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Current Focus — 2026–2027

Design Partners We're Seeking Now

We're actively recruiting 2–3 enterprise design partners for real-world validation pilots in 2026. Contact us if your company fits one of these profiles.

Recruiting

AI Camera Platforms

Smart camera systems that need intelligent content understanding built in. We provide the context intelligence SDK that integrates into your camera pipeline.

  • On-device safety layer integration
  • Context-aware moderation
  • No cloud dependency required
Recruiting

Video Applications

Video sharing platforms seeking better moderation outcomes. Context intelligence reduces false positives that drive creator churn.

  • Reduced false positive rate
  • Creator retention improvement
  • Explainable moderation decisions
Recruiting

Robotics & Smart Devices

Autonomous systems and smart devices that need scene understanding for safety-critical decisions — not simple object detection.

  • Contextual scene understanding
  • Safety-critical decision support
  • On-device, no latency penalty from cloud
Recruiting

Enterprise Vision Systems

Internal security systems and enterprise camera deployments that need context-aware analysis for HR compliance, safety monitoring, and access management.

  • HR compliance context layer
  • Privacy-preserving by design
  • Audit-ready explainable decisions

Ready to Discuss a Pilot?

We offer 12-week co-development partnerships: your data and use case, our framework — building the inference engine together. Concept demo within 2 weeks of application.

Become a Design Partner
Future Focus — 2028+

Long-Term Target Markets

These markets represent our long-term research direction. They require mobile SDKs and OEM partnerships that are currently in planning phases.

Future — 2028+

OEM Camera Manufacturers

Built-in context intelligence for Apple, Google, Samsung camera systems. On-device safety as a default hardware feature.

Requires: Mobile SDK completion, OEM partnership discussions. Currently in strategic planning.

Future — 2028+

Mobile Platforms

iOS and Android default camera app integration. Context intelligence as a platform safety standard.

Requires: iOS/Android SDK development, platform partnership. Not currently available.

These are research directions, not current capabilities.

Mobile SDK and OEM integrations are not currently available. See our Future Roadmap for realistic timelines.

Design Partner Program

What Design Partners Receive

Design partnerships are structured collaborations — not simple SDK trials. We work closely with a small number of partners to validate and refine our approach.

01

Concept Demo

Demonstration of the framework and decision logic against your specific use case. Scheduled within 2 weeks of application.

02

SDK Framework Access

SDK framework available for technical evaluation under NDA. Real model co-development: 8–12 weeks per partner.

03

Pilot Design

We co-design the pilot with you — success criteria, scenarios, fairness metrics. Your use case shapes our roadmap.

04

Research Credit

Design partners are credited in our published research. Your anonymized pilot data contributes to public benchmarks.

05

Preferred Pricing

Design partners receive preferred commercial terms when the enterprise SDK reaches production.

06

Direct Access

Direct line to founding team. We review feedback weekly and ship updates accordingly.