Structural Fabrication
Real-time fabrication guidance targeting lower scrap, consistent quality, and smoother bench execution.
Calibrated bench guidance
Set up once, validated every run
Calibrated Capture for Fabrication
Calibrated capture for fabrication teams that need proof, not day-one autonomy.
Start with your own cameras, validate every run against your job specs, and build measurable proof from every bench.
Operators confirm every step. 1 reference camera included. Add devices only when value justifies it.
99%
Execution reliability target
< 5s
Validation response
Up to 8%
Scrap reduction target
97.4%
Offline uptime
Modeled design targets based on published industry baselines. Results vary by facility.
1 cameraIncluded per bench
+$200Context device add-on
+$450LiDAR device add-on
60 daysValidation window
Built by Operators, for Operators
Your crew already knows the work. We make it trackable.
Reality Anchors was designed alongside fabrication teams — not imposed on them. Every workflow starts from how operators actually move through a job.
The Capability Ladder
Start simple. Add capability as you need it.
Begin with one camera and a reality anchor. Scale to mixed fleets and LiDAR precision only when your operation demands it.
01
One Camera
Start with a single reference camera and a known object in frame. Reality anchors establish real-world scale from day one so capture stays tied to the physical bench, not manual guesswork.
02
Add Context
Bring a second camera for wider context or coverage. Mixed device types work together, and measured signals can determine bar size instead of depending on user declaration. +$200/device/mo.
03
Precision Depth
When you need sub-millimetre accuracy, add a LiDAR-equipped device. Precision depth is a premium upgrade, not required for every setup. +$450/device/mo.
04
Measure & Prove
Every run produces auditable results. Track accuracy, review verified outcomes, and see measurable improvement over time. Included - every run builds proof.
Assists the bench. Doesn't control it.
Operators confirm every step. The system validates — it doesn't override.
Core Capabilities
Less repetitive setup. Faster data collection. Mixed hardware that just works.
Reality Anchors reduces the busywork of configuring every camera and re-entering job specs. Set up once, capture everywhere, and let the system handle orchestration across the compatible hardware your team already owns.
See Fabrication Intelligence →
Multi-Project Optimization
Plan across multiple jobs to target improved material reuse, reduced over-ordering, and simpler scheduling.
Less setup repetition
Cleaner capture across jobs
Machine Calibration
Keep machine output stable with continuous performance checks and practical drift visibility.
Calibration-aware validation
Optional precision depth
Advanced Capabilities
AR Execution
Deliver step-by-step visual guidance that helps teams execute accurately and document each run.
Operator-confirmed steps
See AR Execution →AI Governance
Support responsible AI operations with reliability monitoring, audit logs, and policy-aligned controls.
Audit-ready validation controls
Review Governance Controls →
How It Adds Up
CAPTURE
Bring your own cameras
Start with compatible hardware you already own. Reference, context, and depth devices can work together in one fleet, and not every camera needs LiDAR.
< 0.7%error-rate target after calibrated validation
VALIDATE
Catches problems before they leave the bench
The workflow starts with your job specs, measured reality anchors, and operator-confirmed steps. Reality Anchors determines bar size and scale from the frame so problems get caught at the bench - not in the field.
Up to 8%scrap-reduction target from cleaner execution
PROVE
Every run builds auditable proof
Each verified run produces a measurable record. Accuracy is visible over time - and every metric is verified against actual production outcomes, not projections.
99%accuracy target verified against production
Design Targets
Representative design targets built from published industry baselines and conservative operating assumptions.
8%
Scrap reduction target
modeled for typical fabrication sites
14 days
Calibration lock-in target
to stable, drift-free machine profiles
99%
Execution reliability target
of steps completed without preventable rework
7.2x
Modeled first-year ROI
conservative model based on published baselines
Design targets modeled from published industry baselines. Individual results will depend on facility configuration, material mix, and operator conditions.
Run-Level Proof
Every job run builds proof
Each run produces verified, auditable results. Accuracy is visible over time — and your data stays yours.
1
Set Up
Your job specs, your bench
2
Capture
Structured camera data
3
Validate
Checked before it leaves the bench
4
Record
Auditable proof of every run
5
Measure
Visible accuracy, run after run
Per-Bench Economics
Price around the station that creates or prevents scrap
A bench is one active fabrication station with its own operators, capture workflow, and validation history. Pricing follows the bench so buyers can connect setup effort, included usage, and measured value without guessing what is bundled.
+Pilot and beta evaluations include a documented review date, tier boundary, and conversion expectation before activation.
+Every bench includes one reference camera. Context cameras ($200/mo) and LiDAR-equipped devices ($450/mo) are added per device when wider coverage or precision depth is needed.
+Plan-specific capabilities use "included in [Plan]" language. Where feature gates are still rolling out, the pricing page calls that out explicitly instead of pretending enforcement is already complete.
+Advanced safety workflows and stronger protection boundaries are scoped separately from the base offer until the technical and legal limits are explicit.
Start Here
Pilot
$1,200/bench/mo
Start with calibrated capture on one bench. Pilot includes the baseline workflow modules you need to prove fit before you expand.
Included usage
Cameras: 1 reference camera (included)
Storage: Starter capture storage for one active bench
Overage: Additional cameras or storage can be added without changing tiers
Best fit
Single benches, small crews, and beta evaluations that need a clean path into paid production use.
One-camera baselineGuided validation workflowsDaily bench reportingWritten review date before conversionFastest path to first validated workflow
Included in this plan
Guided validation workflowsDaily bench reporting
These capability labels show the public plan designation. Where access gates are still rolling out, the pricing methodology page calls that out explicitly.
Recommended
Production
$3,200/bench/mo
Scale from a single reference camera into mixed-camera coverage. Production includes the analytics and calibration controls teams expect before wider rollout.
Included usage
Cameras: 1 reference camera (included) — add context or LiDAR devices as needed
Storage: Pooled capture storage sized for daily production workflows
Overage: Transparent add-ons for higher camera density or heavier storage volumes
Best fit
Fabrication yards, multi-bench shops, and operators who need repeatable validation with cleaner economics.
Mixed fleet orchestrationAnalytics and QA reviewCustom calibration controlsPer-bench economics visibilityClear upgrade path for LiDAR precision
Included in this plan
Guided validation workflowsDaily bench reportingAnalytics and QA reviewCustom calibration controls
These capability labels show the public plan designation. Where access gates are still rolling out, the pricing methodology page calls that out explicitly.
Scale
Enterprise
$4,800/bench/mo
Standardize execution across yards and plants with governance, auditability, and scoped hardware/storage pools that reflect the real rollout. Enterprise includes the export and audit controls larger programs expect.
Included usage
Cameras: 1 reference camera (included) — scoped device allocation by site and validation scope
Storage: Contracted storage pools for long-run traceability and exports
Overage: Custom overage schedules agreed during technical review
Best fit
High-volume plants, ERP-connected operations, and multi-site programs that need formal controls.
Compliance-grade recordsCompliance evidence exportAudit-ready traceabilityDeployment governance for larger fleets
Included in this plan
Guided validation workflowsDaily bench reportingAnalytics and QA reviewCustom calibration controlsCompliance evidence exportAudit-ready traceability
These capability labels show the public plan designation. Where access gates are still rolling out, the pricing methodology page calls that out explicitly.
Device Add-Ons
Every bench includes one reference camera. Add devices when your operation needs wider coverage or precision depth.
Context Camera$200/device/mo
Add wider coverage, redundancy, or multi-angle capture to any bench.
Wider coverage without complexity
LiDAR-Equipped Device$450/device/mo
Sub-millimetre precision depth for tighter bend verification or spacing checks.
Precision depth where accuracy earns its keep
Production and Enterprise plan labels describe what is included in each plan. Some access boundaries are still moving from documented designation into fully enforced gates.
Feature Comparison
Plan designations mapped to commercial capabilities
Pilot starts with guided validation and daily reporting. Production adds analytics, QA review, and custom calibration controls. Enterprise adds formal export and audit capabilities. Public plan labels are live now; some access gates are still rolling out behind them.
Pilot $1,200/bench/mo Incl. 1 reference camera | Production $3,200/bench/mo Incl. 1 reference camera | Enterprise $4,800/bench/mo Incl. 1 reference camera | |
|---|---|---|---|
| Core | |||
AR Execution Guidance | |||
Daily Dashboards | |||
Offline-First Operation | |||
Email Support (48h) | |||
Bench Capacity | Limited | ||
| Advanced | |||
Analytics & QA | |||
Custom Calibration | |||
Priority Support (24h) | |||
Scrap Reduction Engine | |||
| Enterprise | |||
Compliance Export | |||
Audit Trails | |||
Dedicated Account Manager | |||
SLA-Backed Uptime | |||
ERP Integration | |||
Additional devices: context cameras at $200/device/mo, LiDAR-equipped devices at $450/device/mo. Advanced safety workflows are packaged separately until those controls are explicitly scoped.
FAQ
Common questions
Get in Touch
See if it fits your operation
Complete the form and we'll return with a fit assessment, suggested rollout scope, and an estimate of what you could save.
- We map the right one-camera baseline, mixed-camera expansion path, and optional LiDAR upgrade for your workflow.
- Pilot and beta evaluations include a documented review date and paid-conversion expectation before activation.
- Optional technical deep-dive covering architecture, integration, governance, and export requirements.