Instrument the real world.
Capture signals across software, devices, users, and operations to understand the full decision context.
Proviq - Pro Vision IQ
Building adaptive AI systems for the real world.
Proviq is a systems-first AI company focused on long-vision intelligent platforms that do not just automate tasks. They learn, adapt, and improve inside real operational environments.
We design and deploy adaptive AI systems that evolve with your data, your users, and your infrastructure. Our work spans agentic AI, reinforcement learning, generative AI, computer vision, IoT intelligence, and production-grade software systems.
Proactive intelligence
AI systems with vision, memory, feedback, intent, and continuous adaptation.
- 01 Observe real-world signals across software, devices, users, and operations.
- 02 Decide actions with traceable policies and operational constraints.
- 03 Learn from delayed, sparse, and imperfect feedback.
- 04 Adapt decisions, policies, and workflows over time.
What Proviq does
From static AI to living intelligence systems.
Most AI deployments are trained once, deployed once, and slowly degraded by reality. Proviq designs learning environments where intelligence improves with use.
Make traceable decisions.
Turn signals into actions with constraint-aware policies, clear decision traces, and human oversight.
Learn from imperfect feedback.
Design reinforcement learning loops that handle delayed, sparse, and noisy signals without brittle assumptions.
Continuously improve decisions.
Adapt policies, workflows, and representations as environments evolve and constraints shift.
Impact
Measured outcomes from real deployments.
Impact varies by environment, but Proviq systems are built to unlock compounding gains as feedback loops mature.
25x
Productivity gains
Up to 25x in AI development and deployment workflows.
75%
Cost optimization
Up to 75% by eliminating brittle pipelines and manual iteration.
Hours
Time to production
Production-ready deployments in hours instead of months.
We focus on traceable, auditable intelligence so performance remains visible and governed.
How we deliver intelligence
Modular. Composable. Infrastructure-friendly.
Proviq platforms integrate directly into existing environments so intelligence grows with your systems.
No rip-and-replace
AI adapts to your systems, not the other way around.
Environment-aware learning
Intelligence is shaped by real operational conditions.
Feedback-driven loops
Every action improves future decisions.
Traceable and auditable
Decisions are observable, inspectable, and governable.
Scalable by design
Expand from pilots to enterprise scale without friction.
Platforms
Specialized platforms inside one intelligence architecture.
Proviq hosts platforms that form a modern intelligence stack designed to grow as technologies and paradigms shift.
From rewards to reality.
OptRL is Proviq's real-time reinforcement learning and decision optimization platform for environments where outcomes are delayed, feedback is sparse, and optimal behavior cannot be hard-coded.
- Learn optimal policies from real operational feedback.
- Optimize decisions under constraints and uncertainty.
- Adapt continuously as conditions change.
- Maintain decision traces for analysis, safety, and control.
Perception that feeds decisions.
A production-ready perception layer that turns raw video into structured, actionable signals across edge, on-prem, and cloud environments.
- Convert camera feeds into intelligent perception systems.
- Detect, classify, and track real-world events in real time.
- Deploy through no-code and low-code workflows.
- Continuously improve accuracy through real-world feedback.
Services
Expertise across the full intelligence stack.
We design and deploy adaptive systems that connect perception, decision-making, learning, and infrastructure.
Agentic AI Systems
Design and deployment of autonomous and semi-autonomous agents that plan, act, observe outcomes, and adapt over time.
Generative AI Integrations
Production-grade integration of generative models into workflows, grounded in domain context and system feedback.
Reinforcement Learning + Environment Design
Custom RL environments that allow existing systems to learn optimal behavior under real operational constraints.
Computer Vision
End-to-end perception systems for real-time detection, alerts, analytics, and learning.
IoT + Edge Intelligence
Embedding intelligence directly into physical and cyber-physical systems for local adaptation and control.
MLOps + AI Infrastructure
Reliable pipelines for training, deployment, monitoring, versioning, and governance.
Recommendation + Decision Engines
Adaptive systems optimized for long-term outcomes, not short-term metrics.
Knowledge Graphs + Intelligent Retrieval
Graph-based systems connecting data, context, and meaning for explainable reasoning and retrieval.
Why Proviq
An intelligence architecture company, not a single product.
We develop and operate multiple platforms that together form a modern intelligence stack built to evolve.
Designed to host multiple paradigms.
Proviq combines decision intelligence, computer vision, agentic and generative systems, reinforcement learning loops, and production-grade software engineering.
- Decision intelligence (OptRL)
- Computer vision
- Agentic and generative systems
- Reinforcement learning feedback loops
- Production-grade software systems
Proactive intelligence, delivered.
AI that improves with use, not systems that require constant retraining or replacement.
Observe
Decide
Learn
Adapt
All while operating inside the reality of your infrastructure.
Start now
Ready to build AI that learns in the wild?
We design living intelligence stacks for mission-critical environments. Let us map your first loop.
Contact
Talk with the Proviq team.
Share your use case and we will connect you with the right platform and team.
Contact details
Proviq operates from Plano, TX and partners with teams worldwide.
Email
contact@proviq.com
Response time
Within 2 business days.
Focus
Reinforcement learning, computer vision, adaptive AI systems, IoT, MLOps, and more.