Method
Editorial log
Every published page on this site, who reviewed it, when, and what the review changed.
Scaled content is penalised when it is published without review. Rather than assert that review happens, the record is kept here and the build will not publish a page whose review block is missing or dated before the page was written.
One collection is reviewed differently and the table says so rather than hiding it. Market pages carry no third-party figure — every publishable fact on one is a named authority, a section number, an institution or a link — so each is checked by retrieving the source and searching it, and the URL, the status, the hash and the matched passage are recorded. A field that cannot be established that way is dropped; a page whose required fields cannot be is not published. Everything that carries a figure somebody else measured is still read by a person before it ships.
| Page | Type | Reviewed by | Reviewed | What the review changed |
|---|---|---|---|---|
| Why do most AI pilots not reach production? | Answer | Answer Production Engine | 2026-08-25 | Added the unmeasured baseline, which the draft omitted and which is the reason successful pilots still fail to secure a production decision. Also reframed the recommendation from improving the pilot to narrowing it, since a broader demonstration adds evidence about the question that was never in doubt. |
| Why does AI agree with everything you say? | Answer | Answer Production Engine | 2026-08-25 | The draft's advice was to ask for honesty, which changes the register and not the substance. Replaced with removing the position from the question, after testing that the same request phrased neutrally produces different content. Added the closing point that the agreement is sometimes correct, since a page arguing it is always misplaced would be wrong. |
| Why does AI-generated code look right and fail? | Answer | Answer Production Engine | 2026-08-25 | Added the contextual failure class, which the draft omitted entirely while listing only the specifics failures. That omission would have led readers to conclude that tests are sufficient, when the contextual class is precisely what tests cannot see. Removed a list of language-specific examples that would date. |
| Are you losing work to capacity or to demand? | Answer | Answer Production Engine | 2026-08-23 | The draft presented this as a binary. The third pattern is common enough that a two-way test would misdiagnose it as demand and send the business to buy enquiries it would convert no better, so it was added explicitly with its own signature. |
| Can AI write your marketing content? | Answer | Answer Production Engine | 2026-08-23 | The draft answered no, which is wrong and would have discouraged a genuinely useful drafting practice. Rewritten around what is fed in rather than what produces the text. Added the practitioner-detectable generic failure, which is a separate cost from the ranking one and is the one a prospective customer actually encounters. |
| Do you need a new website or a better one? | Answer | Answer Production Engine | 2026-08-23 | The draft argued against rebuilding generally. There are genuine structural cases and omitting them would have given bad advice to businesses on unmaintained platforms, so the distinction between what a site says and what a site is now carries that section. Enquiry-path testing moved to the front because it costs five minutes and resolves a surprising share of cases. |
| Do you need an AI policy for your staff? | Answer | Answer Production Engine | 2026-08-23 | The draft was a restrictive template. Prohibition produces invisible use on the least favourable accounts, so the policy shape was inverted to permissive with named boundaries. Added the customer-side line, because staff now regularly receive enquiries built on generated summaries containing errors and had no guidance on handling them. |
| Does a business profile still drive local enquiries? | Answer | Answer Production Engine | 2026-08-23 | The draft compared profile against website as competing investments. That framing is wrong — they serve different stages — so the page now says which stage each governs and confines the claim to immediate local intent. Added the messaging failure, which is common and invisible to the business it happens to. |
| Does a longer enquiry form reduce leads? | Answer | Answer Production Engine | 2026-08-23 | The draft answered that longer forms improve lead quality, which is the observation businesses make and cannot be supported because the population they observe was filtered by the change. Rewritten around that measurement failure, with the capacity framing that decides whether the trade is worth making. |
| Does networking still work for service businesses? | Answer | Answer Production Engine | 2026-08-23 | The draft assessed networking as a customer acquisition channel and concluded it was weak. That measures the wrong outcome, so the page now works from the referral relationship. Added the reciprocity section built on unservable enquiries, which gives a business something concrete to give rather than an instruction to be generous. |
| Does publishing more pages still work? | Answer | Answer Production Engine | 2026-08-23 | The draft answered no. That is wrong and would have discouraged legitimate expansion — distinct pages still work and always have. Rewritten around the actual variable. Added the consolidation answer, since bulk deletion is the common overreaction and it destroys the pages that were performing. |
| Does ranking still matter if AI answers the question? | Answer | Answer Production Engine | 2026-08-23 | The draft answered no, which the click data does not support — ranked pages still receive what traffic there is. Rewritten to give both halves. Added the query-type asymmetry, which is the part a reader can act on immediately and which the first version left implicit. |
| How do you compete with a bigger competitor? | Answer | Answer Production Engine | 2026-08-23 | The draft listed small-business advantages generically. Deriving them from the specific structural constraints scale imposes makes them defensible rather than assertions. Added the personal-risk buyer, since a page that implies responsiveness always wins would set a false expectation. |
| How do you choose business software? | Answer | Answer Production Engine | 2026-08-23 | The draft offered a weighted feature scoring method. Scoring formalises the comparison that selects the wrong product, so it was replaced with the real-work trial. Portability was promoted from a checklist item to its own section, since it determines the buyer's position at every subsequent renewal. |
| How do you compete with a cheaper competitor? | Answer | Answer Production Engine | 2026-08-23 | The draft argued for communicating value, which is the standard answer and gives a reader nothing to do. Replaced with making the scope difference visible in the quote itself, plus establishing what the competitor actually offers. Added the structurally cheaper competitor case, which the value framing cannot address honestly. |
| How do you connect WhatsApp to Facebook for a business? | Answer | Answer Production Engine | 2026-08-23 | The draft was a step-by-step click path. That form goes out of date within months and would have become a page that confidently misdescribes a screen, so it was replaced with the structure that stays stable — ownership, number model, template window, monitored inbox — and an explicit statement that the vendor's current documentation is the authority on steps. |
| How do you cover holidays in a small team? | Answer | Answer Production Engine | 2026-08-23 | The draft covered delivery scheduling only. Inbound is the half that fails invisibly and it produces the quiet period that follows, so it now leads. Added the return backlog, since a cover arrangement that only collects enquiries spends the benefit of the holiday in a morning. |
| How do you decide what to stop doing? | Answer | Answer Production Engine | 2026-08-23 | The draft ranked activities by profitability. Where the constraint is the owner's attention that ranking gives the wrong answer, so it was changed to return per hour of the constrained resource. Added the protection for compounding work, which the profitability ranking would have removed in its first months. |
| How do you decide which services to offer? | Answer | Answer Production Engine | 2026-08-23 | The draft ranked candidate services on demand alone. Demand and profitability diverge, particularly for commonly offered services, so the constrained-resource ranking and the two fit criteria were added. The subtraction half was added after the first version would have grown the range indefinitely. |
| How do you get cited by AI search? | Answer | Answer Production Engine | 2026-08-23 | The draft treated this as an extension of search optimisation. The citation-ranking divergence makes that framing wrong, so the page now opens on the separation and derives the tactics from it. Cut a section on structured data, which was doing no work — it is a parsing aid and was reading as a strategy. |
| How do you get more repeat business? | Answer | Answer Production Engine | 2026-08-23 | The draft treated this as a loyalty problem and proposed a retention programme. The evidence points at timing and at absence rather than at dissatisfaction, so the page was rebuilt around the recurrence interval. Added the unawareness section, which is frequently the larger of the two sources and requires no programme at all. |
| How do you get paid faster? | Answer | Answer Production Engine | 2026-08-23 | The draft led with payment terms and collections. Neither addresses the largest contributor, which is the supplier's own delay in issuing, so the ordering was changed. Added the pre-due reminder, which the first version omitted and which prevents the largest single category of lateness. |
| How do you get your first customers? | Answer | Answer Production Engine | 2026-08-23 | The draft recommended free work to build a portfolio. Free work is treated as free by the recipient and frequently produces neither a reference nor a referral, so reduced scope at an honest price replaced it. Added the point about representative early work, which determines what evidence the business has to sell with later. |
| How do you handle a customer who will not pay? | Answer | Answer Production Engine | 2026-08-23 | The draft prescribed an escalating chase sequence for all cases. That is correct for one of the three and counterproductive for the others, so the diagnostic split now leads. Added the work-suspension term, since suspending without a contractual provision can put the business in breach and is commonly done anyway. |
| How do you handle a request for references? | Answer | Answer Production Engine | 2026-08-23 | The draft treated references as an administrative step and recommended a standing list. Matching to the enquirer's situation is what makes them persuasive, so that now leads, and rotation was added to protect the referees the standing list would exhaust. Also added the buying-signal point, which changes the urgency of the response. |
What the build refuses to publish.
Four checks run before any page in this system is generated, and each one stops the build rather than producing a warning nobody reads.
A page must name, in writing, what is on it that could not appear unchanged on a sibling page — and no two pages may give the same answer. Independently of that, every page is reduced to a fingerprint with its own subject and place names masked out; if two fingerprints match, or come close, both pages are named and the build stops. That is the check that catches a page whose only distinguishing feature was the city in the heading.
A page must also carry at least two datapoints that are specific to its own subject rather than to its category, and if the same figure is claimed as specific on two different pages, it was specific to neither. Pages ship in cohorts with a size cap so indexation can be observed between them, and every page carries the review block that produces the table above.
All four are properties of the schema, not of anyone remembering. Reviewed by Siddharth Sharma, except the 0 market page(s) above, which are checked against their sources and carry the record of it.
GATES
A gate enforced by a person reading pages stops being enforced somewhere around page 60.