Neural Architecture OS

Design, permit, and build — with AI-native spatial intelligence.

plinth.OS unifies generative BIM, interior & exterior spatial AI, live code compliance, autonomous permitting, real-time cost estimation, and post-occupancy digital twin handover in one connected neural data model.

$31K
cost per permit delay
6.5 mo
avg. project delay
6 phases
end-to-end lifecycle
plinth.OS gem logo

Generative AI · Spatial twin

  • Design
  • Spatial AI
  • Code Check
  • Permitting
  • Construction
  • Handover

Mission & Vision

Built to end bureaucratic friction in the built environment

Mission

To eliminate the structural inefficiencies that cost the architecture, engineering, and construction industry billions of dollars each year — by unifying every phase of the built environment lifecycle on a single intelligent platform.

Vision

A world where every building project — from client brief to occupancy certificate — flows through a single intelligent operating system, where permit delays are extinct and compliance is continuous.

Speed with Integrity

We automate without cutting corners. Every submission is accurate, every approval earned.

Radical Transparency

Clients, architects, and contractors see the same real-time data. No information asymmetry.

Compounding Intelligence

Every project makes the platform smarter. Our data flywheel is a public good for the industry.

End-to-End Ownership

We do not hand off. We own the outcome from brief to handover.

ROI as a Feature

Every dollar saved is measured, reported, and proven. We earn trust through evidence.

Product & Solution

Six-phase architecture operating system

The only platform that owns every stage in a single connected data model — from generative design through post-occupancy analytics.

01

Design

Generative BIM + VR. Upload an RFP; AI generates massing, site analysis (zoning, setbacks, solar, wind, noise), and 10+ layout variants with photorealistic renders and client VR walkthroughs.

02

Code Check

Live compliance overlays. IBC, ADA, and local codes checked continuously against the live model — errors surface and resolve in design, not at submission.

03

Permitting

Autonomous AI agent identifies agencies, fills forms, and submits to digital portals. City, county, state, and utility approvals run in parallel with ML timeline prediction.

04

Procurement

Real-time cost AI linked directly to the design model. Feeds the contractor bidding marketplace with pre-vetted specs.

05

Construction

Field doc automation for RFIs, submittals, and change orders. Field teams and project managers operate from the same live document set.

06

Handover

On occupancy, the project converts to a living digital twin. Post-occupancy data feeds back into future design intelligence.

Market Opportunity

One of the largest untapped opportunities in enterprise software

$5.8BGenerative AI in Architecture by 2029
41%Market CAGR (2025–2029)
46%Architects already using AI
+24%Planning AI adoption within 12 months
TAM$128B

Global AEC software + permitting + construction management

SAM$18B

AI-enabled design, permit, and field document platforms

SOM$1.2B

US firms, 3-year capture at 10% SAM penetration

Live Product Demo

AI design cockpit — spatial intelligence, BIM sync, and autonomous handover

Generate development concepts, sculpt interior and exterior space, orbit live Three.js massing, validate compliance, estimate cost, sync Revit, and stream digital twin handover.

Demo runs on illustrative data; production deployments connect to live Revit, permitting, and IoT APIs.

Wedge: architecture firms pay first for generative design and code check; owners, GCs, and agencies join on the same project record.

Same six-phase workflow. Radically different economics.

Traditional
6 weeks
concept through permit set
4 consultants
architect, code, cost, permit expeditor
$40K
fees before groundbreaking
plinth.OS
11 minutes
brief to handover package in one session
1 platform
design, compliance, cost, permit, twin
Studio tier
from $2.5K/mo — no expeditor markup

Each module is tagged by intelligence type so you can see what is generative, rules-based, or integration — not one undifferentiated AI label.

  • GenerativeLLM / generative model output (briefs, narratives, layout options).
  • Rules engineDeterministic code checks — IBC, ADA, and zoning rules, not probabilistic.
  • OptimizationParametric solvers and scoring models tied to live design inputs.
  • IntegrationLive API connectors — Revit ACC, jurisdiction portals, IoT telemetry.
  • SimulatedScripted demo sequence; production runs against live external systems.
System status

All systems live. Cost AI, compliance engine, simulated Revit sync, simulated permitting, and digital twin telemetry online.

Three.js live massing

Transit Plaza Tower

Optimization

Built for: Architecture firms

Transit-oriented mixed-use tower with a public plaza and 30% affordable units

3 BIM objects

Massing controls

Optimization

Sliders recompute GFA, yield, embodied carbon, compliance, and cost in real time.

Built for: Architecture firms

Live · FAR 1.59
GFA14,656 sqmFAR 1.59
Homes74yield estimate
Project cost$60.57Mlinked to massing
Embodied carbon411.3 tCO₂e concept
Compliance90 / 100pass ≥ 82

Spatial design

Interior & exterior design cockpit

Optimization

Built for: Architecture firms

Tune room programs, finishes, facade systems, and landscape — parametric scores update live as you adjust controls.

Interior comfort73%Spatial comfort score
Exterior performance57%curtain wall
Daylight target72%open plan
Vision glass58%courtyard garden
Gross floor area14,656 sqmFAR 1.59 · massing-linked
Homes74updates with tower & podium sliders
Project cost$60.57M$4,133/sqm · massing-linked
Compliance90 / 100rules engine · pass ≥ 82
Embodied carbon411.3 tFAR 1.59 · floor count & envelope

AI design rationale

Why Transit Plaza Tower works

Generative

Built for: Architecture firms

The tower anchors a TOD parcel with a porous plaza at grade, stacking 30% affordable units above retail so ridership, foot traffic, and housing policy align in one massing move.

Live code scan

Compliance checks

Rules engine

Built for: Architecture firms

Rules engine · pass ≥ 82 · warning 65–81 · fail < 65

Source: plinth.OS rules engine v0.1 — IBC demo overlays, ADA route checks, local zoning envelope

Transit overlay and plaza routes scan clean; tower egress is the one follow-up before permit set.

Aggregate confidence: 90 / 100

pass
Setbacks

Tower shaft sits 5.2 m inside the transit overlay envelope; plaza edge holds street wall.

96/ 100
pass
Height district

84 m roofline complies with TOD height bonus; mechanical penthouse within permitted bulk.

91/ 100
pass
Accessible route

Plaza-to-lobby path maintains 1:20 max slope with two compliant landing zones.

94/ 100
warning
Egress travel

Upper residential tiers need second stair confirmation before permit set issue.

79/ 100
pass
Daylight access

Southwest plaza orientation preserves 62% of units above the preliminary daylight plane.

92/ 100

Cost AI

Instant massing-linked estimate

Optimization

Built for: Developers & owners

Project cost$60.57MLive · slider-synced

Instant cost from massing sliders — 3 BIM masses at FAR 1.59.

Total project cost
$60.57M
Cost per sqm
$4,133
Cost per home
$819K
Confidence
92%
  • Transit retail plinth$4.7M1,880 sqm @ $2480/sqm
  • Affordable housing tower$36.0M10,976 sqm @ $3280/sqm
  • Flex workplace$5.3M1,800 sqm @ $2950/sqm
Hard $46.0MSoft $10.1MContingency $4.5M

Autodesk Platform Services

Revit Sync (Simulated)

SimulatedSimulated

Built for: General contractors

Scripted ACC handshake for investor demos. On load the card walks connect → authenticate → synced with realistic timing — no live OAuth or offline states in the pitch environment.

  1. Connect to ACC hub
  2. Authenticate OAuth session
  3. Synced to cloud
ACC hub
Plinth Studio ACC
ACC project
plinth/demo-studio
ACC link
Connecting…
Credentials
Exchanging…
Model: Transit Plaza TowerLast sync: 2 min ago
  1. Connecting to ACC hub
  2. OAuth token exchange
  3. Pulling massing from Revit cloud
  4. Sync complete

Autonomous permitting

Permit filing agent (Simulated)

SimulatedSimulated

Built for: Developers & permitting offices

Scripted jurisdiction dry-run for investor demos. On load the card always resolves to an agency acknowledgment with confirmation number and review ETA — no live browser or portal credentials required.

  1. Validate jurisdiction
  2. Prefill portal forms
  3. Agency accepted
Jurisdiction
City of Metro Planning & Development
Layout
Transit Plaza Tower
Portal status
Validating…
Confirmation #
Issuing…
Review ETA
Estimating…
Scheme ID
brief-transit-tower
  1. Validating zoning and occupancy classification
  2. Prefilling jurisdiction portal forms
  3. Uploading stamped drawings package
  4. Submission accepted by agency portal

Live handover

Digital twin & owner portal

Integration

Built for: Owners & asset managers

Digital twin for Transit Plaza Tower is streaming live telemetry. As-built BIM, O&M manuals, and warranty data are linked to plinth/demo-studio.

live twin
Sync health
94%
Linked assets
3,492
Live sensors
4
Twin ID
twin-brief-transit-tower
Lobby air quality42 AQI+2% vs last week
HVAC energy intensity78 kWh/m²-6% vs last week
Rainwater capture1,240 L+12% vs last week
Core occupancy68%+4% vs last week
Handover deliverables
  • COBie asset registry
  • O&M manual bundle
  • Warranty & commissioning log
  • Sensor calibration certificates
  • Owner training recordings

Business Model

Revenue aligned with client outcomes

Studio tier ACV $30,000/yr · ~78% gross margin · <8 month payback · ~130% NRR

Starter

Solo architects & small firms

$0/mo
  • Generative floor plans
  • Basic code compliance
  • 3 active projects
  • Client VR walkthroughs
Start free trial

Enterprise

Large firms & developers

$5,000+/mo
  • Everything in Studio
  • Multi-jurisdiction permits
  • Contractor bidding network
  • Post-occupancy analytics
  • White-label portal
Contact sales

Success Fee

0.1–0.25% of project value on permit approval

Marketplace Take Rate

5–8% transaction fee on contractor bids

Data Licensing

Anonymized permit & cost data for insurers, lenders, and municipalities

Competitive Landscape

No single competitor owns the full architecture lifecycle

PlatformDesign AICodePermit AgentCost AIField DocsEnd-to-End
plinth.OS
Snaptrude~
Kestrel Labs
Autodesk Forma~~
Procore~

Permit Data Flywheel

Every permit filed trains jurisdiction-specific AI. After 10,000+ submissions the model develops granular intelligence competitors cannot replicate.

Full-Lifecycle Lock-In

When design, compliance, permits, and field docs live in one platform, switching costs compound. Enterprise switching cost estimated at $120K+.

ROI Calculator Moat

The platform tracks dollars saved per project. Customers who see their ROI dashboard renew at 2× the rate of those who do not.

Go-To-Market

From design beachhead to full construction OS

1

Months 0–6

Design Beachhead

Win on generative design. Free tier drives adoption and builds user base before monetizing the permit layer.

  • 500 architects
  • 3 pilot cities
  • $150K ARR
2

Months 6–18

Permit Intelligence

Launch AI permit agent in top 10 US metros. 2–3 large AEC design partners. Charge on permit success.

  • 50 firms
  • $2M ARR
  • Series A prep
3

Months 18–36

Construction OS

Expand into field docs, contractor marketplace, and post-occupancy data loop. Become the platform standard.

  • 200+ firms
  • $15M ARR
  • Series A raise

The Ask

$3M Seed Round · 18 months runway · Series A at $2M ARR

Target close Q3 2027 · 12 firms in paid pilot, $180K contracted ARR · Series A trigger at $2M ARR

Seed Round$3,000,000

Scale from 12 paid pilot firms and $180K contracted ARR across 3 metros — fund permit data infrastructure, product depth, and sales expansion through seed close.

Series A Trigger$2M ARR

18-month post-close milestone at $2M ARR with 50+ paying firms and permit intelligence across top US metros — building on the live pilot base above.

55%

Product & Engineering

$1.65M
25%

Sales & Marketing

$750K
12%

Permit Data Infrastructure

$360K
8%

G&A / Legal

$240K

Illustrative ARR ramp (from paid pilot)

Aligned to the GTM phases above. Ramp multiples build from the contracted 12-firm / $180K pilot base — not long-run market CAGR.

PeriodFirmsARRARR ramp
Pilot (now)12$180KContracted pilot3 metros · NYC · Austin · Seattle
Year 180$450K~2.5× pilot ARRPost-seed · design beachhead scale
Year 2420$4.2M~9× prior yearPermit GTM · 50 paying firms
Year 31,400$15M~3.6× prior yearMulti-metro · Series A scale