| Ch. 15, all six ROI boxes |
Return multiples 18×, 26×, 22×, 44×, 15×, 31× |
Recomputed from the stated components: 2.7×, 13×, 27×, 34×, 9.5×, 9.0× (percentages also corrected where off by a point) |
| Ch. 15, case 1 payback |
8 months |
10 months (£270K ÷ £330K/year) |
| Ch. 15, banking profile |
£45M annual transaction volume |
£45B (the printed figure implied ~£20/customer/year) |
| Ch. 13, optimisation box |
126× annual return; 57% cost reduction |
~10.5× first-year return; ~88% illustrative upper bound, with the tactics-overlap caveat the first edition omitted |
| Ch. 13, logging code |
datetime.utcnow() (deprecated) |
datetime.now(timezone.utc) |
| Ch. 13, monitoring box |
£172,800 build-up unexplained |
Itemised (£144K anomaly + 3 × ~£9.6K outages) and labelled illustrative |
| Ch. 8, opening example |
"£18,000 Difference" heading, £12,600 body |
Reconciled and repriced (example now computes consistently) |
| Ch. 3, email costs |
£0.015 / £0.006 / £0.018 per email in different places |
One consistent worked example throughout |
| Ch. 6, memory ROI |
93:1 in one box, 9.9:1 in another |
Single reconciled box: ~93:1 infrastructure-only, ~30:1 fully loaded (the 0.25 FTE had been charged at a full rate) |
| Intro & Ch. 2, memory ROI |
83:1 ROI, £1.67M from £20K |
Arithmetic was 10× off; corrected to ~8:1 and labelled illustrative |
| Ch. 10, refund JSON |
"estimated_refund_days": 3-5 (invalid JSON) |
"3-5 days" (valid string) |
| Ch. 4, model tiers |
SLMs "<1B" in table, "under ~10B" in prose |
Aligned on <10B / 10B–100B bands |
| Conclusion |
"Five Essential Capabilities" vs "four core capabilities" |
Five throughout (Memory, Tools, Reasoning, Orchestration, Safety) |
| Introduction |
Composite example called a "real-world case"; gated access code promised for a public page |
Labels corrected; companion page described as public and free |
| Ch. 16, quality table |
"Replaceableinterchangeable" |
"Replaceable, interchangeable" |
| About the author |
"Wrexham Glyndŵr University" |
"Wrexham University" (renamed 2023) |