Founder, Acumin

Adam Murray

Adam builds Acumin. He spends his days on the same two problems this library is about: working out what a piece of content is actually worth, and getting a brief through production without it turning into something else.

Everything published here is held to one standard: no invented statistics, no fabricated case studies, and every claim about how a platform behaves links to that platform's own documentation.

156 articles

Competitive research
Benchmarking against your category

A number is only good or bad against a baseline. How to benchmark your content against your category, not just your own past.

8 min
Discovery & search
Building a swipe file

Collecting, tagging and actually reusing references, made a weekly habit. Plus the honest line between a swipe file and copying.

7 min
Paid & promotion
How to choose an ad platform

How to match objective, audience and budget to the right ad platform, where each channel wins, and the honest case for spending nothing on ads.

9 min
Design
Colour and contrast for content

Build a small brand palette, use one accent sparingly, hit a contrast ratio people can actually read, and make it all work on dark and light backgrounds.

8 min
Content strategy
How to build one content strategy across your channels

One positioning and pillar set feeding every channel, the make-once-cut-many model, and how six channels play different roles in a single plan.

8 min
Content strategy
The content-strategy models brands actually use

Hero/hub/help, pillar-and-cluster, campaign-led, founder-led, product-education and community-led: what each is, when it fits, and how to set it up.

9 min
Design
Design principles for people who aren't designers

The six principles that separate a professional post from an amateur one: hierarchy, contrast, alignment, proximity, repetition and whitespace.

8 min
Discovery & search
Getting found on Google

The honest basics of ranking your own site and blog - search intent, on-page relevance, links, and the real limits of SEO with no snake oil.

8 min
Paid & promotion
Google and YouTube ads: a starting guide

How Google and YouTube ads work: search intent versus interruptive social, the main campaign types, targeting basics, and where each one fits.

9 min
Playbooks
How to grow on Facebook

You've posted to a Facebook Page for a month and organic reach is tiny. Here are the levers that still work, and when a paid boost is the honest answer.

9 min
Playbooks
How to grow on Instagram

Your Instagram posts land with followers but reach has stalled. The levers that actually grow an account, and how to break the flat-reach plateau.

8 min
Playbooks
How to grow on LinkedIn

You've posted on LinkedIn for a month and reach has flattened. Here are the levers that actually move a professional audience, and the plateau to break.

9 min
Playbooks
How to grow on TikTok

You are posting on TikTok but most videos land flat. The levers that actually move reach, and how to break the plateau when volume alone stops working.

8 min
Playbooks
How to grow on X

You've posted on X for a month and it feels like shouting into a void. Here are the levers that actually grow an account, and the plateau to break.

8 min
Playbooks
How to grow on YouTube

You have posted for a while and views are flat. The two levers that actually move a YouTube channel, and how to break the upload-more-stay-flat plateau.

8 min
Content strategy
How to choose which channels to run

Match audience, format strength and real capacity to channels, why fewer done well beats all six done badly, and how to add one at a time.

7 min
Content strategy
How to define your audience

Move past demographics to jobs-to-be-done and real watch behaviour, read your own audience from Snapshot, and let that choice drive format and channel.

7 min
Paid & promotion
How to pick your audience for ads

Core, custom, lookalike and broad audiences for paid campaigns, when each fits, the consent and matching caveats, and how to sense-check size and overlap.

9 min
Paid & promotion
How to run ads: where to start

What paid advertising actually buys, when it is worth it and when it is not, the objective ladder, and a sensible minimum budget you can work out yourself.

9 min
Playbooks
How to start on Facebook

What to post first on Facebook, how a Page differs from a Group and a personal profile, and a first-month cadence a small brand can actually keep.

9 min
Playbooks
How to start on Instagram

A brand's first month on Instagram: what the channel is genuinely good for, which formats to start with, a realistic cadence, and the trap to avoid.

7 min
Playbooks
How to start on LinkedIn

What to post first on LinkedIn, how a company Page differs from a personal profile, and a first-month cadence a small team can actually keep.

9 min
Playbooks
How to start on TikTok

A brand's first month on TikTok: what the channel is genuinely good for, which formats to start with, a realistic cadence, and the trap to avoid.

7 min
Playbooks
How to start on X

What to post first on X, how threads and replies actually distribute a new account, and a first-month cadence a small brand can keep without burning out.

9 min
Playbooks
How to start on YouTube

A brand's first month on YouTube: what the channel is genuinely good for, the formats to start with, a realistic cadence, and the trap to avoid.

7 min
Design
Layout and composition for social content

Where to put things so a post reads at a glance: grids, one focal point, the rule of thirds, visual weight, and the safe zones each format hides.

8 min
Foundations
Leading vs lagging indicators

Follower count and revenue report how you did, too late to change it. How to pick a leading metric you can act on this week, per content goal.

8 min
Paid & promotion
LinkedIn Campaign Manager: a starting guide

How LinkedIn Campaign Manager works: B2B objectives, saved and matched audiences, ad formats, the honest cost floor, and when the price is worth it.

9 min
Playbooks
How to structure a long video that holds

The anatomy of a YouTube video that keeps people watching: cold open, promise, delivery, pattern interrupts and a payoff that earns the end screen.

9 min
Paid & promotion
Measuring paid across platforms

Why four ad dashboards never add up, how post-ATT signal loss and self-reported ROAS mislead, and a cross-platform scorecard built on cost per outcome.

9 min
Paid & promotion
Meta Ads Manager: building audiences

How to build saved, custom and lookalike audiences and use Advantage+ audience inside Meta Ads Manager, with the consent and matching caveats that matter.

9 min
Paid & promotion
Meta Ads Manager: budgets, bidding and delivery

How Meta spends your ad budget: daily vs lifetime, campaign budget optimisation, bid strategies, and the learning phase you keep resetting.

8 min
Paid & promotion
Meta Ads Manager: creative and placements

Ad formats, where they show up, and why one creative rarely fits every placement: a concept guide with specs deferred to Meta's own sheet.

8 min
Paid & promotion
Meta Ads Manager: the pixel, events and the Conversions API

What the Meta pixel and dataset do, standard versus custom events, why the Conversions API exists after ATT signal loss, and how attribution windows work.

9 min
Paid & promotion
Meta Ads Manager: reading your results

Which columns matter by objective, how breakdowns and attribution can mislead, and a plain rule for deciding to scale, hold or kill a campaign.

8 min
Paid & promotion
Meta Ads Manager: campaigns, ad sets and ads

The three levels of Meta Ads Manager (campaign, ad set and ad), what each one controls, and how the objective you pick cascades through all of them.

8 min
Paid & promotion
The paid-social strategies brands use

Prospecting versus retargeting, full-funnel structure, always-on versus burst, clean creative testing and how to split budget across the funnel.

8 min
Discovery & search
Pinterest for discovery

The evergreen visual-search channel most brands skip. Why pins keep earning for months, and how to tell whether your category belongs there.

7 min
Foundations
Reading your numbers without fooling yourself

The statistical and cognitive traps that make content data lie to you: small samples, survivorship, seasonality, cherry-picked windows and false cause.

8 min
Paid & promotion
Set up your first Meta ads campaign

An end-to-end walkthrough of a first Meta campaign, from the accounts you need through campaign, ad set and ad, to a modest test and what to watch in week one.

10 min
Playbooks
Short-form video that holds

A short lives or dies on watch-through. The structure that keeps people watching: the first two seconds, the promise, retention beats and the loop.

8 min
Playbooks
Stories and ephemeral posts

Low-polish, high-frequency posting: the daily habit, poll and question stickers, and why stories mostly deepen the following you already have.

7 min
Playbooks
The carousel

The swipeable post is its own format. Slide one as the hook, one idea per slide, designing for the swipe, and the last-slide call to action.

8 min
Foundations
The metrics that matter

A per-goal map of what reach, views, watch-through, engagement, saves, clicks and follows each tell you, and which two or three to actually watch.

8 min
Playbooks
The text post

The craft of a text post on LinkedIn and X: the scroll-stopping first line, whitespace, one idea, and how the two platforms really differ.

8 min
Paid & promotion
TikTok Ads Manager: a starting guide

How TikTok Ads Manager works: account structure, audiences, Spark Ads, the Creative Center, fast creative fatigue, and how it differs from Meta.

9 min
Discovery & search
TikTok and Instagram search

Short-form feeds now double as search engines. How keywords in captions, on-screen text and speech get you found, and how search differs from the feed.

7 min
Design
Typography for content

Setting type that reads at feed size: one display face, one body, a clear hierarchy, sensible spacing, and when text-on-image beats a caption.

8 min
Discovery & search
Using trends without chasing

A trend without a point of view is just noise you paid to make. How to turn a trend into an idea that fits your pillars, and when to sit one out.

8 min
Playbooks
Writing a caption

The caption as its own format: the hook line, the value, the call to action, when long beats short, and formatting for the feed's "more" cut-off.

8 min
Design
Writing copy that works on a graphic

The words on a post are design too: one message, a headline and support line, verbs over adjectives, brevity, and one clear call to action.

7 min
Discovery & search
YouTube search and SEO

How videos get found on YouTube - search versus browse, titles and descriptions and tags, the thumbnail's job, and why watch-through still decides it.

8 min
Working with creators
Why booking-gated ratings mean something

Most creative-industry reviews can be gamed by anyone with an email address. What changes when a rating requires a real, delivered booking, and what doesn't.

8 min
Paid & promotion
Budget splits: prospecting, retargeting, testing

Why the old even-thirds funnel split stopped making sense, what a modern default looks like, and how to know when yours is wrong.

9 min
Brief & production
Building a brand library

The reusable half of every production: contacts, locations, props, palette. What belongs in it, and why the maintenance rule matters more than the structure.

8 min
Deciding what to make
Choosing the formats your channel is actually good at

Most content strategies fail on execution, not selection. How to work out which formats your team can make repeatably well, and drop the rest without guilt.

9 min
Creators: getting booked
Contracts and deposits: protecting yourself

The nine clauses that prevent almost every freelance dispute, why a deposit is a commitment test, and what to do when a client won't sign anything.

10 min
Competitive research
Comparing YouTube, Instagram and TikTok honestly

You can't compare the numbers across platforms. You can compare the choices, the patterns and the disagreements, which is where the useful findings are anyway.

9 min
Brief & production
Documenting your brand voice so others can write as you

Three adjectives on a slide isn't a voice document. What to write instead so a freelancer, a new hire or a model can sound like you on the first attempt.

9 min
Foundations
Engagement-per-view, explained

Why the rate beats the total, what each platform counts as an engagement, and the three situations where engagement-per-view will actively mislead you.

8 min
Deciding what to make
Entering a new category: what to study first

A new category is one where none of your instincts are calibrated. What to study in the first two weeks, in what order, and the mistakes that give you away.

10 min
Competitive research
Finding the format gap in your category

An empty space in your category is either an opportunity or a graveyard. The four reasons a gap exists, and how to tell which one you're looking at.

9 min
Creators: getting booked
Invoicing basics for freelance creators

What an invoice must contain, when to send it, and the small formatting choices that get you paid weeks earlier without a single chasing email.

9 min
Working with creators
How to read a pitch: approach over price

The showreel tells you what they've done, not what they'd do for you. Where the real signal is in a pitch, and the four flags worth walking away from.

9 min
Using Acumin: creator
Creator Pro: when it's worth it

What the paid creator plan actually changes, the arithmetic that decides it, and the honest case for staying on the free plan.

7 min
Working with creators
Measuring what creator content actually did for you

Whose channel it ran on decides what you can know. The four measurement situations, and the attribution question nobody can answer cleanly.

9 min
Creators: getting booked
Turning one booking into three

The cheapest client to win is one you already have. What to do during and after a project so the second booking is a formality rather than a pitch.

9 min
Paid & promotion
Structuring a Meta campaign from a proven organic winner

The organic post proved the creative. It didn't prove the targeting, the offer or the destination. What transfers, what doesn't, and how to structure the build.

10 min
Deciding what to make
The pre-publish read on your own cut

By the final cut you've lost the ability to see it. A structured last pass that catches the things familiarity hides, in about forty minutes.

9 min
Deciding what to make
How to pressure-test an idea before you shoot it

A shoot day is the most expensive place to discover an idea was thin. Seven questions that cost twenty minutes and kill the ideas that deserve killing.

9 min
Brief & production
What a creator actually needs from you

Most delays on a shoot trace back to something the brand never sent. The eleven things to hand over, and four questions worth answering unasked.

9 min
Competitive research
Reading a competitor's strategy from public data alone

You can't see their analytics. You can see everything they chose to do. Choices under constraint reveal more than numbers do. A six-pass method.

10 min
Paid & promotion
Reading ad results without fooling yourself

Ad platforms report on their own performance. The seven ways that inflates what you see, and how to read the numbers as evidence rather than as a verdict.

10 min
Foundations
How to read a confidence band, and distrust a score

A score with no band is a guess in a suit. What the band is actually measuring, how wide is too wide, and the four things a narrow band still can't tell you.

8 min
Using Acumin: creator
Referral cards: making your proof portable

A rating is only worth what you can show. What a referral card contains, where the performance figure comes from, and how to use one outside Acumin.

7 min
Creators: getting booked
Building a reputation that compounds

Most freelance reputation evaporates when a contact changes jobs. How to build proof that belongs to you, travels with you, and gets stronger with volume.

9 min
Working with creators
Running a review round (and how many you should need)

Two rounds is usually right. Why projects need five, how to consolidate feedback so an editor can act on it, and what to do when a late stakeholder appears.

9 min
Foundations
Why cross-platform averages lie

A view on TikTok and a view on YouTube are different events. Why blending them produces a confident number that measures nothing, and what to compare instead.

7 min
Foundations
Setting a content goal your analysis can actually serve

"Grow the brand" can't be measured, so it can't be wrong. How to write a goal specific enough that your content data can tell you that you failed.

8 min
Brief & production
Storyboards vs moodboards: when each earns its time

They answer different questions and get confused constantly. What each one is for, when neither is worth making, and the cheaper thing that usually is.

8 min
Paid & promotion
Testing hook variants properly

Most hook tests can't produce a conclusion. How to structure one that can: same body, isolated variable, and enough volume to read the result.

9 min
Working with creators
What a fair rate looks like, and why the cheapest quote costs most

What you're actually buying when you hire a creator, why quotes aren't comparable until you normalise them, and where the cheap option's money reappears.

10 min
Creators: getting booked
What brands actually look for in a reel

A brand watching your reel is asking one question, and it isn't whether you're talented. How to cut for the person deciding, not for other filmmakers.

8 min
Foundations
What a content "signal" actually is

A signal is an observation that survives being checked. The three tests it has to pass, and why most of what gets called a signal is a coincidence with good PR.

8 min
Competitive research
What to do when a competitor breaks out

A rival's piece does ten times their normal numbers. Five questions that separate a repeatable move from a fluke, and why copying it fast is the worst answer.

9 min
Foundations
Why your analytics dashboard can't tell you what to make next

Dashboards report on what you already made. The gap between describing the past and deciding the future, and the four things that actually close it.

8 min
Creators: getting booked
Writing an approach that shows thinking, not just gear

The approach section is where most pitches are won and lost. What to put in it, what to cut, and why the camera you shoot on belongs near the bottom.

9 min
AI and content
Put the AI in the brief, not the edit

The returns are upstream. Where generative tools genuinely compress work, where they quietly cost you, and the line between the two.

8 min
AI and content
AI slop and the trust discount

Audiences have started discounting anything that looks generated, including work that isn't. What triggers the discount, and what reliably survives it.

8 min
Brief & production
The anatomy of a call sheet

What goes on a call sheet, why each line is there, and the one failure that ruins an otherwise perfect one: nobody having it.

9 min
Competitive research
Building a competitor watchlist that's actually useful

A one-off teardown is out of date in a quarter. How to pick a set worth watching continuously, and what should actually trigger your attention.

8 min
AI and content
Building a lean content operation

A small team can now out-produce an agency. What that actually requires, what to buy versus build, and the failure mode that comes with the leverage.

9 min
Using Acumin: creator
Building a pitch in Pitch Studio

Thirteen block types, a default order that encodes the argument, and the one part the AI is allowed to touch. Plus what it will never invent.

9 min
Engagement
Comment triage: what actually needs a human

Most comments need nothing. A few need you personally, and one kind is worth amplifying. How to tell them apart without reading everything.

8 min
Engagement
Turning comments into content ideas

Your audience keeps telling you what to make next, in public, for free. How to harvest it without mistaking one loud comment for a pattern.

8 min
Using Acumin: brand
Connecting your accounts, and what each one unlocks

Which connection changes what Acumin can see, exactly which permissions each asks for, and the honest limits of the ones that look impressive.

9 min
Using Acumin: creator
Setting up a profile that gets picked

Which fields brands actually filter on, why three specialities beat six, and the two things that decide a shortlist before anyone watches your reel.

8 min
Creators: running the business
Delivering files: formats, versions and naming

A naming convention, the right formats per destination, and an expiry you state up front. The unglamorous half hour that prevents months of "can you resend".

8 min
Using Acumin: creator
Delivering through a Delivery Room

Versioned cuts, timecoded comments and a one-shot verdict. How the room works from the creator's side, and what it settles that email can't.

8 min
Using Acumin: creator
Finding briefs worth pitching on

A pitch costs real hours. Which briefs deserve them, which to skip without guilt, and why the pitch cap changes the maths.

7 min
Using Acumin: brand
Your first 20 minutes in Acumin

What to do first, in order, and what each step actually gets you, from the free Snapshot to a Signal Brief you can hand to someone.

8 min
Creators: getting booked
Following up without being annoying

Two follow-ups, each carrying something new, then release the date. The pattern that converts without costing you the relationship.

6 min
Deciding what to make
From a pile of ideas to a sequenced plan

Sequence a quarter by dependency rather than by date, size it against real capacity, and write down what you deliberately left out.

10 min
Using Acumin: brand
Getting better answers from Ask Acumin

It's read-only, it's grounded in your brand, and it won't invent a number about you. How to ask in a way that uses all three.

7 min
The freelance shift
Getting paid faster

Most late payment is caused before the invoice exists. Six structural decisions that move money sooner, none of which involve chasing harder.

7 min
Working with creators
Giving feedback without destroying the edit

Notes against the brief, at the right stage, from one voice. The three rules that turn a review round from an argument into a version.

9 min
The freelance shift
How brands find creators now

The three old routes to work are all narrowing at once. What replaced them is searchable, verifiable proof, which rewards a different set of behaviours.

8 min
Deciding what to make
How hooks work, structurally

A hook isn't a slogan. It's the first structural move of a piece, and it makes a promise the rest has to keep. The five that work and why.

9 min
Working with creators
How to hire a videographer

Brief first, shortlist second, price last. How to run a hire that gets you the film you wanted instead of the cheapest version of something adjacent.

11 min
Creators: getting booked
How to pitch a brand

The treatment that wins isn't the cheapest or the prettiest. It's the one that proves you understood the brief. Here's the structure, section by section.

11 min
Creators: getting booked
How to price a brand video

Build a rate from the income you need and the days you can actually bill, then price usage separately instead of guessing a number and hoping.

12 min
Competitive research
How to research your competitors on YouTube

A repeatable method for reading a competitor's strategy from public data alone: what to collect, how to compare it honestly, and what it can't tell you.

12 min
Brief & production
How to write a creative brief

A brief's job is to make one decision impossible to get wrong. Here are the nine sections that matter, and the three that quietly ruin most briefs.

12 min
AI and content
Human in the loop, where it must be

Not everywhere. That's just slow. Four places where removing the human is a category error, and how to tell them from the rest.

8 min
Using Acumin: creator
Invoicing through Acumin

Numbered invoices for bookings and for off-platform clients, a shareable link, and one thing it deliberately doesn't do: move your money.

7 min
Using Acumin: brand
Making sense of the Weekly Digest

Four sections, each with a next action attached. What the digest is choosing to show you, and the one number worth reading first.

6 min
Creators: running the business
Managing expectations across a project

Almost every unhappy client is a surprised client. Six moments where a sentence prevents a problem, and what to say at each.

8 min
Foundations
Measured vs reported

The difference between a number a system counted and a number someone told you, and why almost every content report quietly mixes the two together.

7 min
Competitive research
Reading Meta's Ad Library like a strategist

A free, public record of what your competitors are paying to say. What it can prove, what it can't, and how to turn a browse into a decision.

10 min
Foundations
Outliers, not virality

Chasing virality is chasing someone else's distribution. Finding content that beat its own channel's norm is a repeatable method. Here's how to do it.

8 min
Creators: getting booked
A portfolio that gets you booked, not just admired

Buyers aren't judging your best work. They're reducing risk on one specific job. Build for that and the same reel starts converting.

9 min
Using Acumin: brand
Posting a brief to the Creator Network

The fields that decide what you get back, why a pitch cap improves your pitches, and what to write in the two boxes that matter.

8 min
Creators: running the business
Pricing usage rights and exclusivity

The four axes that define what a client may do with your work, why they're priced separately from production, and the carve-out to never sign away.

9 min
The freelance shift
Pricing when production got cheaper

Does AI push freelance rates down? Honestly, for some work, yes, and it's already happening. Here's which work, and where the pricing power moved.

9 min
The freelance shift
Proof beats portfolio now

Anyone can produce a beautiful reel. What they can't produce is a record of someone else booking them, paying them, and coming back.

8 min
Using Acumin: brand
Reading your first Snapshot

What each part of a Snapshot is answering, which numbers to trust, and the three most common ways people misread their own results.

9 min
Engagement
Replying in brand voice, at scale, honestly

Six fields turn "sound like us" into something another person (or a model) can actually follow. Plus the line worth not crossing.

8 min
Using Acumin: brand
Reviewing work in a Delivery Room

Versioned cuts and frame-accurate comments remove the arguing about facts. What's left is giving notes well, which is still on you.

7 min
Deciding what to make
Running a content experiment that settles the argument

One variable, a frozen benchmark, a sample size decided in advance, and a result you agreed to accept before you saw it.

10 min
Creators: running the business
Scheduling shoots without double-booking

One calendar, holds that expire, and buffer days you never sell. The scheduling habits that stop a good month turning into a crisis.

8 min
Competitive research
Share of voice without a media budget

Your slice of the attention in a defined set: how to compute it from public data, and why the level is arbitrary but the direction isn't.

8 min
Brief & production
Shot lists that survive the shoot day

Build it in edit order to catch what's missing, shoot it in setup order to save hours, and never write the words "b-roll" on it.

9 min
Using Acumin: brand
From signal to brief to shoot

The path a finding takes to become a shoot day (Snapshot, Signal Brief, Creative Brief, production docs) and where a human has to decide.

8 min
The freelance shift
Specialise or disappear

Generalists were resilient when work came through relationships. Now that it comes through search, breadth makes you invisible. How to narrow without starving.

8 min
AI and content
Taste is the bottleneck now

When execution is free, the scarce skill is choosing. What taste actually is, why it's mostly not innate, and how to build it deliberately.

9 min
Using Acumin: brand
Team seats and roles

Owner, admin, member: what each can do, how seats are counted against your plan, and the one thing a teammate's tier is inherited from.

6 min
Engagement
The 24-hour DM window and why platforms have it

Reply inside a day or lose the thread entirely. What the rule is, why it exists, and how to run an inbox that respects a clock you don't control.

7 min
AI and content
The cost of content collapsed. Attention didn't.

Supply went up by an enormous multiple and demand stayed exactly where it was. Every other consequence in this pillar follows from that one asymmetry.

8 min
The freelance shift
The slow death of the cold email

Outreach volume stopped working the moment sending got free. What replaced it is being present where the brief lands, and being findable when it does.

7 min
Foundations
What your evidence is actually worth

Four tiers of content evidence, from public view counts to sales data: what each can prove, what it can't, and how to know which one you're holding.

8 min
AI and content
The research that used to take a week

Competitive analysis was expensive enough that most teams did it once a year. It now runs continuously, which changes what you should do with it.

8 min
The freelance shift
The solo operator advantage

One person with good tooling can now deliver what took a small crew. Where that's genuinely true, where it quietly isn't, and how to price it.

8 min
Deciding what to make
Thumbnails that read at feed size

Your thumbnail will be judged at the size of a postage stamp, moving, next to twenty others. Design for that, and test it properly.

9 min
Working with creators
Timecode feedback

How to read and write HH:MM:SS:FF, why "around the middle bit" costs an editor ten minutes, and the note format that gets acted on first time.

7 min
Using Acumin: creator
Understanding your Acumin Score

Why it isn't an average, why a single 5★ won't move it much, and what actually raises it, including the dimension most creators ignore.

8 min
Using Acumin: brand
Using the Content Calendar with your team

Two-sided dates, a cadence read that shows what you actually published, and the plan-versus-actual comparison most teams avoid looking at.

7 min
Using Acumin: brand
Setting up watchlists and the Morning Brief

The highest-leverage thing in Acumin for the least ongoing effort, and the one most people set up last.

7 min
AI and content
What AI cannot tell you about your own content

Hand a language model your analytics and it will produce a number. Where that number comes from, and the architecture that stops it being invented.

8 min
AI and content
What AI actually changed about making content

An honest inventory. Four things got dramatically cheaper, three things got harder, and one thing didn't move at all. The last one decides everything.

9 min
The freelance shift
What brands actually pay for now

Not shutter presses. Four things that survived the collapse in production cost, and how to make each of them visible in a pitch.

8 min
AI and content
What doesn't change

Five things that were true before any of this and will be true after. If a strategy depends on the tools staying still, it isn't a strategy.

7 min
Creators: running the business
When a client goes quiet

Silence usually isn't about you. A follow-up ladder that stays professional, protects the schedule, and knows when to stop.

7 min
The freelance shift
Where this goes next

An argument, not a forecast. Four things that follow if the premises hold, the assumptions they rest on, and what would prove them wrong.

8 min
Paid & promotion
Which posts deserve budget

Boosting your best post is usually the wrong move. What to look for instead, and why the strongest candidate is often one that underperformed.

9 min
AI and content
Why honest numbers matter more now

Analysis used to be scarce and expensive, so it was scrutinised. It's now abundant and free, and abundance without verification is just confident noise.

8 min
Using Acumin: brand
Running your first experiment

The return leg of the loop. Record what you changed, let the benchmark freeze, and read the result against a number that can't move underneath you.

7 min
The whole library