Coming Soon

The Next Generation of Construction Plan Review.

AI Infrastructure for Modern Permitting

MuniPlan is an AI-native permit operations platform designed to modernize construction plan review and municipal permitting through intelligent document analysis, AI-assisted workflows, and human-centered approvals.

AI-native architecture Human-in-the-loop review API-first platform
Powered by PlanSpect· Plan Intelligence Engine
muniplan.city/operations
Active
142
In Review
38
Overdue
6
Approved MTD
84
Plan Examiner queue
Live
PropertyPermitStatusAge
124 Olive St
SFR Addition
B-2026-0142In Review Queue3d
918 Harbor Ave
Tenant Improvement
B-2026-0138Correction Letter Sent6d
27 Elm Court
ADU New
B-2026-0131Awaiting Applicant Response11d
401 Market Pl
Commercial Shell
B-2026-0129Ready for Approval2d
55 Riverside Dr
Reroof
B-2026-0125Approved0d
PlanSpect engine · 918 Harbor Ave · 3 findings ready for review
Reviewer pending
Egress width
A-201
Energy form
T24
Sheet index
G-001
An AI platform built for the teams that keep cities building
Building Dept.
Permit Techs
Plan Examiners
Public Works
Planning
Applicants
The permitting problem

Designed for Modern Cities

Cities today process thousands of permits through fragmented systems, manual document reviews, spreadsheets, and email. MuniPlan brings these workflows together into one modern, AI-assisted platform — keeping every approval in the hands of qualified reviewers.

Designed to reduce manual review effort through AI-assisted workflows and intelligent document analysis.

Coming Soon · AI-Native Permit Operations
Product architecture

One Unified Platform. One Intelligence Engine.

MuniPlan is a unified permit operations platform powered by the proprietary PlanSpect intelligence engine. Together they provide the foundation for intelligent permit intake, review, correction drafting, and approvals.

Platform
MuniPlan
Permit Operations Platform
Permit lifecycle
Review queues
Applicant portal
Approvals & audit
Powered by
Engine
PlanSpect
Plan Review Intelligence Engine
AI Plan Review
Correction Letters
Revision Comparison
Intake Validation
Code Compliance
Permit review workflow

Purpose-Built for the Next Era of Plan Review

Every permit flows through a continuous pipeline of AI analysis and human review — orchestrated by MuniPlan, assisted by the PlanSpect engine. Every approval remains human-driven.

01 Human
Submission

Applicants upload plans, forms, and metadata through a dedicated portal.

02 AI
AI Analysis

PlanSpect analyzes submitted plans, validates intake, and indexes the document set.

03 Human
Reviewer Validation

Reviewers validate AI-generated findings before any corrections or approvals are issued.

04 AI
Corrections

PlanSpect drafts structured correction letters that reviewers edit and release.

05 AI
Resubmission

Revision comparison highlights what changed between submission rounds.

06 Human
Approval

Every approval remains human-driven, signed and audit-trailed in one connected system.

AI-assisted Human-in-the-loopEvery approval is signed by a qualified reviewer.
MuniPlan · The platform

A Modern Workspace for Building Departments

MuniPlan brings permit intake, plan review, corrections, approvals, and applicant communication into a single connected workspace — designed for the way modern building departments work.

Permit lifecycle management

  • Address-based project organization
  • Review queues by discipline
  • Approval workflows
  • Department coordination

Applicant experience

  • Online submissions
  • Live status tracking
  • Communication portal
  • Revision management

Operational visibility

  • Executive dashboards
  • Reviewer workloads
  • SLA monitoring
  • Analytics & reporting
Permit lifecycle
Every transition logged · every action audit-trailed
STEP 1
Submitted
STEP 2
Intake Validation
STEP 3
In Review Queue
STEP 4
Correction Letter Sent
STEP 5
Awaiting Applicant Response
STEP 6
Ready for Approval
STEP 7
Approved
PlanSpect · Plan Intelligence Engine

The document intelligence engine that powers MuniPlan.

Powered by PlanSpect, MuniPlan brings intelligent document analysis, AI-assisted plan review, and structured permit workflows together in one platform. PlanSpect is designed to understand construction documents, compare revisions, surface potential code issues, and assist reviewers throughout the permitting process.

  • Construction document analysis
  • Code compliance intelligence
  • Automated intake validation
  • Machine-drafted correction letters
  • Revision diff & comparison
  • Risk & anomaly detection
  • Multi-discipline review models
  • Reviewer co-pilot workflows

PlanSpect is proprietary technology of MuniPlan and is not sold separately.

A-201 · Floor Plan
Analyzing
OFFICE 101CONF 102OPEN OFFICECORRIDOR C-2
Egress < 36"
SCALE 1/4" = 1'-0"SHEET A-201 OF 24
Correction Letter · Round 2
Draft ready
Architectural · A-201High

Provide minimum 36" clear corridor width at C-2 (IBC 1020.2).

Energy · T24-CF1RMed

Submit signed CF1R-PRF-01 form for additional conditioned space.

Structural · S-101Low

Clarify connection detail at gridline B/3; callout missing.

3 items · drafted by PlanSpect Reviewer edits before release
Platform foundation

Built for Enterprise Municipal Workflows

MuniPlan is engineered for scalability, security, and interoperability from the ground up.

API-first architecture

Every action in MuniPlan is accessible as a typed API for seamless integrations.

Secure document processing

Encryption in transit and at rest, with tenant-isolated storage.

Human-in-the-loop workflows

AI assists while reviewers remain responsible for every approval.

Role-based permissions

Granular roles for permit techs, examiners, supervisors, and administrators.

Audit logging

Every transition and decision captured for full traceability.

Multi-jurisdiction support

Per-jurisdiction code packs, checklists, and routing rules.

What's Coming
Value & expected outcomes

Why AI Changes Permitting

MuniPlan is designed around a clear set of operational outcomes for building departments — the principles guiding every part of the platform.

AI-Assisted Review

Designed to help reviewers analyze permit packages in as little as 3 minutes by automatically organizing documents, surfacing potential issues, and drafting correction letters for human review.

Less Administrative Work

Automate repetitive tasks such as intake validation, sheet indexing, revision comparisons, and correction drafting so reviewers spend more time on professional judgment.

Faster Permit Turnaround

By reducing manual administrative effort, departments can move permits through intake and review more efficiently while maintaining oversight.

Consistent Reviews

Standardized workflows, jurisdiction-specific checklists, and structured correction letters help create more consistent review experiences for both staff and applicants.

Better Visibility

Provide department leaders with dashboards showing workloads, review queues, permit status, aging applications, and operational bottlenecks.

Human Expertise Remains Central

AI assists reviewers throughout the process, but every correction letter and approval remains reviewed and authorized by a qualified human.

~3 min

Target AI-assisted initial review workflow

100% Human Reviewed

Every approval remains under reviewer control

One Connected Platform

Intake, review, revisions, approvals, and applicant communication

MuniPlan is designed to reduce repetitive administrative work so building departments can focus on technical review, customer service, and delivering permits more efficiently. Rather than replacing reviewers, MuniPlan augments their workflow with intelligent automation and document analysis.

Our Vision

Designed for the Cities of Tomorrow

The outcomes MuniPlan is designed to deliver for building departments and the communities they serve.

Faster review cycles

Move applications through intake, review, and approval more quickly.

Reduced administrative workload

Less manual intake validation, sheet indexing, and correction drafting.

Better applicant experience

A clearer, more transparent journey from submission to approval.

Consistent correction letters

Structured templates with jurisdiction checklists and citation references.

Improved reviewer productivity

PlanSpect surfaces issues so reviewers can focus on judgment.

Human oversight at every approval

Every letter and approval stays in the hands of a qualified reviewer.