About Us

Making municipal knowledge usable, linked & actionable

We unify zoning, code, parcel, procedural and institutional context into a conversational, explainable interface so staff, residents and businesses get clear answers instead of hunting through PDFs.

Our Mission

We democratize access to complex municipal codes, zoning layers, parcel intelligence, procedural rules and institutional memory. Instead of forcing people to wade through PDFs, legacy portals and tribal knowledge, we deliver explainable answers with linked primary sources.

The goal: reduce time-to-answer for staff, empower residents & businesses with clarity, and strengthen institutional continuity while preserving accuracy, governance and accountability.

Our Team

We blend geospatial engineering, applied AI safety, retrieval, municipal planning operations, UX research and civic process design. We work side‑by‑side with planners, clerks, permit techs, inspectors, analysts and civic innovators so what we ship removes friction not adds another layer.

Our Values

These principles guide product decisions, architecture tradeoffs and how we collaborate with municipalities.

Trust & Transparency

Traceable sourcing, auditable reasoning, dependable uptime.

Inclusive Access

Lowering barriers to civic information for staff & the public.

Co-Built

Shaped alongside planners, clerks, inspectors, analysts & residents.

Pragmatic Innovation

Automation that reduces friction instead of adding process.

Conflation Labs team collaborating
Collaborative build sessions with partner cities

How We Build

We operate like an embedded augmentation layer inside municipal teams observing real workflows, mapping decision paths, and instrumenting friction points before writing features. Every release is validated with real permitting, planning, agenda prep or public inquiry workloads.

Geospatial + parcel intelligence at scale

Information retrieval & applied AI safety

Human-centered civic workflow design

Municipal planning & permitting operations

Why Now

Municipal knowledge is scattered across ordinances, zoning layers, archives, legacy notes, staff expertise and institutional memory. Traditional digitization didn't resolve fragmentation it just produced more portals. Advances in retrieval augmented generation, geospatial conflation and explainability let us unify these layers into a single reasoning surface. We're here to collapse time-to-answer from hours to seconds while preserving accuracy and governance.

Become a Design Partner

Help us build the perfect solution for your city's unique needs. Join our exclusive design partner program and shape the future of municipal AI.
Shape the Product

Direct influence on features and functionality that matter to your workflows

No License Fees

Free access during design phase, only $350/month for basic hosting after month 3

Minimal Time Commitment

Just 1-2 hours per week of feedback and testing with your existing data

First to Market

Be among the first cities with next-generation regulatory AI assistance

💡 Limited spots available: We're accepting only 5-8 design partners to ensure quality collaboration and meaningful input on product development.