09
Airlines
Irregular operations, cargo exceptions and service recovery across teams and systems.
AGENTS PROPOSE · YOUR PEOPLE DECIDE · THE RECORD SHOWS BOTH
AI systems for mission-critical & regulated industries
Xenophon learns how one critical operation actually runs, makes it executable, and then works it every day — gathering the evidence, holding to your policy, bringing your people in to decide, acting only inside declared scopes, and proving completion in your own systems of record.
AGENTS PROPOSE·YOUR PEOPLE DECIDE·THE RECORD SHOWS BOTH
RUNS IN YOUR ENVIRONMENT
YOUR SYSTEMS STAY THE RECORD
A NAMED PERSON DECIDES
AUDIT TRAIL BY DEFAULT
OPERATIONAL INTELLIGENCE
WHAT AN OPERATION WATCHES
ONE OPERATION AT A TIME · EXPOSURE IN YOUR OWN UNITS
CHEMICALS & REFINING
Feedstock holds and release decisions
WATCHES · CERTIFICATES, SENSOR READINGS, SPECIFICATIONSEXPOSURE · TONNES HELD · HOURS TO RELEASE · ORDERS AT RISK
AEROSPACE & DEFENCE
Supplier readiness and dispositions
WATCHES · APPROVALS, CERTIFICATES, NONCONFORMANCESEXPOSURE · PROGRAMMES AFFECTED · WEEKS OF DELAY
SHIPPING & PORTS
Charge disputes and document accuracy
WATCHES · TARIFFS, MILESTONES, CARRIER INVOICESEXPOSURE · CURRENCY AT RISK · DAYS TO WINDOW CLOSE
TELECOMMUNICATIONS
Provisioning fallout and billing disputes
WATCHES · ORDERS, NETWORK EVENTS, RATED USAGEEXPOSURE · CUSTOMERS AFFECTED · BACKLOG · CURRENCY
WE DO NOT PUBLISH RECOVERY RATES OR HOURS SAVED — A DIAGNOSTIC PRODUCES FIGURES CALIBRATED TO YOUR OPERATION, LABELLED BY HOW THEY WERE OBTAINED
CONTEXT·STUDIO·OPERATIONS·CONTROL·COMMAND·
CONTEXT·STUDIO·OPERATIONS·CONTROL·COMMAND·
CONTEXT·STUDIO·OPERATIONS·CONTROL·COMMAND
01 — WHY PROGRAMMES STALL
Almost every enterprise is experimenting with agents. Almost none of them are running one where being wrong has consequences.
The bottleneck was never the model. It is everything around it: the process nobody wrote down, the evidence living in mailboxes, the policy two people remember differently, and the absence of anyone willing to sign for an action.
In a regulated operation the last two are fatal. Xenophon is built for that door.
01
Process truth is undocumentedThe written procedure and the daily practice have drifted apart, and only the operators know by how much.
02
The deciding evidence is unstructuredEmails, certificates, PDFs, portal screens. The facts that settle the case are not in the system of record.
03
Nobody has standing to actWithout a recorded policy, a named owner and separation of duties, no pilot is ever allowed to change anything.
04
Nobody proves it finishedA model reports success; the business needs its own records to agree. Unknown and partial outcomes get rounded to done.
02 — THE PLATFORM
Learned first.
Learned first.
Then operated.
One platform, five places the work lives. You can stop after any stage of the engagement, and authority is never inherited from having built something.
01
Context
Your systems, your evidence, and the Blueprint that establishes how the operation truly runs — including the contradictions nobody had written down.
02
Studio
Where the learned operation becomes a versioned workflow that can be evaluated, and where a version has to earn its way into production.
03
Operations
The daily work. Items lead with what is exposed and when it expires; people are brought in for judgment, not for data entry.
04
Control
Who may decide, which sources count, what an action may touch, and what happens when something goes wrong. Your governance, not ours.
05
Command
Outcomes after they are verified — never before — and the next operation worth doing, with the evidence for why it is easier than the first.
ENGAGEMENT · 01BlueprintWe establish the operation as it is, and what it is worth changing. Ends Studio-ready — or with a written no-go.
ENGAGEMENT · 02Live ProofThe workflow runs against your real history with no writes, and you see where it agreed with your team and where it did not.
ENGAGEMENT · 03ProductionThe operation runs daily inside your controls, with autonomy set per step and revocable at any time.
ENGAGEMENT · 04ScaleThe next operation reuses the context you already built. We show which assets carry over instead of promising speed.
Connects to what you
already rely on.
Read access first, and your systems stay the system of record. No migration, no rip and replace, and no requirement that your data leave where it lives.
SYSTEMS OF RECORDERP, finance and receivables ledgers, quality and asset systems.
OPERATIONAL FEEDSTransport and warehouse systems, historians, telemetry, portals.
UNSTRUCTURED EVIDENCEMailboxes, documents, certificates and contract repositories.
MODEL PROVIDERSBring your own, or let us route across providers under your rules.
DEPLOYMENTYour environment, your residency, your retention — restricted networks included.
WRITE SCOPESGranted deliberately, one named action at a time. Everything else stays read-only.
03 — TWO WAYS IN
Start where the money is.
Start where the money is.
Or where the risk is.
Two commercial entry points, one platform underneath. Neither is a separate application, and choosing one does not close the other.
RECOVERY AGENTS
Money you are owed,
Money you are owed,
or about to lose
Xenophon establishes what you were entitled to, what actually happened, and where the gap is — then works that gap every day to an authoritative financial outcome in your own ledger.
RECOVEROvercharges and credits already lost
PREVENTStop the wrong payment leaving
COLLECTCash owed and never chased
CLAIMEntitlements under contract or tariff
→ FREIGHT, DUTY AND ACCESSORIAL CHARGES
→ SERVICE CREDITS AND CONTRACT PENALTIES
→ UNAPPLIED CASH AND SHORT PAYMENTS
→ SETTLEMENT AND FEE VARIANCE
AI OPERATIONS
The operation that decides
The operation that decides
whether you deliver
Quality, readiness, service, control and risk work. We learn it from the people who do it, resolve the contradictions between written rule and daily practice, and turn the result into an operation that runs under your controls.
QUALITYHolds, dispositions and release decisions
READINESSCertificates and prerequisites that gate a programme
SERVICEExceptions that fall between teams
RISKSupplier and compliance exposure that ages quietly
→ EXPOSURE IN THE UNITS YOUR BUSINESS USES
→ WEEKS, TONNES, PROGRAMMES, CASES, BACKLOG
→ NEVER A BORROWED CURRENCY FIGURE
→ SAME METHOD, SAME CONTROLS, SAME PROOF
WHAT YOU CONTRACT IS AN AI TEAM
A complete operation with an owner, a workflow, controls and an outcome contract — not a set of agents to assemble yourself.
04 — INDUSTRIES
Industries we build for
GLOBAL TRADE RUNS THROUGH ALL OF THEM — A DOMAIN, NOT A SECTOR
01
Chemicals & refining
Feedstock holds, release decisions and recovery across freight, demurrage and duty.
02
Aerospace & defence
Supplier readiness and nonconformance decisions that require several signatures.
03
Shipping & ports
Document accuracy, detention exposure and carrier-charge disputes.
04
Telecommunications
Provisioning fallout and billing disputes at volumes that need batch operations.
05
Industrial manufacturing
Supplier risk, quality exceptions and rebates hidden across operational records.
06
Energy & commodities
Settlement variance, fee reconciliation and contract enforcement at scale.
07
Engineering & construction
Variation orders, retention releases and progress claims tied to real milestones.
08
Financial services
Reconciliation and payment operations where the audit trail is the deliverable.
05 — WHERE IT RUNS
Built for consequential work.
When the work crosses systems, teams and formal authority, Xenophon keeps the context together and the decision accountable.
01 — TELECOMMUNICATIONSKeep service recovery moving
Bring alarms, tickets, field notes and service commitments into one case. Xenophon prepares the next action; the named operator approves it.
Photo: Shubham Nayak / Unsplash ↗
02 — CHEMICALS & REFININGEscalate deviations with context
Turn operating signals and procedures into a bounded exception packet, routed to the person with authority and recorded with the decision.
Photo: Lucas Fonseca / Pexels ↗
03 — SHIPPING & PORTSClose exceptions before disputes
Match operational events to documents, obligations and approvals so teams can resolve the exception and preserve the evidence behind it.
Photo: Julia Taubitz / Unsplash ↗
06 — GOVERNANCE
The controls are the product,
The controls are the product,
not the paperwork.
Four commitments hold on every operation we run, and they are baseline behaviour rather than an enterprise tier.
01People decide where policy says they mustAutonomy is granted per step and bounded by a policy your own people recorded — never by a default we chose. It can be raised with evidence and revoked at any time.
02Actions are bounded, and their effect is declaredAn action states which system it may change and whether its effect can be reversed, compensated, or neither. Anything irreversible says so before anyone approves it.
03Completion is proved in your recordsWe read your systems back before claiming anything. Partial and unknown outcomes are stated plainly and handed to a person — never smoothed into success.
04Stopping is a first-class operationPause the operation, roll a deployment back to the previously approved version, or route open work to your human process — three distinct choices, never blurred into one button.
Xeno Execution AssuranceOPTIONAL · OFF BY DEFAULT
Where a regulator or auditor requires independent execution evidence, Xeno adds a further assurance layer on top of the baseline. It is not required for the core operating workflow, and nothing above depends on it.
06 — HOW WE TALK ABOUT RESULTS
Most AI results are
Most AI results are
counted too early.
This is why you will not find a recovery percentage, a customer logo or a saved-hours figure on this page. When we quote a number for your operation, it will carry its own label.
OBSERVEDSeen in a system that is allowed to say so.
VALIDATEDReviewed and accepted by an accountable owner.
MODELLEDEstimated — and never added into what has landed.
BLUEPRINT AVAILABLEWe can learn your version of this operation and prove it before anything runs.
LIVE PROOF READYA reference workflow exists and can be replayed against your history, with no writes.
PRODUCTION VALIDATEDIt runs daily somewhere, under real controls, with verified outcomes behind it.
07 — QUESTIONS WE ARE ASKED
Usually by the person
Usually by the person
who has to sign for it.
Will it write to our systems on day one?No. A Blueprint reads. Live Proof replays your history with no writes at all. A write scope is granted deliberately, for one named action, after you have seen where the workflow agreed with your team and where it did not.
What if our written policy and our actual practice disagree?That is the normal case, and surfacing it is part of the value. The disagreement is recorded with a named owner, and the operation cannot be signed off until that owner decides. We never quietly pick one.
Who is accountable when the agent is wrong?The same person who is accountable today. Agents propose; a named human with standing approves, amends or refuses; the record carries both. Authority is never inherited from having built the workflow.
Can we run it in our own environment?Yes — that is the default, including model routing, data residency and retention under your control. Your systems remain the system of record; we do not ask you to migrate anything.
Can we stop it?Three distinct ways: pause the operation, roll the deployment back to the previously approved version, or route open work to your named human process with its evidence attached.
Why won't you quote a recovery percentage?Because it would be somebody else's operation. A diagnostic produces a figure calibrated to your data and labelled by whether it was observed, validated or modelled — and if there is nothing worth recovering, we write that down instead.
08 — BEGIN
Send us one operation
Send us one operation
and the name of the person who signs for it.
A Blueprint ends in one of two honest places: a Studio-ready operation with an outcome contract, or a written no-go that explains exactly what was missing. Both are useful. Neither is a slide deck.
READ-ONLY TO STARTYOUR ENVIRONMENTNAMED OWNER REQUIREDNO-GO IS A VALID OUTCOME