Explore our latest thoughts on AI, technology, and digital transformation
Most chatbot security advice is theater. A few badges. A vendor promise. Maybe an encryption bullet on a sales page. Then the audit starts, or worse, a...
Most companies asking for an AI model customization service don't need fine-tuning first. They need better judgment. That's not a hot take for effect. It's...
Most companies building voice bots for WhatsApp are solving the wrong problem. They obsess over accents, avatars, and demo polish. But the real winner in...
Most AI products shouldn't be built. I've watched teams burn six figures on clever demos that looked great in a board meeting and died the minute real users...
Most appointment bots fail because theyâre too polite to say âno.â They collect a date, grab a time, and then fall apart the second your actual business rules...
Most enterprises talking about fine-tuning aren't ready for it. That's not a hot take, it's the pattern. According to Vertesia's 2025 survey, only 30% of...
Most AI voice bots don't fail because the models are bad. They fail because teams build for demos, not for conversation. I've seen smart engineers ship...
Most insurers are aiming AI at the wrong problem. They keep chasing full automation, as if claims is just paperwork plus math, and then act surprised when the...
Most real estate AI projects fail before the model fails. They break in the handoff, inside the messy middle where your MLS data, CRM rules, scheduling logic,...
Most AI systems donât fail with a crash. They fail while everyoneâs still calling them âproduction-ready.â Iâve watched teams celebrate an on-time launch, then...
Most EdTech AI still fails the students who need it most. That's the part vendors skip, even while 86% of educational organizations say they've already...
Only 21% of teams say they're strongly satisfied with their current voice agents, according to the 2025 State of Voice AI report. That number stopped me cold....
Most WhatsApp chatbot projects fail before the first message goes live. Not because the AI is weak. Because the integration choice is wrong from day one, and...
Most video analytics projects fail before the model even runs. Not because the AI is weak. Because the pipeline is a mess. Thatâs the part too many teams still...
Most companies shouldn't build a website chatbot. That's not a hot take. It's what the numbers keep saying once the invoices, delays, and maintenance tickets...
Most AI automation programs shouldn't have been approved. I know that's blunt. But I've watched teams celebrate faster workflows, cleaner dashboards, and more...
Most companies shopping for an LLM development company are buying the wrong thing. They say they need a custom model. What they usually need is an application...
Most enterprise LLM projects should not start this quarter. That's not caution talking. That's pattern recognition from watching smart teams waste months on...