Practical guides on AI adoption, training, and governance for mid-market teams.
48% of engineering candidates now use AI in interviews, and most question banks can't tell. What to ask instead, from people who vet AI engineers daily.
Your team is already using AI — often with no rules. Here's what AI governance for teams should cover, and why a policy alone won't protect you.
Most companies have licensed AI tools and seen little change. The gap isn't access — it's adoption. Here's why it stalls and how to fix it.
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Demand for AI skills grew 109% on Upwork, and 77% of leaders now prefer fractional AI talent. The engineer-to-consultant path, from a network that vets both.
Vik Chadha
95% of GenAI pilots deliver zero measurable return. The fix isn't better tech — it's running the proof of concept as an experiment with kill thresholds.
Vik Chadha
AI change management is getting people to actually use the AI you've licensed. Why it differs from normal change management — and a framework that works.
Vik Chadha
Generative AI training teaches people to use tools like ChatGPT and Copilot productively and safely. What effective programs cover, and why generic ones fail.
Vik Chadha
Generic AI courses don't change behavior. Here's how to train your employees on AI so it sticks — role-based, hands-on, and measured against real adoption.
Vik Chadha
An AI adoption strategy turns licensed tools into real usage. A five-step framework for mid-market companies — assess, prioritize, govern, train, measure.
Vik Chadha
An AI readiness assessment shows where your workforce stands, where the gaps are, and what to fix first. Here's the five-dimension framework we use.
Vik Chadha
AI adoption is how much your people actually use AI in their real work — not how many tools you've licensed. Here's what it means and how to improve it.
Vik Chadha
Where AI actually helps a sales team — research, outreach, call notes, CRM hygiene — and how to get reps using it without creating risk.
Vik Chadha
Practical AI use cases for finance teams — reporting, analysis, communications — plus the governance guardrails finance can't skip.
Vik Chadha
How managers can use AI to communicate better, plan faster, and coach their teams — plus why managers set the tone for whether AI adoption sticks.
Vik Chadha
Where AI helps HR teams — job descriptions, comms, policy, onboarding — and the bias and compliance cautions HR has to get right.
Vik Chadha
Where AI helps accountants and accounting firms — client work, research, documentation, communications — and the accuracy guardrails you can't skip.
Vik Chadha
Where AI actually helps project managers — status reports, planning, risk logs, stakeholder comms — and how to start without adding overhead.
Vik Chadha
Where AI helps lawyers and legal teams — drafting, review, summarization — and the verification and confidentiality rules you absolutely can't skip.
Vik Chadha
Where AI helps operations teams — process docs, SOPs, vendor comms, reporting, triage — and how to put it to work without adding chaos.
Vik ChadhaStart with a free AI Readiness Assessment — your score, your gaps, and a plan to close them.
See where your team stands — free.
25 checks with a live readiness score.
See what stalled AI adoption costs you.
40+ copy-paste prompts by role.
Brief template, risk checklist, and vendor questions.
An honest range for your project in six questions.