A complete enterprise knowledge-management platform

AORIE

Ingest. Curate. Ask. Prove.

Answer of Record Inference Engine

AORIE (Answer of Record Inference Engine) runs enterprise knowledge end to end: govern the corporate corpus, let staff search and ask against it, surface contradictions—and prove every answer afterwards.

Answer of Record Inference Engine · Answers with receipts · Built on the AEI grounding engine

AORIE / KNOWLEDGE ESTATEGoverned
IngestConvert · embed · organise corporate sourcesCAPTURE
CurateApprove · retire · inspect corpus coverageGOVERN
AskSearch · answer · read highlighted evidenceUSE
AnalyseStructure · compare · surface contradictionsFIND
Prove / answer of recordPASS

Every answer ships grounded, verified, chained, signed and independently checkable.

ChainIntactEvidenceCorporate_Policy_v7.pdf · §4.2

A knowledge estate under management, not a wiki under dust.

IngestConvert and embed corporate documents into one governed knowledge corpus.
CurateApprove, organise and retire sources while seeing what the corpus does not cover.
Ask and analyseSearch, read, synthesise and surface contradictions with evidence attached.
ProveRetain receipts, diffs, exports and an independently checkable audit record.
Ingestion, curation, evidence retrieval and contradiction analysis connected to one governed corporate corpus
The corporate corpus treated as a governed estate.Ingest · Curate · Ask · Analyse

The enterprise problem

Answers have consequences.

A wrong answer about policy, contract terms or procedure is not a disappointing chat. It is an incident—and most AI leaves nothing reliable behind.

The answer disappears

The response that drove a decision vanishes with the chat window, leaving nothing durable for a dispute, audit or post-mortem.

Documents contradict each other

Policies supersede, disagree and drift. A fluent model can repeat those contradictions without showing where they began.

The corpus is an attack surface

Text hidden inside a document can steer a naive model through prompt injection using the very knowledge base it serves.

Security review becomes the endpoint

Knowledge AI stalls at the control boundary while staff continue pasting confidential questions into ungoverned tools.

Search still leaves synthesis to staff

Finding five documents is not the same as producing one supported answer. Interpretation remains inconsistent and unrecorded.

The complete knowledge platform

Manage the corpus before anyone asks it a question.

AORIE treats organisational knowledge as a governed operating asset—from first ingestion through analysis, use and audit.

01

Ingestion and curation workspace

In practiceGive knowledge owners one place to bring in, organise, approve and retire the sources the organisation relies on.How it worksConvert and embed documents, then give knowledge owners a place to approve, organise and retire sources rather than leaving the corpus as an unmanaged folder tree.

02

Coverage views

In practiceSee what the approved material covers well and where a missing source needs to be written or found.How it worksSee what the governed corpus does and does not know. Gaps become manageable findings before staff discover them inside a consequential answer.

03

Search, ask and read

In practiceAsk one question, receive a supported answer and open the exact passage behind it.How it worksStaff can search globally, ask a grounded question and open the underlying source with the supporting evidence highlighted in context.

04

Contradiction analysis

In practiceSurface places where documents disagree and turn each conflict into work someone can own and resolve.How it worksAORIE structures unstructured material and surfaces disagreement across documents. Findings can be reviewed and worked as a queue rather than discovered during an incident.

05

Evidence and audit workflows

In practiceReview what happened, compare versions and export a record that legal, risk and audit teams can use.How it worksReceipts, evidence views, document comparisons, digests, exports and retention controls support the way knowledge, legal and compliance teams investigate and report.

06

Integration and operational control

In practiceLet approved systems and agents use the same governed answers without giving them a private route around the controls.How it worksAPI keys, usage visibility, tenant isolation and Model Context Protocol access allow enterprise tooling and agents to consume the same governed answers.

The knowledge lifecycle

Govern the source before relying on the answer.

Documents enter with an owner and a state. They are approved, cited, reviewed through findings and superseded when they change. The knowledge estate behaves like a maintained operating system, not a folder that quietly ages.

Diagram showing ingest, approval, answering, findings and supersession forming a governed lifecycle around the knowledge corpus.
Current knowledge in. Superseded knowledge out.Every document has a state, an owner and a next action.

AORIE in motion

Know what your organisation knows—and what it does not.A knowledge estate that stays governed.

Approve the right material, find gaps and disagreements, answer from the current source and keep a record you can prove later.Source lifecycle, coverage, findings, supersession and independently verifiable answer records operate as one governed knowledge system.

Two ways to read this section

The drawings stay the same. Use these tabs to change the explanation directly beneath them.

See the whole working day.The complete operating picture

Each short scene shows one job the platform takes care of and the useful result it leaves behind.Each loop isolates one workflow, its state change, its control boundary and the record it produces.

INCOMING KNOWLEDGE OWNER REVIEWS APPROVED IN THE CORPUS RETIRED NO LONGER CITED NOTHING ANSWERS FROM A SOURCE NOBODY APPROVED
AORIE 01 · Govern

Nothing becomes a trusted source by accident.Source lifecycle governance

A named owner approves useful material and retires old material so future answers stop relying on it.Documents don't drift into the corpus. A named owner approves them in — or retires them, at which point nothing cites them again.

COVERAGE MAP CONTRACTS POLICY PROCUREMENT EXPORT RULES NO SOURCES TWO GAPS FLAGGED FOR THE KNOWLEDGE OWNER KNOWING WHAT YOU CANNOT ANSWER IS PART OF KNOWING
AORIE 02 · Govern

See the empty parts before they cause trouble.Corpus coverage analysis

A coverage map shows where the organisation has strong material and where there is no approved source at all.Coverage is measured, not assumed. The thin areas and the empty ones are surfaced as work for a named owner rather than discovered during an incident.

ANSWER CITATION 1 CITATION 2 POLICY · V4 · P.12 THE EXACT PARAGRAPH CLICK THE CLAIM. READ THE SENTENCE IT CAME FROM.
AORIE 03 · Ask

Open the paragraph behind the answer.Claim-level source spans

Select a citation and go straight to the exact paragraph and document version that supports the claim.Citations aren't decoration. Click one and it opens the exact paragraph in the exact version of the document the claim was drawn from.

FINDINGS RAISED ASSIGNED OWNER · DUE 14 DAYS RESOLVED A CONTRADICTION IS A TASK, NOT A SURPRISE EVERY FINDING CARRIES BOTH SOURCES AND ITS RESOLUTION HISTORY
AORIE 04 · Analyse

Turn a problem into owned work.Assignable findings workflow

Give each issue an owner and a due date, attach the evidence and follow it through to resolution.What the analysis surfaces doesn't sit in a report. It's raised, assigned to an owner with a date, and tracked to resolution with both sources attached.

DOCUMENT HISTORY V3 · 2024 SUPERSEDED V4 · 2025 SUPERSEDED V5 · CURRENT CITED WHAT CHANGED DIFF AGAINST THE PRIOR VERSION
AORIE 05 · Analyse

Use the current policy without losing the past.Immutable version supersession

New material replaces the old version for future answers while the history and the exact changes remain visible.Answers cite the current version, the old ones stay in the history, and the diff shows exactly what moved between them.

AUDIT REQUEST PERIOD · Q3 ALL ANSWERS · POLICY SET EVIDENCE BUNDLE RECEIPTS INCLUDED CHAIN INTACT HANDED OVER · VERIFIABLE WITHOUT AORIE RUNNING
AORIE 06 · Prove

Give the auditor something they can check alone.Independently verifiable evidence bundle

Export the answers, evidence and intact record for a period so it can be checked on a separate computer.A period's answers exported with their receipts and chain intact — checkable on a laptop that has never run our software.

YOUR KEY · YOUR ACCOUNT HELD BY YOU · REVOCABLE MODEL PROVIDER BILLED TO YOUR ACCOUNT USAGE VISIBLE TURN THE KEY OFF AND THE ANSWERS STOP. THE RECORD OF WHAT WAS ALREADY ANSWERED REMAINS.
AORIE 07 · Control

Keep control of the model relationship.Customer-controlled model credentials

Use your own account and key, see the usage and stop access immediately when you revoke it.The model relationship stays yours — your key, your account, your usage visibility, and a revocation that actually stops things.

WHO IS ASKING A PERSON AN AGENT A WORKFLOW ONE GATE SOURCE-BASEDGROUNDED VERIFIED RECORDED AUTOMATION DOES NOT GET A PRIVATE ENTRANCE
AORIE 09 · Integrate

Automation follows the same rules as people.One governed programmatic query surface

An agent or scheduled workflow must use the same approved sources and leave the same answer record as a person.People, agents and scheduled workflows all query through the same gate, and every answer lands on the same record. Automation doesn't get a looser standard.

Evidence and verified claims becoming a signed answer chain checked by a separate offline verifier
The record can be checked outside the system that created it.Answer + evidence + verdict → signed chain → offline verification

Search and conventional knowledge bases

Store information. Leave the estate unmanaged.

Search returns documents for staff to reconcile. A conventional knowledge base cannot show where the corpus contradicts itself or preserve the exact answer someone acted on.

AORIE

The platform—and the answer of record.

In practiceAORIE manages the knowledge before it answers from it. Staff get one supported response, and the organisation keeps the sources and history needed to stand behind it.How it worksAORIE runs the whole knowledge estate, then returns answers grounded in it, verified claim by claim, cryptographically chained, signed and checkable by an auditor who does not trust us.

Built for consequential knowledge

One record across the enterprise answer lifecycle.

For knowledge, compliance, risk and technology leaders who need speed without losing the ability to explain a decision later.

Knowledge and operations

Turn a document estate into supported answers.

Give staff a consistent synthesis while preserving the exact sources and versions behind it.

  • Governed corporate corpus
  • Source-aware synthesis
  • Contradiction findings
  • Usage visibility

Compliance, risk and legal

Produce the answer your team actually received.

Review evidence, trace policy versions and independently confirm the integrity of the record.

  • Signed answer receipts
  • Tamper-evident chain
  • Independent offline verifier
  • Evidence views and exports

Where this is used

The same engine. Six consequential knowledge estates.

Six industries that all have to produce the answer later. Choose the setting that looks most like your Tuesday morning.

01 / Law firms and in-house legal

The firm's position exists. It's just in eleven places and one partner's head.

A third-year associate is drafting and needs the firm's position on a clause type it has taken a view on before. That view exists—in closed matters, in the precedent bank, in a memo from 2023, and in the head of a partner who is currently in court.

They search the document store, open the results that look closest and reuse language from a matter they were not on and cannot fully assess. Or they ask whoever is nearest and free. What it costs is rarely dramatic and always expensive: advice that drifts between teams, work redone at partner rates and no way to reconstruct what the associate relied on when they drafted it.

With AORIE

  • Ask in plain English and open the exact matter, memo or precedent behind the answer.
  • Retire a precedent and it stops being cited.
  • Conflicting firm materials become a finding with an owner.
  • Where there is no firm position, AORIE says so rather than assembling a plausible one.

Every answer is recorded with its sources. If advice is questioned later, what the drafter was told—and what it was based on—is still there.

Six industries, one shared constraint: each has to produce, later, the answer someone acted on. AORIE is built for that later moment.

One gate for every caller

Agents do not get a private entrance.

People, internal workflows and software agents all meet the same identity, permission, source and claim checks. The interface may change, but the governed route and its evidence record do not.

Diagram showing people, workflows and agents passing through the same governed gate into a sealed, independently checkable evidence bundle.
Every caller meets the same boundary.The interface can change without changing the guarantee.

Questions from the control functions

Designed for sceptical readers.

AORIE's strongest claims are deliberately falsifiable. The evidence should be inspectable by people who do not take our word for it.

We already have enterprise search.

Search returns documents; staff still synthesise the answer inconsistently. AORIE returns the synthesis with evidence attached and refuses where the corpus cannot support one.

We already have a knowledge base.

A knowledge base stores what people publish. AORIE also shows what the corpus does not cover, where sources contradict each other and what was actually answered from them.

What if the corpus is wrong?

Then the answer is wrong traceably. Its receipt identifies the source that produced the claim, making correction possible. Contradiction finding is designed to surface that class of problem earlier.

How do we know the audit record is genuine?

The standalone verifier checks the record format independently and offline. Verification does not depend on trusting AORIE's own application.

AORIE

Bring us an answer your organisation must stand behind.

We will show you how AORIE grounds it, verifies it, records it and makes the receipt independently checkable.

Book an AORIE demo

Enterprise knowledge management · Answers with receipts