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THE BRIEFING

Everything we know about AI and behaviour.

All 22 guides on AI fluency, adoption, process mining, automation, ROI and the hidden cost of workplace behaviours.

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22 articles

AI Litmus · 9 MIN READ

Your AI maturity model measures the company. It should measure the people.

Published AI maturity models score an organisation's ability to build and deploy AI. Useful for a CIO, useless for deciding who to coach. Here are the five levels of an individual, why they have to be read per role, and the move almost nobody makes with them.

AI Litmus · 8 MIN READ

Everyone finished the AI training. Monday looked exactly the same.

Generic AI training reliably produces completion and almost never produces change. Here is the design flaw behind that, what role-based enablement actually means beyond a course catalogue, and why it is impossible without a role-based measurement first.

AI Litmus · 8 MIN READ

What an AI transformation lead actually owns

The title is new, the job specs already agree on it, and the hardest part of it has no tooling. Here is what the role owns, how it gets measured, and which of its five questions you cannot answer with anything you already have.

AI Litmus · 9 MIN READ

Map how the work actually happens (before you automate any of it)

Every company has a process document and almost none of them describe the week people actually have. Here is how to map the real one, what process mining can and cannot see, and why doing this first decides whether the AI spend returns anything.

AI Litmus · 8 MIN READ

How to find the automation that's actually worth doing

Most automation lists come out of a workshop and describe what annoys people rather than what costs money. Here are the criteria that hold up, the one every standard checklist leaves out, and how to find candidates from the week your team actually has.

AI Litmus · 9 MIN READ

Your team uses AI. But are they using it well?

Adoption tells you how many people opened the tool. It cannot tell you whether the work got better. Here is what AI effectiveness actually means, why no usage dashboard can measure it, and how to read it role by role.

AI Litmus · 9 MIN READ

How to measure AI adoption in your team (without counting licences)

Most AI adoption reporting counts seats and course completions. Neither tells you whether the work got better. Here is what to measure instead, role by role, and a checklist you can run on one team.

AI Litmus · 7 MIN READ

Workslop, shadow AI, vibe coding: every AI buzzword is a people problem

None of the words the AI conversation keeps producing describe a model. They describe what a person did with one. Here is what that means you should actually be measuring, dimension by dimension and barrier by barrier.

AI Litmus · 5 MIN READ

Why most corporate AI pilots show no measurable return

MIT found 95 percent of enterprise AI pilots delivered no measurable return, and Gartner expected a third to be abandoned after the pilot stage. The cause is not the tools. It is that companies measure access and activity instead of fluency. Here is the gap, what it costs you, and the fix that actually moves the number.

AI Litmus · 4 MIN READ

Shadow AI: why your employees have stopped telling you about their AI usage

A global study of 48,000 workers found 57 percent hide how they use AI from their managers. A separate survey found 60 percent of employers think they're being told the truth. Here's the research behind why, what it's costing you, and the only fix that actually works.

AI Litmus · 5 MIN READ

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

How Indian HR and L&D leaders can measure role-level AI fluency, workflow gaps, risk and ROI before buying another training programme.

AI Litmus · 4 MIN READ

AI Doesn't Fail Loudly. It Fails Confidently. That's the Expensive Part.

AI rarely throws an error. It hands you a confident, well-formatted answer that is quietly wrong. Here is why that costs more than an obvious mistake, and how to measure and close the gap.

Behavioral Intelligence · 6 MIN READ

Burnout risk assessment for Indian teams: what to measure before people quit

How Indian HR leaders can measure burnout risk privately and price team-level exposure before people leave.

AI Litmus · 6 MIN READ

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 Litmus · 5 MIN READ

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 number that answers the question.

AI Litmus · 5 MIN READ

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 Litmus · 8 MIN READ

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 Intelligence · 7 MIN READ

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 Litmus · 6 MIN READ

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 Litmus · 6 MIN READ

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 Intelligence · 6 MIN READ

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 Litmus · 7 MIN READ

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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