Operational Decision Intelligence

See disruption before it becomes impact.
Know what to do while you still can.

Chimera connects global events to the actual dependencies of your enterprise — then forecasts how disruption may propagate, when it becomes material, what it could cost and which decisions remain viable as conditions evolve.

01Detect02Connect03Propagate04Forecast05Decide06Act07Learn
01The space between systems

Your systems understand their domains. Chimera understands what happens between them.

Modern organisations operate across cybersecurity, supply chains, operations, finance, regulation, markets and global events — but consequences do not stay inside those boundaries.

Existing systems monitor pieces. Chimera connects change to enterprise context and downstream consequences, giving teams a shared view of what may be affected and what remains possible.

01Cybersecurity02Supply Chain03Operations04Finance05Regulation06Markets07Global Events08Critical Infrastructure
02Living operational model
The operational twin

Your organisation is a system. Chimera understands it as one.

Chimera maps products, components, suppliers, sub-tier dependencies, facilities, infrastructure, IT and cloud systems, routes, ports, chokepoints, inventory, business functions and financial exposure into one connected operational model — shared by humans and AI.

SUPPLIERSub-tier supplierSUPPLIERTier-1 supplierCOMPONENTComponent / BOMPRODUCTProduct platformSYSTEMERP / cloud regionPORTTranshipment portROUTEShipping routeFACILITYAssembly facilityINVENTORYInventory positionFUNCTIONBusiness functionEXPOSUREFinancial exposureINFRASTRUCTUREPower / infrastructure
03Inside Chimera
Inside Chimera

A disruption enters. A decision emerges.

The outcome is produced by a continuous intelligence system — not a single model, and not a dashboard. Follow one event through the engine.

01

Sense

Chimera continuously takes in external and enterprise signals — global events, advisories, cyber activity, market movement, logistics telemetry and the state of internal systems.

ADVISORY / MARITIME AUTHORITY — RECEIVEDTRAFFIC PATTERN SHIFT — OBSERVEDSOURCE STREAMS — ACTIVE
02

Verify

Signals are validated before they are trusted. Sources are weighed, corroboration is sought, confidence is scored and provenance is preserved for every claim.

CORROBORATION — INDEPENDENT SOURCESPROVENANCE CHAIN — RECORDEDCONFIDENCE — ELEVATED
03

Contextualize

The verified event meets the living operational model — the ontology of products, suppliers, facilities, routes, systems and functions that gives change operational meaning.

EVENT BOUND TO ONTOLOGYDEPENDENCY GRAPH — TRAVERSEDAFFECTED: ROUTES / SUPPLIERS / COMPONENTS
04

Propagate

Chimera traces how the disruption can travel — across suppliers and sub-tier dependencies, components, facilities, routes, systems and inventory positions.

TIER-1 → SUB-TIER EXPANSIONROUTE → PORT → INVENTORYPROPAGATION FRONTIER — ADVANCING
05

Materiality

Not everything that propagates matters. Chimera estimates when downstream effects cross operational and financial thresholds — when a risk becomes a business problem.

THRESHOLD MODEL — ARMEDTIME-TO-MATERIALITY — ESTIMATINGOPERATIONAL THRESHOLD — APPROACHING
06

Forecast

Scenarios and causal pathways project how conditions may evolve — informed by historical analogues and carried with explicit uncertainty.

SCENARIOS — GENERATEDHISTORICAL ANALOG — STRONGUNCERTAINTY BANDS — ATTACHED
07

Quantify

Consequences are expressed in operational terms — capacity, service, commitments — and in potential financial exposure across business functions.

OPERATIONAL IMPACT — ASSESSEDFINANCIAL EXPOSURE — MODELLEDSENSITIVITY — BY BUSINESS FUNCTION
08

Decide

DDI ranks the remaining alternatives, computes option half-life and shows how the decision window is collapsing while conditions evolve.

ALTERNATIVES — RANKEDOPTION HALF-LIFE — COMPUTEDDECISION WINDOW — OPEN / NARROWING
09

Delegate / Act

Humans, Sentinel and AI co-workers work from the same decision record — with monitored execution and escalation when reality deviates from the plan.

CO-WORKER TASKED — MONITOR REROUTINGHUMAN APPROVAL — REQUIREDEXECUTION — MONITORED
10

Learn

The outcome feeds back — historical memory, model calibration, logic refinement and pattern recognition — so the next disruption is recognised earlier.

OUTCOME — RECORDEDPATTERN LIBRARY — UPDATEDLOGIC FEEDBACK — APPLIED
04The interface
Inside the interface

From fragmented signals to operational understanding.

Watch Chimera move from signal investigation to connected operational context inside the working interface.

SIGNAL FIELD / ACTIVECHIMERA INTELLIGENCE CONSOLEREV 02.07 / 16:9
CONTEXT / IMPACT / RESPONSESIGNAL → CONTEXT → DECISION
05Propagation & materiality
From event to consequence

Forecast how disruption becomes business impact.

Disruption rarely arrives where it will hurt. Chimera traces the chain between an external event and the operations, commitments and revenue that eventually feel it.

EventExternal change
Supplier / InfrastructureFirst exposure
Component / RouteDependency reach
Inventory / CapacityBuffer consumption
OperationsService pressure
Customer / RevenueBusiness impact
Time-to-materiality

“When does this stop being a risk and start becoming a business problem?”

Chimera forecasts how disruption may propagate and estimates when downstream effects cross material operational or financial thresholds — so teams act on timing, not just severity.

06Decision intelligence
DDI — DYNAMIC DECISION INTELLIGENCE

Intelligence is only useful while there is still time to decide.

Knowing what to do is not enough. You need to know how long you still have the ability to do it.

Chimera evaluates the alternatives that remain as a situation evolves — their expected operational consequences, potential financial consequences and switching time — and shows how each option decays. Some alternatives expire long before the impact arrives. Dynamic Decision Intelligence (DDI) makes that visible while the window is still open.

Time-to-MaterialityDecision WindowOption Half-LifeDecision Space CollapseAlternative Outcomes
ILLUSTRATIVE DECISION MODELSIMULATED OPTION DECAY
OPT ARe-route via alternative corridorModerate disruption · Elevated freight cost · Short switch
VIABLE
OPT BQualify alternate supplierLow disruption · Moderate cost · Long switch
VIABLE
OPT CPre-position buffer inventoryMinimal disruption · Working capital tied · Medium switch
VIABLE
OPT DAccept delay and re-plan commitmentsHigh disruption · Revenue at risk · Immediate
VIABLE
OPTIONS EXPIRE AT DIFFERENT RATESDECISION SPACE COLLAPSES →
07AI inside the operation
Sentinel · AI co-workers · Human + AI

AI that understands the operation — and can work inside it.

AI is a capability within Chimera, not the category. It reasons over the same living operational model as your teams — and can take on real intelligence work inside it.

L1

Sentinel — reasoning over the operation

Sentinel understands enterprise context, evidence, dependencies, scenarios, exposure, forecasts and decisions — and answers the questions that matter under pressure:

  • What changed?
  • Why does it matter?
  • What is exposed?
  • What happens next?
  • When does impact become material?
  • What could it cost?
  • What can we still do?
  • What evidence supports this?
L2

AI co-workers — delegated intelligence work

Delegate ongoing intelligence work to AI co-workers operating within the same enterprise context. They monitor, investigate, assemble evidence, track suppliers and dependencies, maintain scenarios, prepare briefings, watch decision windows and escalate meaningful change.

MY AI WORKFORCEREPRESENTATIVE RUNTIME STATE · MODELLED
Operators
5
Active now
5
Waiting
0
For review
0
Needs attention
0
ACTIVE

Aegis

Supply & Dependency Intelligence

Traces semiconductor exposure through suppliers and dependency paths.

NOW / CURRENT MISSIONTrace Taiwan semiconductor exposure through GMG
Dependency paths
14 / 17
Material exposures
3
Evidence refs
42
LAST ACTIVITY · 16 min ago
ACTIVE

Vector

Geospatial Intelligence

Monitors maritime, aviation and infrastructure conditions.

NOW / CURRENT MISSIONMonitor Taiwan corridor transport and infrastructure
Dependencies checked
6 / 6
Spatial observations
18
Active watch signals
2
LAST ACTIVITY · 1 h 13 min ago
ACTIVE

Cipher

Cyber Intelligence

Watches cyber activity affecting GMG logistics and technology dependencies.

NOW / CURRENT MISSIONWatch cyber activity around GMG logistics and technology dependencies
Indicators reviewed
27
Relevant signals
4
Confirmed compromise
0
LAST ACTIVITY · 36 sec ago
ACTIVE

Praxis

Decision & Scenario Intelligence

Stress-tests mitigation options against the operational model.

NOW / CURRENT MISSIONStress-test alternate supplier and buffer reallocation response
Scenario options tested
4
Viable decisions
3
Modelled impact reduction
35.29%
LAST ACTIVITY · Several hours ago
ACTIVE

Veritas

Evidence & Reality Integrity

Challenges assumptions, contradictory evidence and material unknowns.

NOW / CURRENT MISSIONChallenge the Taiwan disruption assessment and qualification assumptions
Claims challenged
9
Contradictions surfaced
3
Material unknowns
6
LAST ACTIVITY · Just now

Specialist co-workers can cooperate on the same event and contribute to a shared decision record — not isolated chat agents.

L3

Human + AI execution — governed by design

AI extends the organisation. Humans remain accountable for consequential decisions — with explicit escalation and approval boundaries around anything that matters.

01AI proposes02Boundary check03Human approves04Monitored execution05Escalation on change
08Institutional memory
Historical intelligence

Every disruption becomes intelligence for the next one.

Chimera continuously compares emerging conditions with historical events — precursor signals, propagation paths, decisions taken and how they turned out — to surface resembling patterns while there is still time to use them.

01Observe02Decide03Act04Measure05Learn
09Geospatial intelligence
Spatial digital twin

The physical world is part of your operational graph.

Observe physical change before it becomes a report.

Satellite and geospatial observation can reveal congestion, vessel stacking, route disruption, infrastructure change and chokepoint pressure — and Chimera connects that physical change directly to the suppliers, routes, inventory and exposure it touches.

10Chimera Studios
Extensibility

Build intelligence around how your organisation actually operates.

Studios are built for operators, analysts and intelligence teams — not only developers. They turn your organisation's own logic, context and workflows into part of the system.

01Pipeline Studio

Build ingestion, enrichment, transformation and intelligence workflows.

02Orchestration Studio

Turn conditions into governed action — rules, triggers, WHEN/IF/THEN logic, notifications, escalations and reusable evaluations.

03Operator Studio

Build an AI workforce around your organisation — persistent, bounded AI operators with role, tools, permissions, knowledge, instructions and escalation rules.

04Query Studio

Interrogate operational data, build analyses, SQL and reusable data views.

11Interactive product walkthrough
Interactive Product Walkthrough

Explore Chimera interactively.

Follow a representative enterprise disruption through Chimera — from the operating picture and operational twin to propagation, forecasting, scenario analysis, decision intelligence, AI operators and Sentinel.

Representative product scenario. GMG Industrial Systems / Taiwan semiconductor capacity disruption. Certain enterprise states, scenarios and analytical outputs are representative or modelled for demonstration purposes.

What you’ll explore
  1. Home / Operating PictureStart with the shared enterprise view: active conditions, priority exposures, operating status and the decisions that need attention now.
  2. Operational TwinSee how Chimera represents products, suppliers, facilities, systems, routes, inventory and business functions as one connected operational model.
  3. Supply NetworkTrace supplier and sub-tier dependencies, component exposure, logistics paths, inventory buffers and where disruption can enter the network.
  4. Decision IntelligenceUnderstand which response options remain viable, how the decision window is changing, and how operational and financial consequences differ by choice.
  5. Explore / Geospatial IntelligenceConnect physical-world change — ports, routes, chokepoints, vessel activity and geospatial observations — directly to enterprise dependencies and exposure.
  6. Intelligence NetworkSee how evidence, signals, dependencies and domain intelligence are connected into a shared cross-domain intelligence graph.
  7. ForecastProject how conditions may evolve, when downstream effects could become material and where uncertainty changes the outlook.
  8. Scenario Lab / SimulationTest interventions and alternative futures against the operational twin before the organisation commits to a course of action.
  9. Executive WorkspaceTranslate complex intelligence into an executive view of exposure, materiality, financial consequence, decision timing and recommended action.
  10. StudiosSee the extensibility layer for pipelines, orchestration, operators and reusable intelligence workflows built around how the organisation actually operates.
  11. Operator StudioInspect persistent AI co-workers with defined roles, tools, permissions, knowledge, missions and escalation boundaries.
  12. SentinelUse Chimera’s always-available reasoning layer to interrogate what changed, why it matters, what is exposed, what happens next and what can still be done.

What the walkthrough demonstrates

Chimera connects external change to the enterprise operational twin, traces downstream propagation, estimates when consequences become material, evaluates the remaining decision space and coordinates intelligence work across humans and AI.

12Production architecture
Chimera — production intelligence stack

From source evidence to operational decision and outcome learning.

A production architecture for understanding what changed, how it propagates, when it becomes material, what it could cost, which options remain and what the organisation learns after it acts.

ILLUSTRATIVE SYSTEM VIEWCHIMERA / OPERATIONAL INTELLIGENCE
01Source + observation
Enterprise operational dataSuppliers / BOM / inventory / facilitiesCybersecurity signalsGeopolitical / conflict / sanctions / regulatoryMaritime / aviation / road / rail / logisticsCritical infrastructureEnergy / cloud / internet infrastructureMarkets / semiconductors / raw materialsGeospatial / satellite observationsFirst-hand / authoritative external sources

Continuous external + enterprise observations, collected with provenance.

02Ingestion + validation / evidence
Source registry + endpoint validationIngestion / collectors / pipelinesNormalisation + deduplicationCanonical observationsProvenance / source lineageCorroboration + confidenceGovernance / evidence quality

Evidence is normalised, validated, attributed and retained before it influences reasoning.

03Geospatial intelligence
Spatial digital twinPhysical change detectionPorts / airports / routesChokepoints / infrastructure

Satellite + SAR/optical observations · spatial digital twin · ports · airports · routes · chokepoints · critical infrastructure · congestion/stacking · physical change detection · operational geographies.

04Living operational model / dynamic ontology
Products / components / BOMSuppliers + sub-tier dependenciesFacilities / infrastructureIT / cloud / SaaS systemsRoutes / ports / airports / chokepointsInventory / capacityBusiness functionsCustomers / revenue / financial exposureEntity + relationship graph

One continuously updated operational truth shared by humans, models and AI co-workers.

05Domain + cross-domain intelligence
Cyber operationalSupply-chain / supplierGeopolitical / warfareCritical-infrastructureLogistics / transportationGeospatialMarkets / commodities / semiconductorCloud / internet / technology infrastructureRegulatory / sanctionsCross-domain event

Intelligence families operate against the shared operational model.

0660 specialised intelligence + decision engines
ENGINE LATTICE60 MODULES / PARALLEL
ENGINE INSPECTORINSPECTABLE MODULES · 10

ENGINE 14 · PROPAGATION ANALYSIS

Dependency / Propagation

Evaluates how a verified disruption may move through connected suppliers, components, facilities, routes, systems and business functions.

Looks at
dependency relationshipsoperational statebuffersroute constraints
Contributes to
propagation pathwaysdownstream exposuretime-to-materiality

Current representative scenario Evaluating disruption pathways through the representative GMG operational twin.

REPRESENTATIVE CAPABILITY VIEW · IMPLEMENTATION DETAILS NOT SHOWN
Evidence / corroborationDependency / propagationAnomaly / causalGeospatial / cyberSupplier / logisticsScenario / historicalMateriality / financialRecovery / event lifecycleOptionality / DDI
07Reasoning + forecasting
Evidence fusionCross-domain reasoningCausal pathwaysPropagation modellingScenario generationHistorical analog / pattern recognitionForecastingUncertainty / confidenceTemporal reasoning

What changed → why it matters → what becomes exposed → what is likely to happen next.

08Materiality + impact
Time-to-MaterialityMateriality thresholdsOperational impactFinancial exposure / potential costInventory / capacity consequencesEvent lifecycle + recovery trajectoryDownstream customer / revenue effects

When does a signal become a material operational or financial problem?

09DDI / decision intelligence
Ranked mitigation alternativesDecision WindowOption Half-LifeDecision Space CollapseSwitching / implementation timeAlternative outcomesExpected operational consequencePotential financial consequence

Which decisions remain viable — and how quickly is each option disappearing?

10AI + human execution
Sentinel reasoningAI co-workersMulti-agent orchestrationHuman approvals / governed escalationPipeline StudioOrchestration StudioOperator StudioQuery StudioMonitored execution / decision records

AI extends the organisation; humans remain accountable for consequential decisions.

11Outcome learning + memory
Outcome measurementHistorical memoryTemporal replayPrecursor / pattern learningDecision outcome comparisonModel / logic feedbackClosed-loop learning

Every disruption, decision and outcome becomes intelligence for the next one.

Cross-cutting foundationSECURE BY DESIGNDESIGNED FOR SWEDISH SOVEREIGNTYTENANT ISOLATIONPROVENANCEAUDITABILITYGOVERNANCEHUMAN OVERSIGHTRESILIENCE
OUTCOME LEARNING FEEDS THE SYSTEM AGAIN
13Sovereignty by design
Built in Sweden

Built in Stockholm.
Designed for Swedish sovereignty. Secure by design.

Chimera is built in Stockholm with Swedish sovereignty and security treated as first-order production architecture requirements. Control over data residency, jurisdiction, access, infrastructure and deployment architecture is designed into the platform from the beginning — not retrofitted once scale or compliance pressure arrives.

Sovereignty and security are architecture decisions — not features added later.

Sweden / Europe — stated as design intent, not blanket assurance
  • Stockholm

    Engineered in Sweden so local control, ownership and operational culture are the default starting point.

  • Data residency

    Deployment architectures designed so operational data and intelligence stay under the residency model the organisation requires.

  • Jurisdiction

    Built for Swedish and European legal and regulatory jurisdiction from the first design decision.

  • Access control

    Governed access, role separation and auditability treated as core system behaviour — not an afterthought.

  • Deployment architecture

    Flexible deployment models shaped around Swedish and European enterprise and public-sector requirements.

Specific residency, infrastructure and deployment commitments are defined per engagement and documented in the architecture — not asserted as universal certifications or assurances.

14Across the organisation
Who it is for

One operational picture. Different decisions.

Chimera gives each role the context needed to move from awareness to action without losing the connected view.

Executives

Understand enterprise consequences and decision trade-offs.

Operations

See exposure, time-to-impact and response options.

Analysts

Investigate connected evidence and propagate implications.

Supply chain / resilience

Understand supplier, route, inventory and infrastructure dependencies.

15About Chimera
Built from a real operational problem

The hard part is not finding information. It is understanding what happens next.

Chimera was created around the operational overhead of connecting geopolitical, cyber and strategic intelligence to the realities of an organisation.

It is designed to help smaller teams operate with greater leverage and larger organisations coordinate with more clarity across the decisions that matter.

16Research
Chimera Intelligence Research

Evidence for how disruptions propagate.

Executive research and operational reconstructions examine how geopolitical, cyber, supply chain and infrastructure disruptions move through enterprise operations.

View the research library
A new category of enterprise software

Enterprise software helped organisations manage their systems.
Operational Decision Intelligence helps organisations understand them.

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17Start a conversation
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