The briefing

Everything we know about measuring AI and behaviour.

Answer-first guides on real AI fluency, the cost of workplace behaviours, and how to turn both into numbers leadership can act on.

AI Litmus7 min read

AI training needs analysis in India: what to measure before you train

Before buying another AI workshop, Indian HR and L&D leaders need to know which roles are ready, which workflows carry risk, and what closing the gap is worth in rupees.

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AI Litmus6 min

The jagged frontier: why your most confident AI users fail silently

AI is brilliant on one side of an invisible line and unreliable on the other. Your heaviest users are often the ones who cannot see the line, so they ship worse work without knowing it. Here is what the jagged frontier is, why it hides inside your best team, and how to measure it.

AI Litmus5 min

Why you can't prove ROI on AI training (and the number your CFO wants)

Most teams roll out AI, run training, and still cannot show finance what it was worth. Here is why AI training ROI is so hard to measure, and the rupee number that answers the question.

AI Litmus5 min

Your team's AI problem isn't a skills gap. It's a visibility gap.

You bought the AI licences and ran the training, and you still can't say how good your team really is. That is not a skills problem. It is a measurement problem, and it is fixable.

AI Litmus8 min

How AI-fluent is your team, really? A role-by-role guide

AI fluency is not one number. It is five capabilities that look completely different for a salesperson and a support agent. Here is how to measure it honestly, role by role.

Behavioral Intelligence7 min

What is your team's disengagement actually costing you?

Disengagement, burnout and broken expectations rarely show up in a report until someone quits. Here is how to turn those quiet behaviours into a rupee figure your leadership can act on.

AI Litmus6 min

Why generic AI readiness tests fail (and what to do instead)

Most AI readiness tests are a quiz that scores every role the same way and ends in a certificate nobody acts on. Here is why they mislead, and what role-aware assessment does differently.

AI Litmus6 min

The hidden AI adoption gap: tools you pay for that nobody uses

The sharpest finding in most AI rollouts is not a lack of tools. It is the licences you already pay for that nobody uses, and the tools people use but quietly outgrew. Here is how to find and close that gap.

Behavioral Intelligence6 min

Behavioral Intelligence vs engagement surveys: what's the difference?

Engagement surveys give you sentiment on a scale. Behavioral Intelligence gives you an honest read of behaviour, priced in rupees, with a plan. Here is how they differ and when each matters.

AI Litmus7 min

How to build an ROI case for AI upskilling your teams

Finance will not approve an AI training budget on a promise. Here is how to build a conservative, defensible ROI case, and how to show its confidence honestly.

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