WITNESS MANUFACTURING
Your own truth factory.
Own the machine that makes truth verifiable. While others debate satisfying AI detection, you'll be producing the only hardware that proves authenticity at capture. ML-powered automation. Robotic assembly. Systems that improve over time. Full ownership. Full territory. $2.85M+ annual profit potential.
Why Now.
Why This.
The Arms Race is Unwinnable
Every AI detector becomes training data for better generators. Detection accuracy decays within months. Software solutions are a treadmill—hardware attestation is the exit.
Regulation is Coming
EU AI Act. US deepfake legislation. Platform liability laws. Organizations will need provenance infrastructure—not "maybe," not "someday." Now.
$40B+ Problem, No Hardware Solution
Annual cost of misinformation globally. Insurance fraud. Legal disputes. Brand damage. Everyone's building software. We're building the machine that builds the solution.
The Buyers Are Ready
News organizations. Legal firms. Insurance adjusters. Content creators. They're not asking "do we need this?" They're asking "where do we get it?"
You're not investing in a product. You're investing in manufacturing capacity. When demand hits—and it will—you'll own the machine that meets it.
What You'll
Manufacture
Your factory produces Witness—the hardware layer for content authenticity. Not detection. Proof. Cryptographic attestation at the moment of capture. But this is also a general-purpose electronics manufacturing platform. No lock-in. Your capability.
Witness Clip
Compact verification device. Attaches to any smartphone. Real-time ML analysis detects screens, projectors, synthetic sources. Cryptographic proof embedded in every frame.
Witness Pro
Enterprise configuration. External camera pod with depth sensing for dual-source verification. Chain-of-custody documentation. Courtroom-ready evidence capture.
Custom Products
Your factory. Your products. SMT assembly, robotic integration, 3D printing, calibration— all general-purpose. Contract manufacturing. White-label electronics. The capability is yours.
Core Technology
Edge ML Processing
4 TOPS neural accelerator. Real-time screen/projector/synthetic detection. 30-40ms latency.
Environmental Fingerprint
Multi-sensor environmental data—pressure, motion, orientation, position—fused into unforgeable proof of context.
Hardware Attestation
Secure element signs every frame. Rolling proof chain. Tamper-evident architecture.
Open Architecture
Full schematics. Production recipes. MIT license. No vendor lock-in.
Fully Automated
Micro-Manufacturing
The Witness Manufacturing Center is a complete, containerized production facility. 40ft High-Cube shipping containers—standard, shippable, deployable anywhere. Plug in power and network—start producing. No factory experience required. ML systems learn and optimize. Robotics handle assembly. You handle scale.
Inside the Containers
Two 40ft High-Cube containers. Complete production line. Click to explore.
Fabrication — PCB assembly line with SMT placement, reflow soldering, and automated inspection. Plus 8 FDM + 2 SLA 3D printers for enclosures.
Containerized Deployment
40ft High-Cube ISO containers. 12m × 2.4m × 2.9m. Drop anywhere with level ground and 3-phase power. Production in 48 hours.
SMT Assembly Line
Automated stencil printer, pick-and-place at 20-40K CPH, reflow oven, AOI inspection. 0201 to BGA. 500-1,000 PCBAs per day.
Robotic Assembly
6-axis collaborative robots with ±0.02mm precision. PCBA install, wiring, enclosure close. No safety cages needed. 24/7 capable.
3D Print Farm
8 FDM printers + 2 SLA with wash/cure. 100-200 enclosures per day. Prototypes to low-volume production. External injection molding for scale.
Calibration Chamber
NIST-traceable sensor calibration. Barometer, magnetometer, IMU, temperature, ambient light. Every device calibrated to precision references.
ML Quality Control
AI defect classification, predictive maintenance, optimized placement paths. Systems improve over time. Federated learning across all centers.
LLM Process Observation
Large language models analyze production logs, identify anomalies, suggest optimizations. Natural language interface for diagnostics.
Secure Provisioning
Key generation, certificate injection, device registration. Every unit gets unique cryptographic identity. Full chain of custody.
Production Capacity
You Build.
You Profit.
Simple model. We purchase every unit you produce at a guaranteed wholesale price—you never sit on inventory. Want higher margins? Sell directly in your territory and keep the retail spread. Your factory. Your floor. Your upside.
Your Production Cost
Volume pricing. Components supplied through network.
Your Margin
5% network royalty on direct sales. Enterprise pricing at your discretion.
Zero Risk Model
Factory capacity: 500-1,000 units/day.
Investment Includes
Move Fast.
Stake Your Claim.

Territories are closing.
Every week you wait is another investor securing your region. First movers are already locking in exclusive manufacturing rights — territorial monopolies that can't be replicated once claimed.
The early investor advantage compounds daily.
Investor Reservations Open
Secure your territory. Lock in early pricing. Limited Manufacturing Centers available.
Kickstarter Launch
Consumer product launch. $500K funding goal. Market validation and first production run.
Factory Development
First containerized factory built. Systems integration, testing, and process optimization.
Investor Deliveries
First Manufacturing Centers ship to US investors. On-site installation and training begins.
Global Expansion
LATAM and EU territories open. Network effect activates. Cross-border optimization sharing.
What We're
Really Building
Witness devices are the anchor product. But the containers are modular manufacturing infrastructure. Every capability we add becomes a capability you own. This is a platform, not a product line.
Vertical Stacking
Add capability modules. Precision optics. Advanced sensors. Expanded SMT. Your factory grows with demand—no new facility required.
Modular expansionHorizontal Scaling
One container. Then two. Then a network. Distributed manufacturing that scales linearly. No factory buildout. No permits. Just containers.
Linear scalingGet the
Full Picture
The investment deck covers everything: detailed unit economics, territorial maps, supply chain breakdown, factory specs, and the full technical architecture.