Guide
Operational intelligence, defined by evidence.
The term is widely used and rarely defined. This is the definition we work to: what operational intelligence means once every material fact is graded, source-linked, and accountable to its origin.
What it is not
Retrieval and analytics are not the same thing.
Surfaces documents that look relevant. Treats every retrieved passage as equally true. Cannot tell a superseded standard from a current one.
Aggregates events after the fact. Answers what happened at scale, not whether a specific claim in a specific document is supported by the underlying system.
Treats each material fact as an accountable artefact — graded, source-linked, checked for contradictions, and refused when evidence is missing.
Four properties
What has to be true for the phrase to mean something.
Every fact carries its evidential strength
MEASURED facts come from a system of record — a table, a log, an instrument reading. INFERRED facts are derived by explicit reasoning from measured inputs. STAKEHOLDER-CLAIMED facts come from an interview or a document with a named author. The grade travels with the fact.
Every claim points back to its origin
Not a citation of a document, but a link to the exact row, transition, module or paragraph that produced the claim. A reader can verify without asking the analyst.
Contradictions surface before decisions
Automated checks compare facts against each other and against the systems they describe. Superseded versions, orphaned facts and disagreements between sources are flagged, not silently averaged away.
Silence where the evidence stops
Where the evidence is missing, the answer is a flagged gap or a refusal. A plausible-sounding claim is a failure mode, not a fallback.
What it looks like in practice
The shape of the artefact, from a live engagement.
These are measured figures from a founding engagement — a 25-year-old core system inside a global testing, inspection and certification company. Every row is a fact carrying its evidential strength.
- Embedded SQL decoded
- ~110,000 lines
- Workflow engine mapped
- 24 classes / 184 states / 557 transitions
- Production log rows validated against
- ~24.5 million
- Database tables attributed
- ~466
- Certification standards reconstructed
- 71
- Cross-linked documents
- 300+
- Evidence-graded facts
- ~400
- Integrity-check false positives tuned to zero across
- 230 files
Source: /work — anonymised engagement record.
Frequently asked, precisely answered.
01What is operational intelligence?
What is operational intelligence?
Operational intelligence treats every material fact as an accountable artefact — graded by evidential strength (measured, inferred, or stakeholder-claimed), linked to the exact source that produced it, checked for contradictions against other facts and the systems they describe, and refused when the evidence is missing. It is not retrieval and it is not analytics.
02How is operational intelligence different from retrieval-augmented generation (RAG)?
How is operational intelligence different from retrieval-augmented generation (RAG)?
Retrieval surfaces documents that look relevant and treats each retrieved passage as equally true. It cannot tell a superseded standard from a current one, and it will not refuse when the evidence is thin. Operational intelligence grades every fact, links it to a specific row, transition, or paragraph, and returns silence or a flagged gap where evidence stops.
03What does an evidence grade mean?
What does an evidence grade mean?
Every fact carries one of three grades. MEASURED facts come from a system of record — a database table, a production log, an instrument reading. INFERRED facts are derived by explicit reasoning from measured inputs. STAKEHOLDER-CLAIMED facts come from an interview or a document with a named author. The grade travels with the fact into every downstream use.
04What happens when the evidence is missing?
What happens when the evidence is missing?
The answer is a flagged gap or a refusal. A plausible-sounding claim without evidence is treated as a failure mode, not a fallback. This is why the method is usable in high-consequence environments where an unsupported assertion has a cost.
05Where has the method been applied?
Where has the method been applied?
Two founding engagements — a 25-year-old core system inside a global testing, inspection and certification company, and a top-3 German automotive OEM programme. The certification engagement decoded ~110,000 lines of embedded SQL, mapped a workflow engine of 24 classes / 184 states / 557 transitions against ~24.5 million production log rows, and produced ~400 evidence-graded facts across 300+ cross-linked documents.
Related guides
Continue reading the evidence method.
Method
Grade, source-link, check, refuse
The four working rules that make every fact accountable to its origin.
Measured proof
Two founding engagements
A 25-year-old core system and a top-3 automotive OEM programme — with source-linked figures.
Vertical
Evidence discipline in clinical longevity
How the same grading and checking rules apply to regulated clinical operations.
Index
All working definitions
Browse the growing set of guides that define how we build and verify knowledge.
The method is what makes the definition operational.
Grade, source-link, check, refuse. Four working rules that keep every fact accountable to its origin. Read the method, or start from the specifics of your own dispersed knowledge.