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The Bright Lens Community yada yada yada and more yada to make this sentence to 2 lines in white.

AI Integrations that actually move the needle
Bright Lens LLC helps businesses and government agencies run smarter by making everyday tasks easier—like managing data, implementing AI, and building apps for Smart TVs. We’re a veteran-owned company that partners with both the public and private sector to provide solutions to real-world problems.

What We Deliver
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End-to-end AI integration: workflow automation, data pipelines, model orchestration, API wiring, and human-in-the-loop review.
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Streaming & Smart TV app experiences: white-label OTT on web/mobile/TV; AI Subtitling; live event broadcasting; AI content moderartion; Linear TV/FAST; paywalls and subscriptions. We are the experts and resellers for Muvi+1
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Community & engagement: real-time live chat, ratings/reviews, UGC, and analytics with moderation controls.
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Security & governance: SSO, role-based access, DRM, watermarking, geo/IP controls, audit trails.
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Analytics you can act on: unified events and dashboards across sites/apps/streams.
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Discovery & Blueprint – Current-state mapping, risk register, ROI targets
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Pilot – Low-risk slice to validate stack + KPIs
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Integration – Data, identity, payments, and app surfaces wired in
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Enablement – Playbooks, training, and admin tools for your team
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Operate & Improve – SLAs, dashboards, and a backlog of measured wins

How We Work

Public-sector
Partners
Bright Lens is an SDVOSB with deep experience in custom software, data integration, analytics, ML/AI, IoT, and modernization.
Pertinent identifiers:
UEI - GWR1YWWJFB86
CAGE - 9LHB2
Primary NAICS:
541511 Custom Computer Programming Services
Secondary NAICS codes:
518210 Computing Infrastructure
516210 Media Streaming
541715 Scientific R & D
541512 Computer Systems Design
541519 Other I.T. Services
We support audit-ready AI reporting to accelerate governance and compliance reviews.
Model Observability & Governance is deep visibility for safer AI.
Bring MRI-level insight to your AI systems so you can see what changed, why it changed, and how to fix it—without tearing everything down.
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Real-time model health: detect drift, failure, and anomalies as they happen.
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Data & version attribution: trace outputs to specific training datasets and model versions for clear accountability.
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Post-training correction: mitigate learned behavior without full retraining and run sensitivity/meta-tuning to lift performance.
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Explainability & reporting: export audit-ready results (e.g., OSCAL) aligned to federal/international frameworks.
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Cloud-agnostic & pipeline-friendly: deploy on Google Cloud or AWS (Azure coming), integrate via OpenAPI with major ML frameworks.
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Content impact scoring: quantify how training content influences model behavior and optimize continuously.

AI Model Observability
& Governance

White-Label
Streaming & Digital Experiences
Launch branded destinations across web, mobile, and Smart TV with the features your audience expects:
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Live & on-demand: broadcast events, webinars, town halls; publish VOD libraries. Muvi+1
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Integrate AI Agentic tools such as automated subtitles, translations to 75 languages, moderate and compliance enforcement for content uploading. Muvi AI
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Linear & FAST channels: schedule programming and syndicate. Muvi FAST
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eLearning Platform with power multiscreen L&D experiences for online education, professional training and certification programs. Muvi eLearning
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Protection & compliance: multi-DRM, watermarking, geo/IP controls, and age/maturity ratings. Muvi DRM
Make your data useful—fast. We build the pipes and models that turn raw events into actions:
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Data fabric & lakes, AI/ML, and analytics for forecasts, cohorts, and churn/risk scoring.
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IoT & edge signals to enrich operations with device/location context.
