Question 1

How do you choose between OpenAI, Claude, Gemini, or local open-source models?

Accepted Answer

We select AI models based on your specific use case, latency needs, data privacy constraints, and unit economics. For deep reasoning and long-form structured output, Claude 3.5 Sonnet is often our top pick. For ultra-fast multi-modal tasks, Gemini 1.5 Flash excels. When data cannot leave your private cloud or on-premise infrastructure, we deploy local models like Llama 3 or Mistral via Ollama or vLLM.

Question 2

How do you prevent AI hallucinations and ensure production-grade accuracy?

Accepted Answer

We implement robust multi-layered validation architectures: Retrieval-Augmented Generation (RAG) with vector databases (Pinecone/pgvector), strict Pydantic/Zod schema enforcement, deterministic rule-based post-processing, and multi-agent cross-verification pipelines. This ensures outputs are factually grounded in your proprietary knowledge base.

Question 3

Can you build AI systems that comply with HIPAA, GDPR, or strict enterprise data privacy rules?

Accepted Answer

Yes. We have built HIPAA-compliant healthcare document processing pipelines and completely air-gapped private LLM systems. We use zero-retention enterprise API agreements, on-premise model hosting, data pseudonymization before model ingestion, and end-to-end encrypted storage to ensure your proprietary business data is never used for training.

Question 4

What is the difference between a simple chatbot and an AI Agent?

Accepted Answer

A chatbot merely answers text prompts. An AI Agent has tools, memory, and autonomous decision-making loops — it can read PDFs, call external APIs, query SQL databases, execute calculations, verify its own work, and trigger actions in your ERP or CRM without human intervention.

Question 5

Do you build custom Computer Vision and IoT systems for physical hardware or factories?

Accepted Answer

Yes. We have over two years of direct experience building industrial visual inspection systems with real-time video feeds (MQTT + ffmpeg), defect detection algorithms, and custom image annotation tooling running directly on factory floor production lines.

Computer Vision & IoT

What we engineer for Computer Vision & IoT.

Primary Tech Stack & Tools

Why Choose vertXsoft

100% Code & IP Ownership

Bi-Weekly Sprints

Security & Privacy

Shipped projects using this capability.

Snap Platform

OV20i AI Vision System

Questions about Computer Vision & IoT

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Other Engineering Capabilities

AI Agents & Automation

Generative AI Products

Web Apps & Platforms

Data & Machine Learning

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