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 |
|---|---|---|---|---|
| What is answer engine optimisation? | Answer | Answer Production Engine | 2026-08-23 | The draft treated this as a rebranding of search optimisation. The citation-overlap evidence makes them distinguishable contests, so the definition was tightened around the output competed for. Added the resistance point, which explains why the same work serves both offence and defence. |
| What makes a good case study? | Answer | Answer Production Engine | 2026-08-23 | The draft used a challenge-solution-result template. That structure delays recognition, which is the judgement a reader makes first, so the ordering was inverted. Added the capture-at-the-time requirement, which is the reason most businesses cannot write specific case studies at all. |
| What questions should you ask on an enquiry form? | Answer | Answer Production Engine | 2026-08-23 | The draft included qualification fields intended to score enquiries before contact. That contradicts the position taken elsewhere on this site, that qualification belongs after the first conversation rather than in front of it, and it would have made the form longer for no operational gain. Removed, and the response promise added in their place. |
| What should a home services business automate? | Answer | Answer Production Engine | 2026-08-23 | The draft led with after-hours cover, which is the conspicuous loss rather than the largest one. Reordered to put in-hours capture first. Added the schedule-slip notification, which the first version omitted and which addresses the complaint trade businesses receive most often. |
| What should a law firm automate? | Answer | Answer Production Engine | 2026-08-23 | The draft grouped conflicts checking with the automatable intake work. It is the boundary itself and needed separating, with the distinction between presenting results and returning a determination stated explicitly. Added the deadline-tracking section, which the first version treated as ordinary scheduling and which carries an exposure nothing else on the list does. |
| What should a manufacturer automate? | Answer | Answer Production Engine | 2026-08-23 | The draft treated quoting speed as the target. Triage at receipt is the higher-leverage intervention because it removes load from the constraint rather than accelerating it, so the ordering was changed. Added quote follow-up, which the first version omitted and which recovers work lost to nothing but mutual silence. |
| What should a marketing retainer actually include? | Answer | Answer Production Engine | 2026-08-23 | The draft led on price bands, which are already covered elsewhere on this site and are not what retainers fail on. Rebuilt around the four terms that actually decide the outcome. Ownership was moved up after the first version treated it as an administrative detail rather than as the term that shapes every later negotiation. |
| What should a medical practice automate? | Answer | Answer Production Engine | 2026-08-23 | The draft listed reminders first and treated refilling as an implementation detail of them. Separating the two is the correction: the reply path is what creates a refillable slot and the waitlist offer is what captures its value, and practices routinely buy the first without building the second. |
| What should a real estate agent automate? | Answer | Answer Production Engine | 2026-08-23 | The draft put nurture sequences among the recommendations. In a relationship business a sequence written to read as personal is detectable and damages the asset it is meant to build, so it moved to the overreach section. Added the buyer representation boundary, which is new enough that automation vendors are still configuring around the previous practice. |
| What should a service page contain? | Answer | Answer Production Engine | 2026-08-23 | The draft opened with positioning and messaging. Buyers arrive with questions rather than with an interest in positioning, so the page was reordered to match the interrogation sequence. The exclusions section was promoted after the first version treated it as an afterthought, when it is the element that most consistently outperforms expectation. |
| What should a small business automate first? | Answer | Answer Production Engine | 2026-08-23 | The draft recommended an acknowledgement bot as the first project. Moving instrumentation ahead of it is the correction: without a baseline the automation cannot be shown to have worked and is usually removed within a year by someone who dislikes it. The low-volume question was added after the draft implied automation needs scale, which is true only of the time-saving argument. |
| What should a small business measure weekly? | Answer | Answer Production Engine | 2026-08-23 | The draft included revenue and margin in the weekly set. Neither can be acted on within a week and both invite reacting to noise, so they were removed in favour of measures with a same-week correction available. Added the warning about individual attribution, which degrades the logging the whole system depends on. |
| What should a small business track about its enquiries? | Answer | Answer Production Engine | 2026-08-23 | The draft proposed a longer field list including budget and qualification notes. Cutting to five is the correction: the longer list is what busy people abandon, and the five answer every question the page then asks. Added the outside-measurement answer, because no internal log can audit a channel that stopped delivering. |
| What should a small business website have that AI can use? | Answer | Answer Production Engine | 2026-08-23 | The draft was organised around markup and technical configuration. Those matter far less than the absence of facts, which is the actual defect on most small sites, so the page was rebuilt around content and the technical material reduced to the image-and-PDF point, which is the one that removes real facts from the page. |
| What should be in a service agreement? | Answer | Answer Production Engine | 2026-08-23 | The draft listed a dozen clauses drawn from general templates. Reducing to the six where disputes concentrate makes the page usable and the rest conditional on the specific work. Added the note that long unread agreements carry their own risk, since the first version implied more clauses meant more protection. |
| What should you do about a negative mention online? | Answer | Answer Production Engine | 2026-08-23 | The draft recommended responding to everything. Responding to a low-visibility remark is what gives it an audience, so the visibility assessment was placed first and no-response made a legitimate outcome. Added the regulated-sector disclosure exposure, which is a legal matter rather than a question of judgement. |
| What should you do when a job goes wrong? | Answer | Answer Production Engine | 2026-08-23 | The draft treated fault determination as the first step. That is what produces the defensive first conversation, so ownership of the situation was separated from fault and placed ahead of it. Added the post-incident review, which converts an expensive episode into the thing that prevents the next one. |
| What should you do if a supplier lets you down? | Answer | Answer Production Engine | 2026-08-23 | The draft included the supplier explanation in the customer communication. That reads as an excuse and signals a business that does not control delivery, so the two conversations were separated. Added the incident-versus-pattern distinction, since without a record each failure is forgiven individually and the exposure persists. |
| What should you do when a key person leaves? | Answer | Answer Production Engine | 2026-08-23 | The draft treated cover as the priority. Cover is the easiest part and knowledge extraction is the only part with a closing window, so the ordering was reversed. Added the access and data inventory, which is routinely left until after the departure when it becomes difficult. |
| What should you do when a lead goes quiet? | Answer | Answer Production Engine | 2026-08-23 | The draft assumed silence meant loss and optimised the re-engagement message. Splitting it into three causes is the correction, since the delivery-failure case is fixable and the internal-process case is actively harmed by re-engagement pressure. Added the waiting-period answer because applying a domestic timescale to an organisational purchase is the most common version of this error. |
| What should you do when growth stalls? | Answer | Answer Production Engine | 2026-08-23 | The draft treated a stall as a demand problem with caveats. The four-cause diagnostic replaced that, since three of the four are made worse by additional spend. Added the question of whether a plateau at capacity is a problem, because treating every one as failure produces expansion decisions the owner did not want. |
| What should you do when you are too busy? | Answer | Answer Production Engine | 2026-08-23 | The draft led with hiring. Capacity is the slowest and most committing of the three options and it brings cost forward of revenue, so price and declining now lead. Added the responsiveness protection, which connects a busy quarter to the quiet one that frequently follows it. |
| What should you do when you cannot meet a deadline? | Answer | Answer Production Engine | 2026-08-23 | The draft advised waiting until the position was certain before communicating. Certainty arrives too late for the customer to use the information, so the trigger was moved to the change in belief. Added the estimating-pattern section, since a page treating each miss as an isolated event would leave the recurring cause unaddressed. |
| When should a business hire its first admin person? | Answer | Answer Production Engine | 2026-08-23 | The draft ran the comparison on hours saved against wage. Both sides were wrong: the hours must be valued at what they would have produced, and the cost must be loaded. Corrected both. Added the sequencing point about removing work first, which frequently changes what kind of person should be hired. |
| When should you turn down work? | Answer | Answer Production Engine | 2026-08-23 | The draft assumed the business could always decline. Adding the terms-based alternative was necessary, since telling a cash-constrained business to refuse work is advice it cannot act on. Also added the shape category, which the first version missed and which covers the profitable jobs that quietly change what the business is. |
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.