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AI for product managers: what I learned training ~20 Salesforce PMs for six weeks
8 min readWaseem Bashir

AI for product managers: what I learned training ~20 Salesforce PMs for six weeks

I spent six weeks teaching senior product managers and UX designers at Salesforce to work with AI. Here's what actually helped them, and what I'd tell any PM team.

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All playbooks

7 min read

Claude for meeting notes: from transcript to decisions people actually read

Nobody rereads a meeting transcript. Claude can turn one into decisions, actions and owners in a couple of minutes. Here's the realistic workflow, the consent basics, and the habit that keeps it accurate.

ClaudeBuilding with AI
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8 min read

Your first week with Claude Code (for non-developers)

Five days, no coding background required: install, read a file, ship something small, connect a tool, and pick up the judgement habits that make the rest of it work.

ClaudeBuilding with AI
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8 min read

How much does corporate AI training cost? What actually sets the price

There's no sticker price for corporate AI training: it's scoped, not shelved. Here are the factors that move the number and how to compare quotes.

AI trainingBuyer's guide
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9 min read

How UK government teams can get hands-on Claude and AI training in 2026

The civil service now gives every person up to 5 days of AI learning a year. Here's how a public sector team turns that into real, hands-on skill — not another click-through module.

Public sectorAI trainingBuilding with AI
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8 min read

How the UK government buys training in 2026: frameworks, DPS and the Procurement Act, explained

Frameworks, a DPS, the Procurement Act and two tender sites. Here is how UK public bodies actually buy training in 2026, and where a supplier fits.

Public sectorBuyer's guideAI training
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7 min read

AI skills for the West Midlands: Skills Bootcamps, WMCA funding, and what changed

The way funded AI and digital training gets commissioned has moved from Whitehall to the region. Here's the plain-English version for West Midlands employers, learners and training providers.

Public sectorBirminghamAI training
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7 min read

The civil servant's guide to the 5 days of learning, and how to spend them on AI

You get up to 5 days of learning a year. Most people never take them. Here's a day-by-day plan for turning them into AI skills that survive contact with your actual job.

Public sectorAI literacyAI training
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8 min read

Copilot vs Claude vs ChatGPT for government teams: choosing what to train on

I sell Claude training, so read this with that in mind. My honest view: most public sector teams shouldn't pick one tool, and the first move is usually to train people properly on the one they already have.

Public sectorClaudeAI literacy
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7 min read

What "responsible AI use" actually means for a civil servant: a practical checklist

You keep being told to use AI responsibly. Nobody tells you what that looks like on a Tuesday afternoon with a deadline. Here are the three habits that do most of the work, and the checklist to keep by your desk.

Public sectorAI literacyResponsible AI
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8 min read

Claude vs Copilot for business teams: pick by the work, not the brand

Copilot lives inside Word, Excel, Outlook and Teams. Claude is a general assistant plus an agent that builds real software. Here's how to pick without a brand debate.

ClaudeBuilding with AI
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7 min read

Claude for data analysis: from spreadsheet to answer, without writing formulas

Claude can read your spreadsheet, answer questions about it in plain English, and chart what it finds. Here's the realistic workflow, and the one habit that keeps it honest.

ClaudeBuilding with AI
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8 min read

What a 12-month AI transformation roadmap actually looks like

A realistic AI transformation roadmap runs in quarters: baseline first, then foundations, department activation, scale, and proof of return. Here's the anatomy.

AI transformationAI strategy
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8 min read

The AI maturity audit, explained: what gets measured and why

An AI maturity audit scores how your organisation actually uses AI: usage, proficiency, change capacity, self-built workflows, and measured value. Here's how it works.

AI transformationMeasurement
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8 min read

Claude vs ChatGPT for business teams: an honest comparison

We're a Claude partner, and we'll say so up front. Both tools are excellent. Here's how to work out which fits your team, and why most companies end up with both.

ClaudeChatGPTBuyer's guide
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8 min read

What is an AI agent? A plain-English guide for business teams

An AI agent is a model given tools, memory, and a goal, working in a loop with checkpoints. Here's what that means in practice, minus the hype.

AI literacyAI agents
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8 min read

AI consultant vs AI training provider: which does your team need?

Consultants diagnose, plan, and build. Trainers change what your people can do. Here's how to tell which one your problem actually calls for, and when you need both.

AI trainingBuyer's guide
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8 min read

ChatGPT training for teams: what it should actually cover

Most ChatGPT training stops at prompting tips. A serious programme covers workspace setup, data controls, role-specific workflows, and the verification habits that prevent expensive mistakes.

AI trainingChatGPT
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8 min read

On-site vs live online AI training: which works better for teams?

On-site brings energy and senior buy-in. Live online wins on cost, reach, and weekly cadence. An honest comparison, plus how to pick for your team.

AI trainingBuyer's guide
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8 min read

How to hire a Head of AI, or grow one internally

You need an operator, not a researcher. When the role is worth creating, why internal promotion often beats an external hire, and the interview questions that expose real capability.

Head of AILeadership
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8 min read

Using Claude in VS Code: what Claude Code actually does

Claude Code turns Claude into a coding agent that lives in your editor: it reads your project, plans, edits files, and runs commands, with you approving as it goes.

ClaudeBuilding with AI
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7 min read

Can I expense AI training on my learning budget? A practical guide

Often yes — if it's certified. Most learning and tuition-reimbursement schemes require a credential, not just a course. Here's how to check and what to submit.

AI trainingCareerCertification
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7 min read

Is an AI certificate worth it in 2026? An honest take

A certificate doesn't prove you're good at AI — your work does. But the right one removes doubt, unlocks reimbursement, and gives you a reason to actually finish. Here's when it's worth it.

CertificationCareerAI literacy
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8 min read

AI skills every professional needs in 2026

Not prompt tricks. The durable skills are judgement, workflow design, and verification — knowing what to hand AI, how to chain it, and when to trust it. Here's the short list.

AI literacyCareerBuilding with AI
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8 min read

From prompt to product: building Orbit and Cortex with Claude

We built two real products on Claude: Cortex, a brand-knowledge server, and Orbit, a content engine. Here is what actually mattered, and what I would warn you about.

ClaudeBuilding with AIMCP
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7 min read

The pattern behind business AI that works: a knowledge server plus an agent pipeline

Most AI projects that wow in a demo and die in production share one flaw: a clever prompt with no memory and no structure. The ones that last share a shape.

ClaudeMCPAI agentsBuilding with AI
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6 min read

What a multi-agent content engine actually is

One prompt rarely produces publish-ready work. A multi-agent engine splits the job into specialised steps, the way an editorial team does. Here is how Orbit works.

ClaudeAI agentsBuilding with AI
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7 min read

Give your AI a company brain: structured brand memory with MCP

Most AI tools guess your brand because they have no memory of it. A knowledge server like Cortex fixes that by giving every agent the same structured truth over MCP.

ClaudeMCPBuilding with AI
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8 min read

Can non-developers build software with Claude? A straight answer

Yes, to a point. Claude lets non-developers build real internal tools, prototypes, and MVPs. The honest limit isn't building the thing; it's knowing when it's safe to rely on it.

ClaudeBuilding with AIAI literacy
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7 min read

Building business apps with Claude: the long tail of tools nobody had time to build

Every company has a backlog of small internal tools that were never worth a developer's time. Claude changes that maths, if you also handle the governance.

ClaudeBuilding with AI
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7 min read

Building a CRM with Claude: when a custom one beats an off-the-shelf one

A CRM is mostly structured data and a few workflows, which is exactly what Claude Code is good at. The question isn't whether you can build one, but whether you should.

ClaudeBuilding with AI
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7 min read

Building an MVP with Claude: fast, but mind the line between prototype and product

Claude Code makes building a working MVP genuinely fast, even if you're not an engineer. The skill is scoping tight and knowing where a prototype stops being safe to ship.

ClaudeBuilding with AI
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8 min read

What is corporate AI training? A plain guide for 2026

Corporate AI training is hands-on, tailored teaching that gets a company's teams using AI safely and well on their real work. Here's what it covers and why it's different.

AI trainingAI adoption
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7 min read

AI training for executives: leaders don't need to prompt, they need to lead it

Executive AI training isn't a tools workshop. It's the literacy to ask better questions, set the strategy, and use AI visibly enough that the org follows.

AI trainingLeadership
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7 min read

AI training for legal teams: the verification is the job

Lawyers have been sanctioned for filing AI-invented case citations. The training that matters teaches confidentiality and verification, not just prompting.

AI trainingLegal
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7 min read

AI training for marketing teams: more output is the easy part

Marketing teams adopt AI fastest and feel the brand risk first. Good training is less about generating more and more about keeping it on-brand and true.

AI trainingMarketing
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7 min read

AI training for finance teams: where it pays off, and where it bites

Finance is high-stakes and regulated, which makes generic AI training useless and good training valuable. Here's what it should cover for a finance team.

AI trainingFinance
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7 min read

In-house vs outsourced AI training: which is right for your team?

Build the capability internally or bring in a provider? It's rarely either/or, here's how to decide, and the hybrid path most teams land on.

AI trainingBuyer's guide
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8 min read

How to choose an AI training provider: a buyer's checklist

Every AI training provider sounds the same on a slide. Here are the questions and red flags that actually separate the ones who change how a team works.

AI trainingBuyer's guide
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9 min read

Five research-backed frameworks for designing human–AI products

AI UX feels new, but the hard questions were answered years ago. Five frameworks (from Google, Microsoft, and decades of HCI research) every team should know.

AI literacyProduct managementUX
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7 min read

The five levels of AI autonomy, and why most "agentic AI" is really L3

Borrowed from self-driving cars, a levels scale turns "is this agentic?" from a vibe into a question you can answer. Most of what ships today is L3.

AI literacyAI agents
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8 min read

Model, app, harness, tool: the AI vocabulary that separates a PM from an engineer

Half the arguments teams have about "AI" are really arguments about which layer they mean. Four words fix that, and change how you scope every feature.

AI literacyProduct management
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7 min read

Why 95% of AI pilots fail — and what the 5% do differently

MIT found 95% of enterprise GenAI pilots show no measurable P&L return. The failure isn't the models — it's how pilots are run.

AI transformationAI strategy
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6 min read

What does a Head of AI actually do?

Not "chief prompt officer." The role owns the gap between AI access and AI outcomes — here's the mandate, the org design, and the first 90 days.

Head of AILeadership
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6 min read

How to measure AI ROI without fooling yourself

License counts and login charts aren't ROI. A three-layer framework — capability, usage, outcomes — for measuring what AI actually returns.

AI ROIMeasurement
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6 min read

Which workflow should you automate first?

Not the flashiest demo, and not your most painful process. Score candidates on frequency, pain, data readiness, blast radius, and ownership.

Workflow automationAI agents
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4 min read

The case for letting people mess around with AI

To get people experimenting with AI, you have to encourage them to play with it first.

AI adoptionEnablement
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