Octopus Intelligence
Operational Intelligence for City Leadership
Follow-up working session with the City of Frisco
Spandan Teegalapalli
Frisco Resident
AsterTek Solutions
From Concept to Frisco-Data Validation
The Opportunity
Connect operational signals across departments to reveal the larger citywide story.
Where We Left Off
- Validate the Octopus concept using real Frisco data
- Build a working use case for leadership review
Today
- Share data learnings and demonstrate Octopus
- Explore opportunities, integration, and next steps
Objective: Determine whether broader validation makes sense.
From Fragmented Signals to Citywide Intelligence
The Problem
- Data remains separated across departments
- Related issues are difficult to see
Octopus
- Connects structured and unstructured signals
- Reveals evidence-backed patterns and discoveries
The Impact
- Faster, earlier insight
- Better coordination and decisions
What We Learned from Frisco Data
53,000
Operational Signals Analyzed
January 1 – June 30
Pattern Intelligence
800 narrative-rich signals
Used to identify related activity, themes, patterns, and discoveries
Operational Intelligence
All 53,000 signals
Used to analyze volume, resolution time, update frequency, and operational trends
Data Access
- Detailed operational narratives are appropriately restricted for external use
- A secure, city-controlled pilot could unlock deeper validation
The data already exists. The opportunity is to connect and analyze it securely.
From individual signals to an actionable discovery
This demonstrates what Octopus can do with the data currently available — and the larger opportunities broader data could unlock.
Opportunities Beyond the Demo
Agentic Ticket Routing
Automate ticket assignment and escalation
Resident Status Assistant
Provide consolidated updates through a conversational interface
Cost-Efficient AI
Use task-specific SLMs to reduce cost at scale
Start with operational intelligence. Expand through phased validation.
Integrating with Frisco's Existing Environment
- Complements existing city systems
- Supports secure, governed data access
- Flexible city-hosted or vendor-hosted deployment
Connect existing data—without replacing existing systems.
A Focused Path to Operational Validation
90-Day Design-Partner Pilot
Focus
- One priority operational use case
- Selected datasets and one key integration
- Three to four measurable success criteria
Collaborate
- Business and technology stakeholders
- Regular feedback and validation sessions
- Joint review of discoveries and workflows
Evaluate
- Measure operational and leadership value
- Present results and production requirements
- Jointly decide whether to proceed further
Paid, fixed-scope engagement with preferred design-partner terms
Scope and commercial proposal to be defined jointly
Next step: Schedule a working session to define the pilot
Appendix — Integration Architecture
Octopus CivicLens detailed system diagram
Appendix — Runtime & Security
City-hosted Octopus runtime
- Octopus database
- AI / SLM model services
- Octopus vector database
- Azure Cache Redis
Enterprise integrations
- Active Directory for identity
- ArcGIS for geospatial context
- Source systems such as CRM, OpenGov, and CityWorks
Ingestion adapters
- Webhook (push)
- Event streams
- ETL pipeline (bulk load)
- REST API (pull)
- Secure file / SFTP
Security & governance
- Authentication and authorization
- Tenant isolation
- Audit logging
- API versioning
- PII protection in signal preparation