-weighted scenarios
Costs stay flat46%

3PL renewal absorbs volume growth without new capex.

Wage & energy spike34%

Own-site payroll would exceed the 3PL premium by month 7.

Demand shock20%

Fixed subsidiary costs become the dominant downside.

Weighted drivers
Unit labour cost trend (PL)
0.31Eurostat
Industrial electricity price
0.24IEA
Corridor freight rates
0.19UNCTAD
Customer concentration
0.16Internal input
Regulatory friction
0.10OECD
Cognitive alert

Anchoring on the 2024 build-cost estimate. It predates a 19% rise in local construction costs; the estimate was re-based before scoring.

Counter-argument run against the verdict

If the top two customers renew for 3 years, the subsidiary breaks even 5 months earlier. Confidence was adjusted -6 points for that dependency.

Audit trail

Illustrative example · 5 weighted drivers · 3 scenarios · 1 challenge pass · the format is designed so each figure can be tied back to its stated driver.

Run this on your own decision →
Methodology

Collected. Weighted. Cross-checked. Challenged.

This is the conceptual framework that guides how a Decifirst report is built — the reasoning discipline we apply, not a certified technical description of the current implementation.

01
Collected

Official statistical, regulatory and multilateral sources are read with their publication date. Anything undated or unattributable is discarded before scoring.

Public, dated sources
02
Weighted

Each driver receives an explicit weight based on how much it moves the outcome, not how often it appears in the text. Weights are printed in the report.

Explicit weights, printed
03
Cross-checked

A claim used in the verdict must appear in at least two independent sources, or it is downgraded to an assumption and labelled as such.

Two-source rule
04
Challenged

Before delivery, the decision is attacked with its strongest counter-argument. The confidence score is adjusted up or down by that pass.

Confidence adjusted -15 / +8
05
Signed

The report gets a unique decision ID so it can be quoted in a board pack, a credit file or an audit six months later.

DCF-XXXXXXXX

The scientific foundations

No black box vocabulary. These are the named, published methods that inspire our approach — the reasoning frame behind the report, not a claim that each technique runs as a certified statistical pipeline today.

Calibration over confidence

A confidence score is only useful if 70% means 70%. We reason about confidence in the spirit of the Brier score and deliberately keep reports out of the overconfident 90-100% band.

Brier (1950); Tetlock & Gardner, Superforecasting
Bayesian updating

Every new dated source shifts a prior instead of replacing the analysis. That is why re-running a decision two weeks later moves the number rather than the story.

Bayes' rule; Silver, The Signal and the Noise
Thinking in distributions

Instead of one forecast, a report sets out contrasting scenarios with explicit probabilities and an indicative interval — the Monte Carlo mindset of reasoning over a spread rather than a single point.

Inspired by Metropolis & Ulam (1949)
Analysis of Competing Hypotheses

Hypotheses are tested by what disconfirms them, not by what supports them. This is the intelligence-community standard for structured analytic technique.

Heuer, Psychology of Intelligence Analysis (CIA, 1999)
Bias taxonomy

Anchoring, overconfidence, sunk cost, availability and confirmation are detected against a named taxonomy and reported as a specific alert, not a generic warning.

Kahneman & Tversky (1974); Kahneman, Thinking Fast and Slow
Reference-class forecasting

Your decision is compared against the outcome distribution of similar past decisions, which is the documented antidote to the planning fallacy.

Flyvbjerg (2006), Reference Class Forecasting

These principles shape every report. What we commit to is the transparency itself: Decifirst publishes its format, its weights and its reasoning so any analyst can challenge them — the sample report above is an illustration of that format.

Where Decifirst is better — not just different

Honest positioning: the tools below are excellent at what they were built for. The comparison is about calibrated decision output for a specific question, in hours instead of quarters.

CriteriaDecifirstPalantirBloomberg / RefinitivTableau / Power BIChatGPT / Claude Enterprise
Built to answerOne decision, end to endEnterprise data integrationMarket data & terminal workflowDashboards on your own dataFree-form text generation
Time to a decision reportUnder 5 minutesWeeks to months of deploymentAnalyst hours per questionAnalyst hours per questionSeconds, no calibration
Entry price€0 then €49/monthSix-figure contracts~€20-30k/seat/yearLicence + internal build cost~€25-30/seat/month
Source traceabilityDated source per driverYes, on ingested dataExcellent on market dataOnly your own inputsOften unverifiable
Counter-argument passAutomatic before deliveryNoNoNoOnly if you ask for it
Cognitive bias detectionNamed taxonomy, per decisionNoNoNoGeneric at best
Auditable decision IDYes, quotable 6 months laterInternal lineageNoNoNo
Setup requiredNone — a questionIntegration programmeTerminal + trainingData model + BI teamNone

Sector suites such as SAP IBP or Kinaxis remain the reference for executing a supply plan. Decifirst does not replace them: it stress-tests the decision before you commit the plan.

Institutional intelligence.
Startup pricing.

FREE
€0/month
  • 3 free analyses
  • Full structured report
  • Calibrated confidence score
  • Auditable decision ID
Start free
STARTER
€49/month
  • 30 analyses/month
  • Full report + detected biases
  • 3 probability-weighted scenarios
  • PDF export
  • Email support
RECOMMENDED
STANDARD
€299/month
  • 60 analyses/month
  • Full causal analysis ★
  • Cognitive bias detection
  • Internal challenged report ★
  • Deci Global 50 countries
  • Real-time alerts
  • JSON + PDF export
PRO
€999/month
  • 300 analyses/month
  • All features ★
  • Deci Global 195 countries
  • API + Webhooks
  • Enterprise SSO
  • Dedicated Stockholm CSM

✓ No commitment · ✓ Cancel anytime · ✓ Billed by YOUGO Sverige, publisher of Decifirst · Secure payment

Your real questions.
Our real answers.

ChatGPT generates text. Decifirst generates structured analyses with a unique audit identifier: a numeric confidence score, probability-weighted scenarios, cognitive bias detection, a systematic counter-argument pass and a published report format you can audit line by line.

Your next decision
deserves Decifirst.

3 free analyses. No credit card. Full report in under 5 minutes. Cancel anytime.

✓ Decifirst, published by YOUGO Sverige · Stockholm · ✓ GDPR compliant