AI & MACHINE LEARNING DEVELOPMENT
Design, train, evaluate and deploy custom machine learning, computer-vision, NLP and predictive models with practical MLOps and business integration.
Learn moreAI CCTV SURVEILLANCE & VIDEO ANALYTICS
Turn authorised CCTV and camera feeds into configurable security and safety events, with detection, alerts, operator review and privacy-aware deployment.
Learn moreAI AGENTS & INTELLIGENT AUTOMATION
Build enterprise AI agents that use approved tools, coordinate multi-step workflows and maintain human approval for consequential actions.
Learn morePRIVATE AI ASSISTANTS & RAG
Connect AI assistants to approved organisational knowledge with retrieval, source grounding and access controls.
Learn moreBIOMETRIC INTELLIGENCE
Engineer identity, liveness, anti-spoofing and attendance workflows with appropriate governance.
Learn moreIoT & EDGE AI
Bring inference closer to cameras, sensors and embedded systems when latency, resilience or privacy require local processing.
Learn moreCUSTOM SOFTWARE & SaaS DEVELOPMENT
Develop web and mobile products, APIs and enterprise platforms that integrate AI with business workflows.
Learn moreRESEARCH & PROTOTYPING
Validate data readiness, feasibility and technical risk through focused discovery and representative prototypes.
Learn moreCUSTOM AI & MACHINE LEARNING DEVELOPMENT
We develop machine learning systems around real datasets and measurable decisions: forecasting, classification, anomaly detection, natural-language processing, computer vision and model APIs. Each project considers data quality, evaluation, monitoring and ongoing model operations. Explore custom AI and ML development or request a project assessment.
- DATA READINESS & FEASIBILITY
- CUSTOM MODEL DEVELOPMENT
- MODEL EVALUATION & MLOps
- PRODUCTION INTEGRATION
AI-POWERED CCTV SURVEILLANCE & VIDEO ANALYTICS
AI video analytics can help authorised security and operations teams review relevant events across existing camera feeds. Potential workflows include object or vehicle detection, defined-zone intrusion alerts, safety-event review and searchable event history. Feasibility depends on camera quality, lighting, integration and the operational environment; detection is not infallible. Read about AI smart security and video analytics.
- CAMERA & VIDEO STREAM INTEGRATION
- CONFIGURABLE ZONE AND EVENT DETECTION
- REAL-TIME ALERTS & HUMAN REVIEW
- ACCESS CONTROLS, RETENTION & PRIVACY
AI AGENT DEVELOPMENT & INTELLIGENT AUTOMATION
We build bounded AI agents for business processes where approved APIs, knowledge and tools need to work together. Examples include document processing, ticket triage, internal reporting and approval preparation. Tool permissions, human checkpoints, validation, audit logs and recovery paths are essential. Explore AI agent development and automation.
- TOOL-CALLING & API INTEGRATION
- MULTI-STEP WORKFLOW ORCHESTRATION
- RAG & APPROVED KNOWLEDGE ACCESS
- HUMAN APPROVAL & AUDITABILITY
SOFTWARE, CLOUD & SECURITY THAT SUPPORT PRODUCTION AI
AI systems need reliable applications, integrations and infrastructure. Our supporting work spans custom web and mobile software, SaaS platforms, backend APIs, cloud and DevOps delivery, and security-conscious deployment. Cloud, DevOps and cybersecurity scopes are assessed per engagement rather than presented as separate certified offerings. Explore web and mobile product engineering and IoT and edge AI.
- CUSTOM SOFTWARE & SaaS
- CLOUD & DEVOPS ENGINEERING
- CYBERSECURITY & DEVSECOPS PRACTICES
- API & ENTERPRISE INTEGRATIONS
FROM DISCOVERY TO MEASURED PRODUCTION OUTCOMES
We start by defining the workflow and success criteria, then assess data and feasibility, design the architecture, build and evaluate a pilot, integrate it securely, and monitor performance after rollout.
- 01 · DISCOVER THE PROBLEM
- 02 · ASSESS DATA & FEASIBILITY
- 03 · BUILD & EVALUATE
- 04 · DEPLOY WITH CONTROLS
- 05 · MONITOR & IMPROVE
WHAT AI DEVELOPMENT SERVICES DOES TRUEFOX AI OFFER?
Truefox AI focuses on custom AI and machine learning development, AI CCTV surveillance and video analytics, and enterprise AI agent development. Supporting services include software, cloud and integration engineering.
CAN AI VIDEO ANALYTICS WORK WITH EXISTING CCTV CAMERAS?
Often, yes, when compatible video streams or integrations are available. Suitability depends on camera resolution, lighting, network access, supported protocols and the events that need to be detected. A feasibility review is needed before confirming compatibility.
HOW ARE AI AGENTS KEPT UNDER CONTROL?
Enterprise AI agents should use narrowly scoped permissions, validated inputs and outputs, tool-level access controls, audit logs and human approval for consequential actions. Governance is designed for each workflow's risks.
HOW DO WE START AN AI OR CCTV ANALYTICS PROJECT?
Start with a discovery conversation about the operational goal, existing systems, data access, security requirements and success criteria. A scoped feasibility assessment can establish the appropriate next step.