AI driven tools for Planning

There’s been a lot of noise recently around AI‑enabled planning, risk forecasting, and project controls, but much less clarity on what is genuinely moving the needle beyond traditional CPM‑based approaches and deterministic controls.

From what I’m seeing, the more interesting tools are shifting planning away from being a static baseline exercise and towards a dynamic, probabilistic, network‑aware decision system. The real value seems to emerge where AI is applied to:

• Learning from historical project performance at scale
• Understanding structural logic risk and schedule fragility, not just durations
• Continuously forecasting outcomes based on changing conditions
• Supporting better decision‑making rather than just faster reporting

Over the last period, I’ve personally used and been actively testing a few AI‑driven platforms in this space, particularly where they integrate planning logic, risk, and controls in a more modern way. A few that stand out from hands‑on exposure are:

• nPlan – strong application of machine learning to schedule risk forecasting using large historical datasets
• Nodes & Links – interesting approach to network logic modeling and visualisation, particularly around causality and dependency strength
• Clarity Axis  – focus on connecting planning, controls, and decision intelligence rather than treating them as separate layers
• Alice Core - Scenario planning tool

I’m not suggesting these are the only contenders, or that any one tool is “the answer”, but they do point to where AI seems genuinely helpful rather than superficial.

Links to the tools mentioned:

• nPlan – https://www.nplan.io
• Nodes & Links – https://www.nodeslinks.com
• Clarity Axis – https://clarityaxis.group/
• https://www.alicetechnologies.com/home

I’d be really interested to hear from others in this community:

• What AI‑enabled planning or project controls tools are you seeing real value from?
• Where do you think AI is currently over‑hyped vs genuinely useful?
• Are there platforms you’ve tested that meaningfully improve predictability or decision‑making?

Looking forward to the discussion.