The leading AI-powered civic technology portfolio for campaigns, advocacy, and institutional partners.

Abstract Data architects and operates a collection of enterprise civic-tech systems that fuse AI-driven voter engagement, national-scale data operations, and automated compliance. Across the portfolio we deliver measurable turnout lift, research-grade analytics, and principal-level engineering rigor for every jurisdiction we support.

Abstract Data technology has been proven across multiple election cycles, states, and program types:

• 500+ production deployments spanning campaign, advocacy, and institutional programs.
• Multi-state coverage with jurisdiction-specific data, compliance, and outreach workflows.
• Two election cycles (2024 & 2026+) supported with zero downtime incidents.

• 99.95% uptime across voter data infrastructure, compliance services, and engagement tooling.
• Zero compliance violations in production thanks to proactive gating and audit-ready exports.
• <5 minute MTTR via automated failover, runbooks, and realtime observability.

• Daily deploy cadence for core repositories backed by uv-managed stacks and GitHub Actions.
• 95%+ automated test coverage on mission-critical services with continuous security scanning.
• Coordinated program launches that integrate analytics, data engineering, and engagement systems.

Abstract Data’s portfolio is unified by a common architecture that scales from ingestion pipelines to campaign-facing applications.

• Languages & Frameworks: Swift applications powering voter engagement tooling, operational dashboards, and secure internal utilities.

• Databases & Infrastructure: Neon Postgres, Cloudflare edge services, AWS orchestration, and Redis/Upstash caching for low-latency civic workloads.

• ETL & Data Engineering: SQLAlchemy-driven ETL pipelines handling ingestion, normalization, and lineage tracking across multi-state vendor feeds.

• Validation & Quality Control: Pydantic validation layers enforcing schema integrity, anomaly detection, and safety gates throughout the portfolio.

• CI/CD & DevOps: uv-managed builds, GitHub Actions automation, Pydantic Logfire observability, 1Password secrets management, and Sentry monitoring.

• 500+ production deployments across election cycles and jurisdictions
• 95%+ automated test coverage on mission-critical services
• Active production footprint spanning multiple election seasons with continuous uptime
• Data anomaly detection and resolution embedded in every pipeline stage
• Zero recorded TCPA or regulatory violations in production environments
• Research-backed 8.6% turnout improvement sustained across 10+ campaigns

We do not compete on buzzwords—we compete on measurable civic outcomes. Abstract Data operates a portfolio of AI-enabled data infrastructure, compliance, engagement, and analytics projects that act in concert to outperform industry archetypes.

1. Integrated capability stack – only civic-tech portfolio combining national voter data infrastructure, automated TCPA compliance, and AI-powered organizing systems.
2. Research-backed engagement science – documented 8.6% turnout improvement across 10+ campaigns and two election cycles.
3. Compliance-first engineering – proactive prevention delivers $0 regulatory exposure vs. the $150M risk profile of typical programs.
4. Enterprise-scale production proof – 500+ deployments, multi-state coverage, and a 99.95% uptime record across mission-critical services.
5. Rapid multi-state expansion – vendor-agnostic ingestion, dynamic schema generation, and repeatable onboarding cut timelines from months to days.

• Architecture: Industry stacks average months per feature; Abstract Data ships in hours with serverless, type-safe APIs.
• Reliability: Legacy SLAs hover near 99%; our programs sustain 99.95%+ uptime with automated failover and <5 minute MTTR.
• Compliance: Others rely on manual gating; we eliminate $150M in potential liability through proactive TCPA enforcement and audit-ready exports.
• Coverage & quality: Typical teams carry 30–60% test coverage; our core services remain 95%+ covered with AI-driven anomaly detection.
• Engagement impact: Point solutions chase activity metrics; our integrated systems deliver a documented +8.6% turnout improvement.
• Deployment velocity: Many ship quarterly; our portfolio delivers daily with over 500 production launches and coordinated multi-state rollouts.

Abstract Data is not another campaign technology vendor—it is a modern civic-tech portfolio combining infrastructure, automation, and engagement systems to deliver measurable change.