Alknoma Insights

Explore the latest updates, insights, and articles from our team.

Illustration representing the gap between individual AI productivity and team performance

The Gap Between Individual AI Gains and Team Performance

2026-04-02 • Howard Chen

AI can make one person faster very quickly. It does not automatically make the team move faster. The bottleneck usually isn't the writing — it's the coordination around the work.

Illustration of a stressed person at a laptop with scribbled thoughts, representing the overwhelm of coordination work

Busy Isn't Productive: The Hidden Work Slowing Your Team Down

2026-03-11 • Howard Chen

The problem isn't effort. It's the coordination tax: the invisible work created purely to align people, re-explain decisions, and chase missing pieces. This isn't execution. It's fake work, and it quietly eats the capacity teams think they have.

Human hand writing notes alongside a robot hand typing on a laptop, symbolizing human-AI collaboration

Why Most AI Tools Assume a Perfect World (And Teams Don't Work That Way)

2025-02-09 • Howard Chen

AI workflows look brilliant in demos, then quietly fall apart on a Tuesday afternoon. Not because the model is bad, but because the workflow assumes conditions your team almost never has: complete context, stable priorities, and instant decisions.

Robot hand holding a glowing money bag with dollar sign, symbolizing AI costs and investments

The Real Cost of AI: Sunk Costs, Rebuilds, and Workflow Debt

2025-02-05 • Howard Chen

AI promises productivity gains, but hidden costs pile up fast. Sunk costs drive teams to double down on broken setups, rebuild loops drain resources, and workflow debt quietly erodes momentum. Here's what it actually takes to break the cycle.

Ayven AI automation platform interface

Meet Ayven: Alknoma's AI Automation That Turns Busy Work Into Real Outcomes

2025-01-09 • Howard Chen

AI tools like ChatGPT and Copilot generate content, but they also increase workloads. Ayven is different — it's real AI automation built for team operations that works autonomously alongside your teams to move work forward.

Illustration of AI workflow challenges in distributed teams

Why AI Workflows Break in Async Teams

2025-01-04 • Howard Chen

AI workflows don't fail because the AI is weak. They fail because the way teams actually work doesn't match the assumptions baked into most AI tools. AI only works when teams already know how to work asynchronously.

AI robot assistant surrounded by productivity icons including checklists, charts, and documents

How Much Time AI Really Saves — The Truth Behind AI Productivity Claims

2024-12-12 • Howard Chen

AI productivity claims often fall apart in practice. 95% of enterprise GenAI pilots fail because most tools ignore context, timing, and human behaviour. Here's what actually creates real time savings.