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GURA — OPERATIONAL SPATIAL ARTIFICIAL INTELLIGENCE

Agentic AI for Spatial Operations

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01 · WHAT IS GURA?

Operational Spatial Artificial Intelligence for Government and Infrastructure

Gura is the sovereign geospatial operating and artificial intelligence platform that brings spatial reasoning, advanced analysis, prediction, executive intelligence, and coordinated action into operational environments while working with existing GIS and enterprise systems.

EXISTING GIS ENTERPRISE DATA OPERATIONAL SYSTEMS GURA GOVERNED ACTION
02 · WHY GURA

The intelligence layer across the existing data and systems with the power of agentic AI.

Gura adds intelligence across an organization’s existing data and systems without the need to rebuild them. The Gura geo brain connects, analyzes and acts.

Customer-controlled, on-prem and sovereign by design.
Permanent licensing available for controlled deployment.
Unlimited tokens, users and intelligence — not a metered assistant.
Spatial-native intelligence built around geographic and operational context.
Designed to progress from information and analysis toward decisions and coordinated action.
Works with existing GIS, digital twins, data, and operational systems.
03 · WHAT GURA CHANGES — OSAI

Operations + AI + Spatial in one context.

Gura, the geo AI brain, provides the ability to connect to spatial and non-spatial systems through Gura’s user interface using its specialized agentic systems.

GURA LEAD AGENTS
ONE GOVERNED ENVIRONMENT
Camilia
Conversational Spatial Intelligence
Interact with maps, layers, geographic data, and analytical tools through natural language.
Idrisi
Advanced Spatial Analytics
Perform complex spatial analysis, suitability modelling, network analysis, optimization, ranking, and scenario comparison.
Jupiter
Predictive Spatial Intelligence
Forecast demand, incidents, failures, risks, service gaps, and operational conditions.
Caesar
Executive Intelligence
Transform geographic and operational information into concise executive insights, priorities, risks, exceptions, and briefings.
Da Vinci
Cognitive Operations
Translate approved objectives and intelligence into coordinated operational action across systems, workflows, teams, and digital services.

Gura Lead Agents can be introduced according to the intelligence capability required for the priority use case.

Explore the Agents
04 · SEE GURA IN ACTION

See Gura in action.

Explore selected Gura demonstrations across conversational spatial intelligence, advanced analytics, prediction, executive intelligence, and cognitive operations.

Public Safety — Crime hotspot intelligence and resource prioritisation
4:13
CONVERSE · CAMILIA
Public Safety
Crime hotspot intelligence and resource prioritisation

Camilia ranks boroughs by weighted risk, isolates emergency-response outliers, and renders live crime hotspots across the operational map.

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05 · WHERE GURA CREATES VALUE

Built for spatial, complex, and system-driven operations.

Gura applies Operational Spatial Artificial Intelligence to environments where decisions depend on location, infrastructure, operational context, and coordination across systems.

SOLUTION 01
Smart Cities & Digital Twins
Move from visualization toward intelligent urban operations, predictive intelligence, and cross-system coordination.
SOLUTION 02
Government & Municipal Operations
Connect planning, permits, inspections, infrastructure, and operational information to support faster, better-informed decisions.
SOLUTION 03
Public Safety
Support predictive incident intelligence, resource planning, situational awareness, and coordinated response.
SOLUTION 04
Utilities
Support predictive infrastructure intelligence, network vulnerability analysis, asset risk, and maintenance prioritization.
Explore Solutions Discuss Your Use Case
06 · SOVEREIGNTY

Your infrastructure. Your data. Your governance. Your AI.

Gura is designed for controlled and regulated environments where deployment, data residency, governance, access, and operational sovereignty are non-negotiable.

Customer-controlled deployment, including air-gapped environments where required.
Data residency, ownership, governance, and access remain under customer authority.
Secure integration with existing GIS and operational environments.
PLATFORM · GURA PLATFORM OVERVIEW

One governed environment for operational spatial artificial intelligence.

Gura brings conversational intelligence, advanced spatial analytics, predictive intelligence, executive intelligence, and cognitive operations into a governed platform designed to work with existing spatial and operational systems.

01 · WHAT YOU EXPERIENCE — OPERATIONAL INTERFACES

Gura meets users through operational interfaces designed for different ways of working.

INTERFACE 01
Conversational Spatial Interface
Interact with operational systems, maps, layers, and analytical tools through natural language and spatial reasoning.
INTERFACE 02
AI-Powered Dashboards
Move beyond static reporting toward predictive, cross-system operational artificial intelligence.
INTERFACE 03
Gura SDK
Build spatial intelligence into existing applications and services through programmatic access to Gura capabilities.
Conversational Spatial Interface
Conversational Spatial Interface
Ask a question in plain language and see the answer on the map — here, every live fault clustered by operating zone across the network.
AI-Powered Dashboards
AI-Powered Dashboards
Pin the results that matter and keep them beside the conversation — counts by zone, ranked incidents, and the layers behind them.
02 · WHAT POWERS THE EXPERIENCE

The interfaces are the visible layer. Gura is the AI platform underneath them.

Gura connects governed enterprise information, spatial context, registered capabilities, and specialized Lead Agents so users can move from interaction to analysis, prediction, decision support, and coordinated action within the same controlled environment.

03 · OPERATIONAL SPATIAL ARTIFICIAL INTELLIGENCE

Spatial context becomes part of the intelligence process.

OSAI embeds spatial reasoning into operational environments so organizations can understand relationships across systems, analyze complex conditions, anticipate risks, support decisions, and coordinate action.

04 · HOW GURA WORKS

Connect. Govern. Reason. Decide. Act.

01
Connect
Connect approved GIS, spatial data, enterprise information, and operational systems.
02
Govern
Apply the organization's permissions, governance, and information-control model.
03
Reason
Use Gura interfaces and specialized intelligence capabilities to interact with and analyze the environment.
04
Decide
Generate predictive, analytical, and executive intelligence according to the use case.
05
Act
Support approved operational coordination where governed action is required.
HOW GURA WORKS — ARCHITECTURE
EXISTING GIS
DATA
OPERATIONAL SYSTEMS
GURA
GOVERNED PLATFORM
SPECIALIZED INTELLIGENCE
LEAD AGENTS
OPERATIONAL ARTIFICIAL INTELLIGENCE & ACTION
EXISTING SYSTEMS REMAIN IN OPERATION — GURA COEXISTS AND AUGMENTS.
05 · INTEGRATION WITH EXISTING ENVIRONMENTS

Extend the intelligence of the systems already in operation.

Gura is designed to connect with existing GIS, ArcGIS Enterprise, digital twins, data environments, and operational systems while preserving enterprise governance, security, and interoperability.

06 · COGNITIVE OPERATIONS

AI becomes more valuable when it can support coordinated operational action.

Gura Cognitive Operations connects approved objectives, decisions, intelligence, workflows, systems, and teams so organizations can coordinate execution, monitor outcomes, handle exceptions, and keep human approval within the operating model.

07 · LICENSING & DEPLOYMENT

A clear platform-and-agents licensing model.

Gura Platform License
Licenses the governed Gura platform environment.
Lead Agent Licenses
Specialized Lead Agents are licensed separately according to operational requirements.
Permanent License
Available for customer-controlled deployment.
Cloud
Coming soon.
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AGENTS · SPECIALIZED INTELLIGENCE WITHIN GURA

Different AI agents. One governed Gura environment.

Gura Lead Agents are specialized intelligence roles that operate within the Gura platform, available data, registered capabilities, integrations, and permissions. Each focuses on a distinct operational artificial intelligence domain.

INTELLIGENCE CONTINUUM

Converse → Analyze → Predict → Decide → Coordinate

The Lead Agents can support different stages of the operational artificial intelligence journey and can be introduced according to customer requirements.

AGENT 01 · CONVERSE
Camilia
Conversational Spatial Intelligence

Camilia enables authorized users to interact with maps, layers, geographic data, and analytical tools through natural language. It supports multi-step spatial enquiries, map-aware interaction, comparisons, explanations, and reporting within Gura governance and permissions.

AGENT 02 · ANALYZE
Idrisi
Advanced Spatial Analytics

Idrisi performs complex spatial analysis beyond standard conversational enquiries, including multi-criteria decision analysis, suitability modelling, network and accessibility analysis, spatial statistics, optimization, ranking, and advanced scenario comparison.

AGENT 03 · PREDICT
Jupiter
Predictive Spatial Intelligence

Jupiter analyzes spatial and temporal patterns to forecast demand, incidents, failures, risks, service gaps, and operational conditions. It supports anomaly detection, probability estimation, future-scenario simulation, and preventive intelligence.

AGENT 04 · DECIDE
Caesar
Executive Intelligence

Caesar transforms geographic, operational, and organizational information into concise executive insights, priorities, risks, exceptions, strategic comparisons, and leadership briefings for senior decision-makers.

AGENT 05 · COORDINATE
Da Vinci
Cognitive Operations

Da Vinci converts approved objectives, decisions, and intelligence into coordinated operational action across systems, workflows, teams, and digital services. It supports governed workflow coordination, human approvals, outcome monitoring, exception handling, and adaptive operational execution.

INTELLIGENCE THAT WORKS TOGETHER

Specialized capabilities can reinforce one another inside the same governed environment.

A use case may begin with one priority intelligence capability and expand according to operational requirements, data readiness, and the decisions or actions the organization needs to support.

LICENSING PRINCIPLE

Gura is licensed as the platform. Lead Agents are separately licensed and selected according to customer requirements.

Watch Agent Demos Discuss Your Use Case
SOLUTIONS · OVERVIEW

Operational Spatial Artificial Intelligence for environments where location, infrastructure, and coordinated decisions matter.

Gura is designed for complex, multi-system environments where operational decisions depend on spatial context, real-world conditions, and the ability to reason across systems.

Smart Cities & Digital Twins Government & Municipal Public Safety Utilities
SOLUTION 01 · SMART CITIES & DIGITAL TWINS

From visualization to intelligent urban operations.

Gura connects spatial, digital-twin, and operational environments so city teams can explore conditions, reason across domains, anticipate disruption, and coordinate decisions using governed spatial intelligence.

Urban operations risk management — anticipate congestion, infrastructure stress, and service disruption.
Cross-system city intelligence — query and analyze information across city systems through one intelligence environment.
Digital twin intelligence — add conversational, analytical, and predictive intelligence to digital-twin environments.
Smart City — EV charging demand and air-quality monitoring
4:11
CONVERSE · CAMILIA
Smart City
EV charging demand and air-quality monitoring
SOLUTION 02 · GOVERNMENT & MUNICIPAL OPERATIONS

Turn fragmented municipal information into governed operational artificial intelligence.

Gura can connect planning, permits, inspections, infrastructure, and cross-department information to support spatial reasoning, prioritization, executive insight, and coordinated decisions.

Land Management — Cadastral ownership analysis and land-use intelligence
2:51
CONVERSE · CAMILIA
Land Management
Cadastral ownership analysis and land-use intelligence
Permit and development intelligence — identify abnormal spatial patterns, pressure zones, and cross-department impact.
Risk-based inspections — use spatial risk to support inspection prioritization and planning.
Municipal decision intelligence — combine cross-layer analysis and executive intelligence for better prioritization.
SOLUTION 03 · PUBLIC SAFETY

Predictive AI and governed coordination for public-safety environments.

Gura supports spatial and temporal analysis of incidents, risk, resources, and operational conditions to help agencies improve situational understanding, preparedness, and coordinated response.

Predictive incident intelligence — identify emerging hotspots and patterns.
Resource allocation — support spatially informed deployment and planning.
Operational incident coordination — combine risk intelligence, operator interaction, and governed response workflows.
Public Safety — Crime hotspot intelligence and resource prioritisation
4:13
CONVERSE · CAMILIA
Public Safety
Crime hotspot intelligence and resource prioritisation
SOLUTION 04 · UTILITIES

From reactive infrastructure management to predictive spatial AI.

Gura supports asset, network, environmental, and operational artificial intelligence so utilities can identify risk, anticipate failures, prioritize intervention, and improve maintenance planning.

Water Utility — Pipeline network and asset replacement priority
3:55
CONVERSE · CAMILIA
Water Utility
Pipeline network and asset replacement priority
Predictive asset failure — identify assets and conditions associated with higher failure probability.
Network vulnerability intelligence — identify spatial patterns and high-risk areas across infrastructure networks.
Predictive maintenance — use risk and operational context to support maintenance prioritization.
RESOURCES · 01 · GURA DEMOS

See Gura working across real operational artificial intelligence scenarios.

Explore demonstrations of conversational spatial intelligence, advanced analytics, predictive intelligence, executive intelligence, and cognitive operations.

Public Safety — Crime hotspot intelligence and resource prioritisation
4:13
CONVERSE · CAMILIA
Public Safety
Crime hotspot intelligence and resource prioritisation
CONVERSE · CAMILIAPublic SafetyCamilia ranks boroughs by weighted risk, isolates emergency-response outliers, and renders live crime hotspots across the operational map.
Land Management — Cadastral ownership analysis and land-use intelligence
2:51
CONVERSE · CAMILIA
Land Management
Cadastral ownership analysis and land-use intelligence
CONVERSE · CAMILIALand ManagementCamilia breaks down land ownership across the Lyon cadastral register, separates public from private holdings, and ranks the largest parcels by surface area.
Water Utility — Pipeline network and asset replacement priority
3:55
CONVERSE · CAMILIA
Water Utility
Pipeline network and asset replacement priority
CONVERSE · CAMILIAWater UtilityCamilia traces the distribution network by diameter and material, surfaces legacy asbestos-cement mains, and isolates low-pressure district metered areas.
Smart City — EV charging demand and air-quality monitoring
4:11
CONVERSE · CAMILIA
Smart City
EV charging demand and air-quality monitoring
CONVERSE · CAMILIASmart CityCamilia clusters electric-vehicle charging demand across Vienna, cross-references the air-quality monitoring network, and generates a planning report from the result.
National Facilities — Arabic-language national operations picture
0:51
CONVERSE · CAMILIA
National Facilities
Arabic-language national operations picture
CONVERSE · CAMILIANational FacilitiesCamilia works entirely in Arabic across a national map, building a density heatmap and ranking facilities — hospitals, schools and industrial sites — by the layer being analysed.
Gura Report — Operational reporting from live map features
1:17
CONVERSE · CAMILIA
Gura Report
Operational reporting from live map features
CONVERSE · CAMILIAGura ReportCamilia assembles an operational report directly from live map features, clustering sites across the region and summarising the findings in Arabic.
Road Corridors — Route-network congestion exposure
0:32
CONVERSE · CAMILIA
Road Corridors
Route-network congestion exposure
CONVERSE · CAMILIARoad CorridorsRoad corridors are compared across regions, and the segments most exposed to congestion are ranked and highlighted on the operational map.
Transmission Networks — Transmission corridor and county-boundary analysis
0:54
CONVERSE · GURA
Transmission Networks
Transmission corridor and county-boundary analysis
CONVERSE · GURATransmission NetworksGura measures a 31.8 km transmission corridor, buffers it into an affected area, then filters active infrastructure and incidents to the county boundary.
Transport Connectivity — Predictive transport connectivity gaps
1:01
CONVERSE · CAMILIA
Transport Connectivity
Predictive transport connectivity gaps
CONVERSE · CAMILIATransport ConnectivityCamilia predicts where the network needs better transport connectivity, clustering road-coverage gaps against metro, tram and airport reach.
Water Cluster — Water-network clustering across a new city
0:45
CONVERSE · GURA
Water Cluster
Water-network clustering across a new city
CONVERSE · GURAWater ClusterGura clusters water-network assets across New Cairo, grouping meters and valves along the street network for operational review.
02 · OPERATIONAL SCENARIOS

Explore how Gura can be applied to priority operational questions.

Browse focused scenarios across smart cities, government, public safety, and utilities, with the relevant intelligence capabilities and operational context for each.

Smart Cities & Digital Twins
Urban operations, cross-system intelligence, digital-twin scenarios.
Government & Municipal
Permits, inspections, and municipal decision scenarios.
Public Safety
Incident intelligence, resource, and response scenarios.
Utilities
Asset risk, network vulnerability, and maintenance scenarios.
03 · OSAI MATURITY ASSESSMENT

Understand where your operational environment stands today.

The OSAI Maturity Assessment evaluates the structure of your current operational environment, including system integration, decision-making, risk management, cross-system coordination, operational visibility, and deployment control.

01
Identify the current OSAI maturity level.
02
Identify operational gaps, risks, and inefficiencies.
03
Identify relevant entry points for Operational Spatial Artificial Intelligence.
04
Receive a structured assessment and executive discussion of the findings.
05 · INSIGHTS

Perspectives on Operational Spatial Artificial Intelligence, sovereign AI, spatial reasoning, and cognitive operations.

This area can grow progressively as approved educational and thought-leadership content becomes available.

OPERATIONAL SPATIAL AIFrom operational systems to operational artificial intelligenceMost public infrastructure already runs on capable systems. The gap is not data collection — it is turning what those systems record into decisions. Gura is designed to extend the systems already in operation rather than replace them.How the platform connects →SOVEREIGN AIYour infrastructure. Your data. Your governance.Sovereignty is an architectural property, not a policy statement. Deployment into a controlled environment is what lets a government connect intelligence to operational data without surrendering control of either.Security and sovereignty →SPATIAL REASONINGSpatial context becomes part of the reasoningWhere something happens changes what it means. Treating location as part of the reasoning process — not as a map drawn afterwards — is what separates spatial intelligence from spatial visualization.See it applied →COGNITIVE OPERATIONSConverse, analyze, predict, decide, coordinateUnderstanding what is happening and coordinating what happens next are different capabilities. The Lead Agents map to that progression, and can be introduced independently — not every deployment requires every agent.The Lead Agents →
SECURITY & SOVEREIGNTY · 01 · SOVEREIGNTY BY DESIGN

Operational artificial intelligence under customer control.

Gura is designed for government, infrastructure, and regulated environments where control over infrastructure, data, access, and governance is a core requirement.

02 · DEPLOYMENT CONTROL
Customer-controlled deployment.
Permanent licensing available.
Self-hosted and private environments.
Air-gapped capable where required.
Container-based deployment for modular and controlled operation.
03 · DATA SOVEREIGNTY
Data remains under the organization's authority.
Data residency can remain within the required environment.
Operational information remains within governed customer infrastructure.
04 · GOVERNANCE
Role-based and governed access.
Auditability and policy enforcement.
Granular control across information, layers, attributes, and geographic areas where required.
Monitoring and controlled use of governed enterprise information.
05 · IDENTITY & ACCESS
Centralized, governed authentication and access control.
Role-Based Access Control (RBAC).
Standards-based identity integration including OpenID and OAuth 2.0.
06 · SECURE INTEGRATION

Connect AI without surrendering control.

Gura is designed to integrate securely with existing GIS, ArcGIS Enterprise, digital twins, and enterprise systems while keeping data and operational control within the governed customer environment.

SECURITY / DEPLOYMENT ARCHITECTURE — PUBLIC-SAFE VIEW
CUSTOMER-CONTROLLED INFRASTRUCTURE
EXISTING GIS / ARCGIS ENTERPRISE
DIGITAL TWINS
ENTERPRISE SYSTEMS
GURA
GOVERNED PLATFORM
SELF-HOSTED / AIR-GAP CAPABLE
GOVERNED ACCESS · RBAC
IDENTITY · OPENID / OAUTH 2.0
AUDIT & POLICY ENFORCEMENT
GOVERNANCE CONTROLS GOVERNED ACCESS RBAC IDENTITY OPENID / OAUTH 2.0 AUDIT & POLICY ENFORCEMENT SELF-HOSTED · AIR-GAP CAPABLE GURA GOVERNED PLATFORM CONNECTED SYSTEMS EXISTING GIS ARCGIS ENTERPRISE DIGITAL TWINS ENTERPRISE SYSTEMS GOVERNED ACTION DATA AND DEPLOYMENT REMAIN UNDER CUSTOMER CONTROL · NO IMPLEMENTATION DETAIL SHOWN
GURA GOVERNED DEPLOYMENT ARCHITECTURE
ABOUT · 01 · ABOUT GURA

Operational Spatial Artificial Intelligence for controlled operational environments.

Gura is the sovereign geospatial operating and artificial intelligence platform for governments and infrastructure organizations. It is designed to help organizations manage spatial context, generate intelligence, support decisions, and coordinate action through customer-controlled environments.

02 · WHY GURA EXISTS

Governments, infrastructure operators, and regulated institutions need the value of AI without losing control over infrastructure, information access, governance, or sensitive operational data. Gura is designed around that requirement from the start.

03 · DEVELOPED BY PENTA LABS

Gura is developed by Penta Labs, the R&D company behind its sovereign spatial-AI architectures, intelligence methods, and specialized Lead Agent capabilities. Penta Labs develops the underlying intelligence; Gura brings it into governed production environments.

04 · CONTACT

Talk to the Gura team.

About a priority use case, product demonstration, deployment environment, or technical evaluation.

Book a Demo Contact the Gura Team
BOOK DEMO · SEE GURA IN ACTION

Explore Gura around the operational question that matters to your organization.

A Gura demonstration can focus on the intelligence capability, operational environment, or use case most relevant to your team.

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Sovereign AI for real-world operational intelligence.
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