O
ONX

Knowledge Centre

The vocabulary of
enterprise intelligence.

Not a blog. The canonical source for the ideas ONX is built on, Decision Rooms, Business Confidence, the Evidence Hierarchy, written to educate executives, not to entertain them.

The pillarEnterprise Decision IntelligenceThe complete philosophy in one essay, every guide below goes deeper on one of its ideas.Read the essay
The Glossary. Every term in the vocabulary, A to Z, each linking to its canonical entry.Browse A to Z

New here? Start with these four.

About 27 minutes, in order, the mental model behind everything else.
  1. 01

    What is Enterprise Intelligence?

    7 min

  2. 02

    What is a Decision Room?

    8 min

  3. 03

    Business Confidence, explained

    6 min

  4. 04

    The Evidence Hierarchy

    6 min

Guides

, evergreen, definitional, the canonical source for each term

Enterprise Intelligence

Business Confidence

Business Confidence, explained

Nobody types it in. It is computed from evidence, weighted by quality, and it names the dimension that binds.

6 min read

Cross-module Intelligence

Cross-module intelligence, explained

The expensive problems live between departments. Detection that spans functions finds them before production does.

6 min read

System of Record vs System of Memory

System of Record vs System of Memory

Enterprise software remembers what happened with total fidelity, and why it happened not at all. That is the missing system.

4 min read

Evidence Hierarchy

The Evidence Hierarchy

Measured beats modelled beats inferred beats stated. And unmeasured is labelled, loudly, because AI without evidence is just faster guessing.

6 min read

Compound Patterns

What are Compound Patterns?

A contract commitment, a hiring gap and a technology date can each pass review and still, together, describe a promise the firm cannot keep.

4 min read

Commercial Confidence

What is Commercial Confidence?

A deal can be won, delivered, and still lose money. Commercial Confidence scores the margin that survives true cost to serve, not the revenue booked.

5 min read

Commitment Intelligence

What is Commitment Intelligence?

The discipline of running a commitment through the business as an executable object, not filing it as a record.

4 min read

Delivery Confidence

What is Delivery Confidence?

A green status goes red the week before it fails. Delivery Confidence predicts, composed from workforce, capacity, dependencies and their dates.

5 min read

Enterprise Intelligence

What is Enterprise Intelligence?

Not analytics, not a copilot, a reasoning layer that connects every function's evidence into every decision.

7 min read

Win Confidence

What is Win Confidence?

Not a rep’s gut feel at quarter-end. A transparent score of whether a deal will actually close, composed from the evidence the deal has produced.

5 min read

Evidence State

What is an Evidence State?

The label that stops an assumption impersonating a measurement.

4 min read

Outcomes Ledger

What is an Outcomes Ledger?

The record of decided versus happened, scored. Without it, every recommendation starts from zero.

4 min read

Decision Science

Decision Object

A decision is an object, not a meeting

When decisions become objects, they gain properties: they can be traced, challenged, audited and scored.

5 min read

Decision Intelligence vs AI

Decision Intelligence vs AI

Decision Intelligence is not a rebrand of AI. It is the discipline that makes AI safe to decide with: evidence attached, options constrained, outcomes scored.

5 min read

Decision Intelligence vs Business Intelligence

Decision Intelligence vs Business Intelligence

BI describes the past in dashboards. Decision Intelligence decides the future and remembers why. One reports; the other is accountable.

5 min read

Decision Quality vs Outcome Quality

Decision Quality vs Outcome Quality

A sound decision can lose and a reckless one can win. Review the reasoning against what was knowable, not the scoreboard.

4 min read

Reversible vs Irreversible Decisions

Reversible vs Irreversible Decisions

Two-way doors deserve speed; one-way doors deserve weight. Most firms get both backwards.

4 min read

Sunk Cost Fallacy

The Sunk Cost Fallacy in Services

What was spent is a fact about the past. What to do next is a claim about the future.

4 min read

WYSIATI

WYSIATI: What You See Is All There Is

The deck is not the world. Kahneman named the mind’s habit of judging only from what is in view.

4 min read

Decision Rights

What are Decision Rights?

Who holds the pen, who is consulted, and who must live with the result. Clarity beats consensus.

4 min read

Base Rate Neglect

What is Base Rate Neglect?

Why every project believes it is the exception, and why only firms that kept their outcomes have an outside view to consult.

4 min read

Bounded Rationality

What is Bounded Rationality?

Nobody optimises. Everyone satisfices. Simon showed the fix is better decision structure, not smarter people.

4 min read

Decision Debt

What is Decision Debt?

Technical debt got a name and a budget. The decisions a firm defers, never writes down and never reviews are the larger debt, still unnamed.

4 min read

Decision Hygiene

What is Decision Hygiene?

Independent judgements first, structure before debate, intuition last. The unglamorous discipline that outperforms brilliance in repeated decisions.

4 min read

Decision Intelligence

What is Decision Intelligence?

Not analytics, and not a copilot. The discipline of making decisions you can trace, challenge and learn from.

6 min read

Decision Latency

What is Decision Latency?

The time from signal to decision, and the silent tax it levies on every option with an expiry date.

4 min read

Decision Provenance

What is Decision Provenance?

Confidence you can audit, not assert: the unbroken chain from facts to recommendation to choice to outcome.

4 min read

Escalation of Commitment

What is Escalation of Commitment?

Good money follows bad when reputation, not arithmetic, is doing the deciding.

4 min read

Expected Value Thinking

What is Expected Value Thinking?

Weighing outcomes by likelihood rather than vividness, judging the portfolio rather than the single bet, and knowing when the maths stops working.

4 min read

Optionality

What is Optionality?

Options are bought, held at a cost, and quietly expiring. The discipline is knowing which ones you hold, what they cost, and when they die.

4 min read

Decision Log

What is a Decision Log?

Five sentences per decision: choice, owner, evidence, alternatives, expected outcome. Written for reuse, not for audits.

4 min read

Decision Review

What is a Decision Review?

The retrospective that examines the reasoning, not the person, against what was knowable at the time.

4 min read

Decision Room

What is a Decision Room?

Not a meeting, not a dashboard, a governed space where one decision gets made, with the options already priced.

8 min read

Decision Window

What is a Decision Window?

Every decision has a window in which it is cheap and a point after which it is only expensive. Firms miss the window because nothing announces it.

4 min read

Pre-mortem

What is a Pre-mortem?

Assume the commitment failed. Write the story of why. Then decide whether to make it.

4 min read

Scenario Run

What is a Scenario Run?

You can rerun a decision with today’s facts. You can never rewrite yesterday’s run.

4 min read

Cynefin Framework

What is the Cynefin Framework?

Dave Snowden’s sense-making framework, and why treating complex client situations as merely complicated is the costliest habit in services.

4 min read

OODA Loop

What is the OODA Loop?

Speed matters, but orientation decides. Boyd’s loop is won in the sense-making, not the acting.

4 min read

Theory of Constraints

What is the Theory of Constraints?

Every system has one constraint that sets its pace. Find it, exploit it, and stop polishing everything else.

4 min read

Binding Constraint

Why the worst constraint decides

Averages hide the one thing that will actually stop you. Convergence surfaces it before you commit.

5 min read

The Operating Model

Business Transformation Outsourcing

BPO vs BTO: from process to transformation

BPO executes the work you designed. BTO helps redesign how the work happens. A different philosophy, not a new acronym.

6 min read

The Pyramid Model

The Pyramid Model, explained

Rates get the credit, but the shape earns the margin. The pyramid is the economics and the career model of a services firm in one structure.

4 min read

Re-derivation Tax

The Re-derivation Tax, explained

The question your firm answered a year ago is being answered again this week, from scratch, by people who never knew it was asked.

4 min read

Absorption Debt

What is Absorption Debt?

The cost a firm carries so that its decisions never have to be reopened, compounding invisibly until the margin report finds it.

4 min read

Change Control

What is Change Control?

Every engagement drifts from its contract. Change control decides whether the drift is recorded and priced, or absorbed and discovered at closeout.

4 min read

Institutional Memory

What is Institutional Memory?

Memory that lives in people is not institutional memory at all. It is an exposure the organisation has not priced.

4 min read

Organisational Judgement

What is Organisational Judgement?

Individual judgement is fast, personal and fragile. Organisational judgement survives the departure of everyone who built it.

4 min read

Master Services Agreement (MSA)

What is a Master Services Agreement?

The MSA holds the relationship’s terms; the SOW holds the work. Trouble starts when SOWs quietly begin rewriting the container.

4 min read

People Business

What is a People Business?

Some companies sell software. A large, under-served category sells people doing skilled work. Their margin is not manufactured, it is decided.

5 min read

Statement of Work (SOW)

What is a Statement of Work?

The written record of the promises the delivery team inherits: scope, assumptions, acceptance, rates and change control.

4 min read

Operations & Workforce

Forecast Accuracy

Forecast Accuracy in Workforce Management

A daily total can be exactly right while every interval was wrong. Why forecast error compounds, and what honest scoring looks like.

4 min read

Nearshore, Offshore, Onshore

Nearshore, Offshore and Onshore, explained

The labels sound like geography. The decision they name is about total cost, control and time, and it is never made only once.

4 min read

Per-Seat vs Per-Transaction Pricing

Per-Seat vs Per-Transaction Pricing

Paying for capacity and paying for volume are different bets. Each model shapes behaviour, and each hides a different truth about cost.

4 min read

Service Level

Service Level in Contact Centres

X% answered in Y seconds. The tail of callers the headline never mentions, and why the operational metric is not the contract that borrows its name.

4 min read

Average Handle Time (AHT)

What is Average Handle Time?

Talk plus hold plus wrap. Why AHT is the right way to price the work and the wrong way to judge it, and what happens when it becomes a target.

4 min read

Bench Cost

What is Bench Cost?

The bench is either an investment with an owner and a review date, or a staffing decision nobody revisited. Same cost, different object.

4 min read

Cost-to-Serve

What is Cost-to-Serve?

The average cost per client is a fiction. Cost-to-serve is what one client actually costs, and what the renewal decision needs.

4 min read

Customer Effort Score (CES)

What is Customer Effort Score?

CSAT scores the mood, NPS scores the relationship, CES scores the machine. Why effort is the most operational of the three, and where it really hides.

4 min read

Delivery Margin

What is Delivery Margin?

Engagements are sold at one margin and delivered at another. The gap is not bad luck; it is a ledger of unrecorded decisions.

4 min read

Erlang C

What is Erlang C?

The century-old queueing formula behind every staffing plan: what it computes, why thin staffing fails so suddenly, and who owns the assumptions.

4 min read

First Contact Resolution (FCR)

What is First Contact Resolution?

The one number that predicts satisfaction, cost and repeat volume at once. Who decides what “resolved” means, and why FCR fights with handle time.

4 min read

Gross Margin per Engagement

What is Gross Margin per Engagement?

The portfolio average is a comfortable fiction. Profit and loss happen one engagement at a time.

4 min read

Intraday Management

What is Intraday Management?

Reforecasts, skill moves, break shuffles and voluntary time off: the fastest decision loop in the business, and what it inherits from planning.

4 min read

Outcome-Based BPO

What is Outcome-Based BPO?

Paying for results instead of effort is the most honest commercial model on paper, and the easiest one to fake in practice.

4 min read

Project Accounting

What is Project Accounting?

The ledger knows the firm made money. It cannot say which engagement made it, and which quietly gave it back.

4 min read

Realisation Rate

What is Realisation Rate?

The rate card states what an hour is worth. Realisation records what the firm, under pressure, actually dared to charge for it.

4 min read

Schedule Adherence

What is Schedule Adherence?

The most personal metric in the contact centre. What adherence measures, how it differs from conformance, and what over-tightening it costs in people.

4 min read

Scope Creep

What is Scope Creep?

Not a delivery failure but hundreds of pricing decisions made by default. The honest yes: price it, trade it, or gift it knowingly.

4 min read

Seat Utilisation

What is Seat Utilisation?

A full building is not a productive one. Why the facilities metric gets mistaken for output, and how per-seat economics warp delivery decisions.

4 min read

Span of Control

What is Span of Control?

The ratio nobody decides: what a leader’s week actually buys, and what widening the span quietly spends on quality and attrition.

4 min read

Utilisation Rate

What is Utilisation Rate?

Billable over what, exactly? Why the denominator matters, and why a very high utilisation number is a warning dressed as a win.

4 min read

Voice of the Customer (VoC)

What is Voice of the Customer?

Everyone collects feedback. A real VoC programme converts anecdotes into evidence, reads trajectories instead of averages, and changes decisions.

4 min read

Work in Progress (WIP)

What is Work in Progress in Services?

Between the hour worked and the invoice raised sits an asset that quietly decays. WIP ages faster than anyone bills it.

4 min read

Blended Rate

What is a Blended Rate?

One rate, one invoice line, one moving mixture underneath. How blended pricing simplifies buying and quietly blurs the economics.

4 min read

Business Continuity Plan (BCP)

What is a Business Continuity Plan?

In BPO, resilience is sold, not just kept. A real BCP covers sites, people, technology and data, and it has been tested, not just written.

4 min read

Change Order

What is a Change Order?

The formal moment a scope change gets priced. Avoided out of relationship fear, and a leading indicator of margin health when it is not.

4 min read

Quality Assurance Score

What is a Quality Assurance Score?

Sampled, scored and calibrated, yet still not the customer’s verdict. What a QA score can tell you, and where it quietly stops telling the truth.

4 min read

Service Level Agreement (SLA)

What is a Service Level Agreement?

The contractual floor of a service, not the truth of it. Green SLAs and a red relationship can coexist: the watermelon effect.

4 min read

Effective Bill Rate

What is an Effective Bill Rate?

Divide what the work earned by every hour it took. The number that emerges is the firm’s real price, and it rarely matches the card.

4 min read

Sales & Growth

Revenue Recognition

Revenue Recognition in Services, explained

Revenue is earned as the work is delivered, not when the invoice goes out. Blur that line and delivery problems come back as restatements.

4 min read

T&M vs Fixed Price

Time and Materials vs Fixed Price

Two pricing structures, one estimate. The difference is who pays when the estimate turns out to be wrong.

4 min read

Backlog

What is Backlog?

The most reassuring number in a services business, and the least examined. Size says what was sold; quality decides what it becomes.

4 min read

Land and Expand

What is Land and Expand?

The small first engagement is a trust decision. Expansion is what happens when delivery keeps the promise the landing made.

4 min read

Net Revenue Retention

What is Net Revenue Retention?

The growth you already own. NRR nets churn, shrink and expansion inside the existing client base into the rate at which a people business compounds.

4 min read

Outcome-Based Pricing

What is Outcome-Based Pricing?

Paying for results sounds like perfect alignment. Without baselines and attribution rules it is a dispute with a delayed start date.

4 min read

Pipeline Coverage

What is Pipeline Coverage?

Three times coverage feels safe. But the multiple measures hope, not evidence, and 3x of bad pipeline hides the gap until it is too late to close.

4 min read

Revenue Leakage

What is Revenue Leakage?

The money a firm earned but never invoiced. Invisible in aggregate reporting, and every leak hides a moment where someone chose, or failed to.

4 min read

Sales Velocity

What is Sales Velocity?

Four levers, one number. Clarifying as a frame, deceptive as an average, corrosive as a target.

4 min read

Rate Card

What is a Rate Card?

Every firm has a rate card. The question is whether the card governs the pricing or merely decorates it.

4 min read

Book-to-Bill Ratio

What is the Book-to-Bill Ratio?

One number for whether you are selling faster than you deliver. Honest over years, treacherous over any single quarter.

4 min read

Trust & Compliance

Annex III

Annex III of the EU AI Act, in plain English

The Act’s most important page is a list. The question it puts to you: is what we do on it, and who decided?

4 min read

AI Governance

What is AI Governance?

An organisation with an AI policy but no inventory, owners or review cadence is not governing AI. It is describing it.

4 min read

Data Minimisation

What is Data Minimisation?

Collect what the purpose needs and nothing more. Every field you never collect is a risk you never carry.

4 min read

Human Oversight

What is Human Oversight (Article 14)?

The law does not ask for a human near the output. It asks for a human able to change it.

4 min read

Zero Data Retention

What is Zero Data Retention?

The model provider forgets your prompts. Your application does not. Know exactly where the promise ends.

4 min read

DPIA

What is a DPIA?

Assume the new system harms someone. Work out how, before it exists. That is a DPIA doing its job.

4 min read

Decision Audit Trail

What is a Decision Audit Trail?

The reconstructable record of how a decision was actually made, and why it stops being honest the moment it is used for blame.

4 min read

High-Risk AI System

What is a High-Risk AI System?

High risk is not a ban. It is the law’s way of saying this decision matters enough to be governed.

4 min read

Lawful Basis

What is a Lawful Basis?

Six legal reasons to process personal data. Choosing one is a decision, and consent is rarely the right one at work.

4 min read

Legitimate Interests Assessment

What is a Legitimate Interests Assessment?

Purpose, necessity, balance. Three questions that turn “legitimate interests” from a hunch into a defensible decision.

4 min read

AI

AI Literacy

What is AI Literacy (Article 4)?

Not a course in how models work. The ability to know what an output rests on, and when to say no to it.

4 min read

AI Transparency

What is AI Transparency?

If nobody made the decisions a transparency notice describes, the notice is not disclosure. It is fiction with a legal review.

4 min read

BYO AI

What is BYO AI?

Your provider, your contract, your data terms, the platform's reasoning, unchanged. What BYO AI does and doesn't change.

5 min read

Explainability

What is Explainability?

A system that cannot answer “why do you believe that?” with evidence is not explaining. It is narrating.

4 min read

Human-in-the-Loop

What is Human-in-the-Loop?

A human clicking approve on things they cannot inspect is not a loop. It is theatre with an audit trail.

4 min read

Model Drift

What is Model Drift?

The model you validated is a photograph. The model you are running is whatever the world has made of it since.

4 min read

AI Audit

What is an AI Audit?

An auditor does not ask whether your model is clever. They ask what it did, on what evidence, who decided, and what happened.

4 min read

Insights

, shorter, opinion-led
All insights

Why workforce planning should start in sales

Workforce planning is usually a downstream scramble after the deal is signed. That's backwards. What you can hire, and how fast, should shape what sales can safely promise.

4 min read

The hidden cost of disconnected business systems

Every function has a good system, and individually they work. The problem is they don't talk, and the most expensive problems in a services business live in the gaps between them.

5 min read

What happens after a deal is won

Everyone celebrates closed-won. But in a people business the sale is the starting gun, and the questions that decide profit all begin the moment the deal lands on the teams who inherit it.

5 min read

Documentation

, business docs, not developer docs
Security & Trust CenterAI Transparency NoticeData handling & AI usageProcurement packSubprocessorsHow ONX is pricedPrivacy policyData Processing Agreement

The Library

, cornerstone reports

Longer, cited reference works, reports, handbooks and playbooks for people businesses. Latest: The State of Decision Intelligence for People Businesses 2026.

Enter the Library

Every guide exists because the platform does what it describes. If a term here changes how your team talks about decisions, it’s working.

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