AI readiness diagnostics

You bought into AI.
Now we find the bottleneck that caps it.

Amdahl's Law is non-negotiable: if even 10% of a workflow stays serial, your AI return is capped — no matter how much you spend. Chokecheck finds the choke point from outside your firewall, like a cardiac stress test for your operating model. Start with a free structural scan of your org chart.

No system access required Monte Carlo, not guesswork Results in 30 seconds
The Ceiling Scan
Free · no sign-up
Two columns: a person & who they report to. Name, Manager auto-detected. Don't have a CSV? → Sample CSV

Load a representative profile and watch the engine work.

Your AI speed-up ceiling
AI readiness
10,000-trial simulation
Shaded band = the plausible 90% range. Line = median.

Likely chokepoint

Pressure-test the assumptions

This is a structural prior — an estimate from your org's shape, not a measurement. Every assumption is named and adjustable. Move them and the simulation re-runs live; if you can't break the conclusion, it's robust.

48%
55%
6h
What this is: a free structural screening estimate derived purely from your org's shape. What it isn't: a measurement. Two organisations with identical charts can have very different real bottlenecks. The paid Amdahl Stress Test measures your true serial fraction empirically — from outside — by tracing live requests through your delivery pipeline.
Why it matters

Two ways to "do AI". Only one compounds.

Every organisation adopting AI hits the same fork. Bolt it onto your existing workflows and the maths caps you fast — your slowest serial step throttles everything upstream. Find the bottleneck first, then redesign the work around it, and you lift the ceiling itself. Same AI spend. Wildly different return. Chokecheck exists to make sure you take the path that compounds.

Bottleneck-first value keeps compounding Bolt-on AI hits the ceiling the value gap the Amdahl ceiling same AI spend · the smarter path compounds Time & AI investment → Value realised →
The crossover. Until here, bolt-on AI even looks ahead — it is quicker to stand up. But this is where the redesigned organisation overtakes: it breaks through the ceiling while bolt-on flattens against it. Same spend — the paths part for good.

Slap it on

AI bolted onto unchanged workflows. The serial bottleneck is never touched, so every gain slams into the Amdahl ceiling. Big spend, small — and capped — uplift. The classic "sad cog in an AI machine".

Chokecheck first

Find the bottleneck, then redesign the process, the workflow and the ways of working around it. The ceiling itself rises — and AI value compounds instead of plateauing. This is what "uplevelling" an organisation actually looks like.

The bottleneck is usually human, not technical.

Approval gates, sign-off rituals, status boundaries, loss-averse "just to be safe" checks — most serial constraints are behaviours, not systems. That is why a tooling vendor cannot fix them and we can. Behavioural Economy doesn't just locate the choke; we explain why people built it and redesign the behaviour around it. Diagnosis plus behavioural redesign is what turns AI spend into a genuinely uplevelled organisation.

The diagnostic

AI stress test for your operating model.

A cardiologist never opens the chest. They apply controlled load and read the signals the body gives off. Drag the load below and watch your pipeline's response curve bend — the same physics we measure from outside your firewall.

1

Apply controlled load

We send escalating volumes of synthetic-but-legitimate requests through your public touchpoints — each tagged so your team can void them.

2

Read the signals

Every request is a tracer. We separate time spent working from time spent waiting. The waiting is the bottleneck.

3

Find the artery

Where response time bends sharply upward is your serial constraint. Little's Law lets us infer its true capacity without ever seeing inside.

Response time vs. load · live
Load (utilisation)0%
Response time1.0×
Queue (Little's Law)0
Why it holds up

Built to survive scrutiny.

Four ideas do the work — hover any card for the deeper insight.

Amdahl's Law

The hard ceiling on any speed-up is 1 / (1 − p). We don't editorialise the maths — we measure your p.

Gene Amdahl argued this in 1967 to cool the hype around parallel computers. The maths is merciless: with 10% serial work, even infinite processors cap you at 10×. Swap "processors" for "AI" and the lesson is identical — capability you add upstream of a serial step is simply wasted. It is why "just buy a better model" so often disappoints.

Little's Law

Queue length = arrival rate × wait time. It lets us back out a hidden stage's capacity from outside.

L = λW holds for any stable queue, however chaotic the arrivals — that is what makes it powerful. Measure two of the three quantities from outside (how fast work arrives, how long it waits) and the third — the hidden capacity — falls out. It is the single most useful equation a diagnostician can carry through a firewall.

Monte Carlo, not a point

We propagate genuine uncertainty into a 90% range. A calibrated range beats false precision you can't defend.

Named after the casino by the physicists who built the bomb: when a problem is too tangled for algebra, simulate it thousands of times and read the distribution. We hand you a 90% range, never a single number — because a figure you cannot defend is worse than a range you can. Move our assumptions and watch the conclusion hold, or break.

Authorised & safe

Signed rules of engagement, tagged synthetic traffic, off-peak windows, GDPR-native. Your org only.

This is a pen-test, not a hack. Every probe runs under a signed rules-of-engagement letter, tagged so your team can void it, throttled to off-peak, and built GDPR-first on synthetic data only. We test your own organisation, never a third party — consent is exactly what separates a diagnostic from an attack.
From scan to certainty

Start free. Buy proof when needed.

Every paid tier needs zero internal access until you've already seen the finding. Hover any tier for when to choose it. Prices are launch pricing and scale with org size and channel count.

Ceiling Scan
Free
The structural estimate above.
  • Instant Amdahl ceiling range
  • Flagged likely chokepoint
  • Monte-Carlo distribution
  • No access, no sign-up
Choose this first, always. A 30-second gut-check to see roughly where your ceiling sits and to put a number on the table internally — before anyone debates budget. Zero risk, zero access, nothing to sign.
Structural Diagnostic
£2,500 –4,000
A defensible ceiling, properly modelled.
  • Full process & OSINT modelling
  • Digital-twin simulation
  • Prioritised hypothesis list
  • ~2–3 days, no access
Choose this when you need a defensible figure for a board paper or business case, but you're not ready to touch live systems. We model your real processes and public signals properly — a credible estimate in days, still with no access.
The proof
Amdahl Stress Test
£18k –45k
Your real bottleneck, measured from outside.
  • Live external tracer probing
  • Empirical serial fraction
  • The interactive Friction Map
  • ROI-ranked remediation plan
  • Optional quarterly monitoring
Choose this when real money is about to be committed and assumptions aren't good enough. We measure your true bottleneck empirically, from outside, and hand you the Friction Map plus an ROI-ranked fix list. This is the one that prevents a wasted programme.
Deep Diagnostic
Bespoke
Validate inside & redesign the choke.
  • Cooperative internal validation
  • Behavioural redesign of the gate
  • Engineering partners on call
  • Day-rate or fixed SOW
Choose this after the Stress Test has found the choke and you want certainty plus a fix. We validate the top findings inside, then redesign the constraint — often a behavioural redesign of an approval gate — with engineering partners on call.
Your flagship deliverable, previewed

The Friction Map — see where AI value dies.

A live, illustrative map of a large legacy bank's lending pipeline. Hover any stage to expose its friction — then flip the switch to deploy AI across the whole workflow and watch what the bottleneck does to your gains. Your version is measured on your real pipeline.

Flowing · AI compresses it Warming · partial friction Choke · the Amdahl anchor
Turn on AI
23.0days end-to-end
Where the time goes, by category
Automatable
4.0d
Partial
8.0d
Bottleneck
11.0d

Illustrative demo. Your Friction Map is measured on your real organisation — each stage annotated with its true delay and the specific behavioural redesign that removes it.