単純
Tanjun
/tan·jun/

The Japanese principle of essential simplicity. Not reduction through removal, but clarity through discernment. The discipline to see what truly matters and release what does not.

A diverse group of executives in a focused decision-making moment
What does TanjunAI do

We help executives decide what AI work is worth funding, proving, scaling, or stopping.

We have no stake in which answer they get.

The AI Investment Instrument

Everyone has a list. No one agrees on the order.

Thirty AI ideas. Five loud opinions. A board that wants proof. TanjunAI grades every bet on one confidence ladder — so the room stops debating hunches and starts funding what's proven.

See it resolve
In 12 minutes

From 30 hunches and favorites to a defensible, fundable plan.

The same exercise, in any sector. Each priority graded on one confidence ladder — Directional (L1) to Proven (L4) — with the value at stake and an owner attached. The top of the list is where you start.

Energy & Utilities Top 5 AI Priorities
$0.0Bat stake
  • ·
    Grid Load Forecasting
    Grid Operations
    Ungraded
    $380M
  • ·
    Predictive Asset Maintenance
    Generation
    Ungraded
    $260M
  • ·
    Outage Response Automation
    Field Operations
    Ungraded
    $180M
  • ·
    Trading & Hedging Optimization
    Energy Trading
    Ungraded
    $220M
  • ·
    Emissions & Carbon Reporting
    Sustainability
    Ungraded
    $70M
L1 Directional
L2 Conditional
L3 Pilot
L4 Production
Hunches → Proven, fundable bets
The Problem

22 stakeholders.
44 for AI decisions.
Zero shared framework.

Every function runs its own evaluation. IT has a checklist. Security has another. Legal, finance, and the business each reach a different conclusion.

And the committee in week 12 isn't the committee from week 1. Councils re-form mid-evaluation. Every new stakeholder restarts the conversation from zero.

The problem isn't too few AI ideas. It's that no two people are looking at the same one.

The Method
An
Draft

AI Creates the Starting Point

In 12 minutes, TanjunAI generates a structured first draft: use cases, constraints, and a confidence level on every figure. The work that used to take six weeks and $500K.

Shin
Validate

Your Team Decides

Review the draft. Adjust the confidence levels. Add the context the model couldn't know. The AI accelerates the work. Your team holds the authority.

Ketsu
Finalize

Lock and Share

Commit, and the analysis locks. Share one link. Every stakeholder sees the same view. No more parallel evaluations.

How It Works

From scattered pilots to a strategy your board accepts. Three moves.

Draft a value map, validate it with your team, and finalize a brief your board can defend. See the exact artifact you get at every step.

See how it works
Draft
An
Validate
Shin
Finalize
Ketsu
The Tool

Investment qualification,
not another dashboard

The AI Executive Decision Engine grades every AI bet on one confidence ladder. Your executives, risk, and procurement teams all see the same number and can defend exactly how they got there.

  • Qualification Memo: top priorities on one page
  • Operator View: full analysis for implementation teams
  • Confidence Ladder: L1 Directional to L4 Proven, with a named proof gate at every level
  • Value ranges with named owners and explicit proof gates
  • Regulatory and operational constraints, surfaced automatically
  • Vendor-neutral. No model resale, no referral fees.
See Your AI Priorities →
Qualification Memo
Portfolio Summary
$1.8Bto $2.9B addressable value
L2 Calibrated68% Confidence
01
Predictive Inventory Optimization
Conditional. Approve 90-day proof against named gate.
$340M to $480M
L2
02
Dynamic Pricing Intelligence
Not qualifiable. Define proof gate and owner first.
$280M to $390M
L1
03
Customer Churn Prevention
Conditional. Pilot gated on CX owner sign-off.
$210M to $310M
L2
Download Qualification Memo (PDF)
The Process
01

Enter Your Company

Public companies are recognized automatically. Private companies complete a secure three-minute intake. The engine combines your context with industry patterns to surface what's relevant.

02

Review the Opportunity Map

AI opportunities across 30 value intersections. Each cell shows a value range, a confidence level, and the specific proof required to advance. No false precision. No unsupported claims.

03

Export the Qualification Memo

A single-page verdict: prioritized opportunities, honest value ranges, key risks, proof gates, named owners. Vendor-neutral and defensible. Ready for your governance committee.

Stop running parallel evaluations.
Start seeing the same thing.

The organizations that win with AI aren't the ones that move fastest. They're the ones where everyone finally agrees on what to do. TanjunAI makes that possible.

We are running a limited pilot. See where your AI investments stand in 12 minutes.