A forward deployed engineer (FDE) is a senior engineer who embeds inside a customer’s organisation to turn a general AI platform into a working solution for that company’s specific problems. Instead of shipping software and walking away, the FDE sits with…
Private AI Deployment for Singapore Businesses
Run Two AI Models at Once, and Keep the Best Answer, Privately
MTAIChat is the MT Labs self-hosted AI chat platform. Its multi-model mode runs two LLMs side by side on the same prompt so your team can compare answers and keep the better one. It bundles a canvas notes sidebar and unlimited…
Stop Paying Per User for AI Image Generation
Per-seat AI image tools charge a monthly fee for every person and still cap how much each one can generate. A private server flips that: you rent one machine, the whole team generates without per-image meters, and the cost stays flat…
Your Cloud Subscription Stack vs One Private AI Server: The Real Cost Story
Most Singapore teams now pay for a dozen separate cloud AI subscriptions, each billed per user, each holding company data on someone else’s servers. Renting one private AI server replaces that stack with a single setup you control: unlimited usage, unlimited…
Why Your Team’s AI Images Never Look Consistent, and How to Fix It
Most teams get inconsistent AI images because every person prompts differently and pulls from a different tool. Each result reflects one person’s wording, not the brand. The fix is shared infrastructure: a curated style library everyone draws from and a common…
Is It Safe to Put Company Data into Cloud AI Chat Tools? A Singapore PDPA Guide
Putting company data into a public cloud AI chat tool can breach Singapore’s PDPA when that data identifies people and you have not secured consent or controlled where it goes. The paid enterprise tiers reduce the risk. Running a private model…
AEO Agency Singapore: Get Your Business Cited by ChatGPT, Gemini and Perplexity
Answer Engine Optimisation (AEO) is the work of getting your business named directly inside AI answers from ChatGPT, Gemini, Perplexity and Google AI Overviews. MT Labs runs AEO as a managed service for Singapore companies, built on AEO Pro, the citation…
A WhatsApp AI Agent for your Business
Private, self-hosted WhatsApp AI Assistant. Self-learning memory, scheduled jobs, OCR, voice, Google integration. No cloud subscription.
Understanding Average Session Duration: A Key Metric for Digital Performance
Search engines, including Google, rely heavily on user engagement metrics when assessing the quality and relevance of web content. Among these measurements, average session duration stands out as a critical indicator of how engaging and useful your digital material truly is….
Understanding LLM Citations: Building Authority in the Age of AI
The rise of Large Language Models (LLMs), the technology powering advanced conversational AI tools such as ChatGPT, Claude, Gemini, and Perplexity, is fundamentally changing how information is consumed online. As search behavior shifts toward these AI platforms, a new metric for…