03 — Activations
Where evidence becomes intervention.
Activations is PartnerSF's execution arm. Every initiative — whether a multi-year infrastructure project or a single-day neighborhood event — begins with an Insights research finding, is delivered through the Collective, and is accountable to measurable outcomes.
How We Work
Two tracks. One discipline.
We organize our work into ongoing services — the recurring neighborhood programming that operates year-round — and current projects — the multi-year infrastructure builds that create lasting institutional capacity. Both share the same method: evidence first, delivered through the Collective, measured against defined outcomes.
Ongoing Services
Recurring neighborhood programming
Year-round activations across three domains — each designed, delivered, and measured with the same institutional rigor as our major projects.
Economic Development
Campaigns and initiatives designed to drive foot traffic, support merchants, and strengthen commercial corridors through coordinated neighborhood action.
Examples
- Shop Local campaigns
- Small business markets and pop-ups
- Corridor activation campaigns
- Storefront improvement initiatives
- Merchant networking events
Community Wellbeing
Programs that bring residents together and improve the shared public spaces and services they rely on daily.
Examples
- Neighborhood wellness events
- Community forums and town halls
- Public space beautification
- Youth engagement programs
- Volunteer-driven neighborhood cleanups
Arts & Culture
Initiatives supporting neighborhood artistic identity, the creative economy, and cultural infrastructure.
Examples
- Local artist commissions
- Public art installations and murals
- Creative economy support
- Cultural venue partnerships
- Neighborhood art walks
Marina & Presidio
Community Benefit District
A Community Benefit District is a property-owner-funded mechanism — authorized under California Streets and Highways Code §36600–36671 — that delivers enhanced services, economic development, and programming at the neighborhood level.
PartnerSF is leading the formation of a new CBD in the Marina and Presidio neighborhoods. San Francisco currently operates 16 active CBDs. The model is proven, the legal framework is established, and the results are documented.
How it works
Property Owner Petition
Property owners sign a petition to initiate the formal assessment process based on property square footage or assessed value.
Legislative Approval
The Management District Plan — detailing services, budget, and governance — is submitted to the Board of Supervisors.
Assessment & Collection
Assessments are collected through the annual property tax bill and remitted to the designated management corporation.
Service Delivery
Once the district is formed, its management corporation delivers services with annual audits, public reporting, and property owner advisory oversight.
What property owners receive
Enhanced Services
Daily cleaning, graffiti removal, safety programs, and beautification beyond current city services.
Economic Development
Small business support, coordinated marketing, and corridor activations that drive foot traffic.
Community Programming
Events, cultural programming, and wellness initiatives that strengthen neighborhood identity.
Property Value Protection
Well-maintained, active neighborhoods demonstrably sustain higher property values.
Full CBD Strategic Plan
Service descriptions, proposed budget, governance structure, and assessment methodology.
MCP City
AI can only recommend what it can understand.
As large language models become the primary interface through which consumers discover and evaluate local businesses, the enterprises with structured, accessible data are the ones that get surfaced. MCP City ensures San Francisco's neighborhood businesses are not left behind.
The Challenge
San Francisco's small business data is fragmented across dozens of city agencies, neighborhood groups, and private platforms — invisible to the models shaping consumer decisions.
MCP City is an open-source civic data infrastructure that aggregates multi-stakeholder neighborhood intelligence into a single Model Context Protocol server — a structured interface that AI agents, LLM-powered platforms, and intelligent applications can query directly. The result: small businesses become visible, discoverable, and accurately represented in an AI-mediated economy.
Who Contributes
Four stakeholder classes. One shared dataset.
City Departments
Permitting, inspections, planning data, and public services information from municipal agencies.
Neighborhood Organizations
Corridor conditions, community feedback, local events, and ground-level intelligence.
Technology Partners
Analytics infrastructure, data processing, and platform engineering from civic tech firms.
Small Businesses
Real-time operations data, service offerings, and profiles from the enterprises the platform serves.
Compounding by design
City data contextualizes business data. Business data validates neighborhood data. Each new contributor makes the dataset more valuable for every other participant.
Who It Serves
Intelligence for the people shaping neighborhoods
Entrepreneurs
Founders evaluating neighborhoods for a new venture query corridor vacancy rates, foot traffic patterns, competitor density, and demographic composition from a single structured source.
Enterprises & Tech Companies
Organizations building LLM-powered products — from AI concierges to local search platforms — integrate MCP City to deliver accurate, current small business information to their users.
City Planners
Municipal departments use the aggregated data layer to identify underserved corridors, allocate services efficiently, and measure the impact of public investment at the neighborhood level.
Researchers
Academics studying urban economics or small business resilience access structured, longitudinal data that no single institution could produce alone.
Every activation feeds data back to Insights for measurement. Post-event metrics are collected systematically and reported in the Annual Neighborhood Economic Health Report.
Contribute to what we're building.
Volunteer, sponsor, or partner on evidence-informed neighborhood programming.