{"generatedAt":"2026-05-08T14:12:00.214Z","total":23,"templates":[{"key":"ecommerce","name":"Ecommerce / DTC","description":"Orders, returns, reviews, paid acquisition.","memoryCount":3,"signalCount":1,"url":"https://loopdesk.space/templates/ecommerce","memories":[{"kind":"preference","title":"Brand voice — confident, plainspoken","content":"All customer-facing copy should be confident and plainspoken. Avoid hype words ('amazing', 'revolutionary'). Lead with the customer outcome.","importance":8},{"kind":"preference","title":"Refund stance — generous within reason","content":"Default to a refund or replacement on any first-time customer complaint inside 30 days. Escalate only on suspected fraud or repeat offenders.","importance":7},{"kind":"lesson","title":"CAC ceiling — $40 paid blended","content":"Above $40 blended CAC the unit economics stop working. Surface a watch item if any paid channel exceeds two weeks above $40.","importance":8}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample customer feedback — sizing run","detail":"Customer reports the new spring drop runs about half a size small. Suggests adjusting the size chart on the PDP.","sourceName":"Loop Desk template"}]},{"key":"saas","name":"SaaS / B2B software","description":"Trials, churn signals, competitive intel, content.","memoryCount":3,"signalCount":1,"url":"https://loopdesk.space/templates/saas","memories":[{"kind":"preference","title":"ICP — owner-led teams, 5-50 people","content":"We sell to owner-led teams between 5 and 50 people. Decision-maker is usually the founder or COO. Avoid enterprise framing.","importance":9},{"kind":"preference","title":"Pricing posture — flat fee, no per-seat","content":"We deliberately price flat-fee with no per-seat charge. When discussing pricing with prospects, lead with predictability vs. competitor variability.","importance":8},{"kind":"lesson","title":"Churn red flags — login gap > 7 days","content":"Accounts with no logins for 7+ consecutive days churn at 3x baseline rate. Surface a re-engagement watch item when this happens.","importance":8}],"signals":[{"kind":"competitor","priority":"normal","title":"Sample competitor signal — pricing change","detail":"A direct competitor announced a per-cycle credit pricing model. Worth tracking the customer reaction on social and in their forums.","sourceName":"Loop Desk template"}]},{"key":"consulting","name":"Consulting / advisory","description":"Client work, proposals, retention, thought leadership.","memoryCount":3,"signalCount":1,"url":"https://loopdesk.space/templates/consulting","memories":[{"kind":"preference","title":"Engagement pricing — value-based, not hourly","content":"Always price engagements as a fixed-fee outcome, not hourly. If a prospect insists on hourly, decline politely.","importance":8},{"kind":"preference","title":"Communication — async-first, weekly sync","content":"Default cadence with clients is async (Slack, Loom, written briefs) plus a single weekly 30-minute sync. Avoid ad-hoc calls.","importance":7},{"kind":"lesson","title":"Renewal window — 30 days before end of engagement","content":"Surface a renewal-conversation watch item 30 days before any engagement ends. Last-minute renewals lose 40% of the time.","importance":8}],"signals":[{"kind":"internal","priority":"normal","title":"Sample internal signal — proposal due","detail":"A proposal for a new client is due Friday. The desk should draft a one-page scope summary based on prior similar engagements.","sourceName":"Loop Desk template"}]},{"key":"agency","name":"Agency / studio","description":"Pitches, project handoffs, case studies, hiring.","memoryCount":3,"signalCount":1,"url":"https://loopdesk.space/templates/agency","memories":[{"kind":"preference","title":"Pitch posture — show, don't tell","content":"Every pitch should lead with a relevant case study or visual artifact, not a slide of credentials. Cap pitch decks at 12 slides.","importance":8},{"kind":"lesson","title":"Project margin floor — 35%","content":"Any project bid that comes in below 35% projected margin needs an explicit reason. Surface a watch item before it ships.","importance":8},{"kind":"preference","title":"Case study cadence — one per month","content":"We commit to publishing one case study per calendar month. The desk should draft a candidate brief from any project that wraps.","importance":7}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample client feedback — scope creep","detail":"A retainer client requested two additions outside the agreed scope this week. Worth flagging for a scope conversation.","sourceName":"Loop Desk template"}]},{"key":"creator","name":"Creator / solo operator","description":"Content output, sponsorships, audience growth, IP reuse.","memoryCount":3,"signalCount":1,"url":"https://loopdesk.space/templates/creator","memories":[{"kind":"preference","title":"Content cadence — 2 long, 5 short per week","content":"Default content cadence is 2 long-form pieces per week (blog/newsletter) plus 5 short pieces (social/video). Surface a watch item if cadence slips for 2 consecutive weeks.","importance":7},{"kind":"preference","title":"Sponsorship floor — $2k per integration","content":"Don't entertain sponsorship inquiries below $2,000 per integration. Auto-decline politely; surface anything above for review.","importance":8},{"kind":"lesson","title":"Repurpose every piece 3 ways","content":"Every long-form piece should be repurposed at least three ways (thread, short video, newsletter). Surface a watch item if a piece publishes without repurposing within a week.","importance":7}],"signals":[{"kind":"research","priority":"normal","title":"Sample research signal — topic backlog","detail":"A reader question came in about pricing strategy. Worth adding to the topic backlog and considering for a long-form piece.","sourceName":"Loop Desk template"}]},{"key":"healthcare","name":"Healthcare / wellness practice","description":"Independent clinics, therapists, vets, dental — bookings, retention, reviews.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/healthcare","memories":[{"kind":"preference","title":"Patient communication — calm, plain, human","content":"All patient-facing communication (intake reminders, follow-ups, review requests) should read calm and human. Avoid clinical jargon and stock phrases. Lead with the patient's outcome, not the procedure.","importance":9},{"kind":"preference","title":"No-show policy — one-strike grace","content":"First no-show is a polite reminder + free reschedule. Second no-show inside 90 days flips to a deposit-required-to-rebook policy. Surface a watch item if no-shows for any provider exceed 8% of booked slots in a week.","importance":8},{"kind":"lesson","title":"Review cadence — 24h post-visit ask","content":"Review-request asks sent within 24 hours of a positive visit convert at 4× the rate of asks sent 7+ days later. Surface a draft review-request copy whenever a visit closes without a follow-up.","importance":8},{"kind":"lesson","title":"Retention red flag — 90-day gap on a regular","content":"Established patients (3+ visits) who go 90+ days without a booking churn at 2.5× baseline. Surface a re-engagement watch item when this happens — don't wait for a six-month gap.","importance":8}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample patient feedback — wait time","detail":"A regular patient noted the front desk wait was 25 minutes past their appointment time on Tuesday. Worth flagging to the practice manager and surfacing a watch item if wait times exceed 15 minutes for two consecutive weeks.","sourceName":"Loop Desk template"}]},{"key":"real_estate","name":"Real estate / property","description":"Owner-led brokerages, property managers, leasing — listings, leads, renewals, reviews.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/real_estate","memories":[{"kind":"preference","title":"Buyer / tenant outreach — concrete and unhurried","content":"All buyer- and tenant-facing copy (tour reminders, listing updates, renewal asks) leads with the concrete fact (price drop, school zone, parking) and avoids urgency theatre ('act fast', 'won't last'). Trust beats urgency at this price point.","importance":9},{"kind":"preference","title":"Listing freshness floor — 7 days then re-promote","content":"A listing that's been live 7 days without a meaningful inquiry surfaces a watch item (drop price, refresh photos, change headline). 14 days without action surfaces a draft listing-strategy review for the agent.","importance":8},{"kind":"lesson","title":"Renewal red flag — 75 days before lease end","content":"Property-management leases that hit 75 days from end without a renewal conversation churn at 2× baseline. Surface a renewal-prep watch item the moment a lease crosses that threshold; don't wait for the 30-day notice window.","importance":8},{"kind":"lesson","title":"Review cadence — 48h post-close ask","content":"Review-request asks sent within 48 hours of a closed transaction (sale, lease signed, repair completed) convert at 3× the rate of asks sent a week later. Surface draft review-request copy whenever a transaction closes without a follow-up.","importance":7}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample buyer feedback — listing missing photos","detail":"A serious buyer who toured the Maple Street listing on Saturday noted the listing photos don't show the renovated basement. Worth flagging to the agent and surfacing a watch item to refresh the listing media.","sourceName":"Loop Desk template"}]},{"key":"legal","name":"Legal / professional services","description":"Solo + small firms, accountants, advisors — client intake, conflicts, deadlines, retention.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/legal","memories":[{"kind":"preference","title":"Client communication — plain English first, citations second","content":"All client-facing copy (status updates, intake replies, scope memos) leads with the plain-English answer to the client's question. Citations and statutory references go below or in a footnote. Avoid Latin and legalese unless the client used the term first.","importance":9},{"kind":"preference","title":"Conflict check — every new matter, no exceptions","content":"Every new matter — even a referral from an existing client — gets a conflict check before any substantive work or scope discussion. Surface a watch item if a new matter is opened without a conflict check on file within 24 hours.","importance":10},{"kind":"lesson","title":"Deadline buffer — 72 hours before statutory deadlines","content":"Filings or responses with a statutory deadline must surface a status check 72 hours before due, not 24. Late-stage scrambles produce 4× more drafting errors than work completed inside the buffer.","importance":9},{"kind":"lesson","title":"Retention red flag — 60-day silence on an open matter","content":"An open matter with no client-facing communication in 60 days is a relationship risk regardless of where the legal work stands. Surface a check-in watch item; the client may not know status and is forming an impression silently.","importance":8}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample client feedback — billing clarity","detail":"A retainer client noted on this month's invoice that one of the line items ('research and analysis, 2.4h') wasn't clear what it covered. Worth flagging to the billing partner and surfacing a watch item to revisit invoice line-item descriptions.","sourceName":"Loop Desk template"}]},{"key":"field_services","name":"Field services / trades","description":"Owner-led HVAC, plumbing, contracting, landscaping — jobs, dispatch, reviews, callbacks.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/field_services","memories":[{"kind":"preference","title":"Customer communication — direct, no jargon, with ETAs","content":"All customer-facing copy (job confirmations, dispatch ETAs, follow-ups) leads with the concrete fact: who's coming, when, what they'll do, what it'll cost. Avoid trade jargon ('we'll need to flush the line') unless the customer used the term first; explain it plainly. Hard ETA windows beat soft promises.","importance":9},{"kind":"preference","title":"Quote stance — written, line-itemed, valid 14 days","content":"Every job above the dispatch fee gets a written quote with line items (labour, parts, disposal, permit fees) before work starts. Quotes are valid 14 days; surface a watch item if a quote crosses the 14-day mark without a yes/no so the office doesn't rebid stale.","importance":8},{"kind":"lesson","title":"Callback red flag — return visit inside 30 days","content":"Any job with a return visit on the same site within 30 days is a callback regardless of whether it billed. Surface a watch item the moment a second dispatch is scheduled to the same address; callbacks are 4× more likely to escalate to a refund or review hit if not flagged early.","importance":9},{"kind":"lesson","title":"Review cadence — same-day post-job ask","content":"Review-request asks sent the same day the technician left convert at 3.5× the rate of asks sent two days later. Surface draft review-request copy as soon as a job closes 'completed', not at the end-of-week reconciliation.","importance":7}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample customer feedback — late dispatch","detail":"A repeat HVAC maintenance customer noted the technician arrived 90 minutes after the scheduled window on Tuesday with no proactive call. Worth flagging to the dispatcher and surfacing a watch item if dispatch lateness exceeds 15% of jobs in any week.","sourceName":"Loop Desk template"}]},{"key":"restaurant","name":"Restaurant / hospitality","description":"Independent operators, small chains, food + bev — covers, reservations, reviews, supplier mix.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/restaurant","memories":[{"kind":"preference","title":"Guest communication — warm, brief, never apologise twice","content":"All guest-facing copy (reservation confirmations, waitlist updates, review responses) reads warm and brief. On a complaint, apologise once concretely, name what went wrong, name what changes — never repeat the apology three different ways. Empty repetition reads as defensiveness, not care.","importance":9},{"kind":"preference","title":"Reservation policy — 15-minute grace, then release","content":"Hold reserved tables 15 minutes past the booking time, then release to the waitlist. Soft-text the original party once at minute 10. Surface a watch item if no-show rate (party didn't arrive, didn't text) exceeds 6% of bookings on any single night.","importance":8},{"kind":"lesson","title":"Review red flag — three 4-star or lower in a 7-day window","content":"Review patterns matter more than individual reviews. Three 4-star or lower public reviews in any rolling 7-day window is a reliable early signal of a service or kitchen drift; surface a watch item before the 7-day window closes so the manager can pattern-match (specific server, specific dish, specific shift) rather than read each review in isolation.","importance":9},{"kind":"lesson","title":"Supplier red flag — invoice variance > 8% MoM","content":"A supplier whose monthly invoice on a steady-mix order varies more than 8% month-over-month is either gaming portion size, raising prices silently, or routing inferior product. Surface a watch item to revisit quote terms or test a backup supplier; surfacing late means menu margin is already slipping.","importance":7}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample guest feedback — slow Saturday service","detail":"A regular guest party of 4 noted on Saturday the second-course wait was 35 minutes after starters. Worth flagging to the FOH lead and surfacing a watch item if mid-meal wait complaints recur on more than one weekend night in a month.","sourceName":"Loop Desk template"}]},{"key":"education","name":"Education / tutoring","description":"Small schools, tutoring services, bootcamps — enrolment, retention, parent comms, outcomes.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/education","memories":[{"kind":"preference","title":"Parent / student communication — concrete, never coded","content":"All parent- and student-facing communication (progress updates, behaviour notes, schedule changes) leads with the concrete fact and avoids softening language that obscures what happened. 'Sam is struggling with fractions' beats 'Sam is on a learning journey'. Coded language erodes trust the moment the parent compares notes with another family.","importance":9},{"kind":"preference","title":"Attendance threshold — flag at 3 absences in 30 days","content":"Three absences (excused or unexcused) inside any 30-day rolling window is a retention red flag regardless of grade or engagement. Surface a check-in watch item — not a punishment, a parent-facing 'we noticed, is everything okay?' touch — before the family forms an opinion silently.","importance":8},{"kind":"lesson","title":"Renewal red flag — 60 days before term end","content":"Tutoring engagements and term-based programmes that hit 60 days from end without a renewal conversation churn at 2× baseline. Surface a renewal-prep watch item the moment an engagement crosses that threshold; last-minute renewal asks are read as transactional, not as relationship.","importance":8},{"kind":"lesson","title":"Outcome communication — share a concrete win monthly","content":"Every active student or parent should receive a concrete progress win monthly — a specific concept mastered, a measurable improvement, an artefact (essay, project, score). Surface a watch item if any active student goes 30+ days without a documented win to share; absence of evidence is the silent driver of mid-term churn.","importance":7}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample parent feedback — homework volume","detail":"A parent of a Year 8 student noted the homework load this week (4 hours weeknight average) felt unreasonable given other commitments. Worth flagging to the academic lead and surfacing a watch item if homework-load complaints recur from more than one family in a fortnight.","sourceName":"Loop Desk template"}]},{"key":"property_management","name":"Property management","description":"Owner-led property managers, landlord operators, small management companies — leases, maintenance, renewals, tenant relations.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/property_management","memories":[{"kind":"preference","title":"Tenant communication — clear, calm, scheduled","content":"All tenant-facing communication (maintenance updates, lease changes, rent reminders, inspection schedules) leads with the concrete fact and the next concrete step on a named date. Avoid hedging language ('we'll get to it soon') because tenants read silence and vagueness as the same signal: nobody is on this. A scheduled date — even one that's a week out — is the trust primitive.","importance":9},{"kind":"preference","title":"Maintenance triage — 24h acknowledgement, 72h resolution target","content":"Every maintenance request gets an acknowledgement within 24 hours (even if just 'we received this, here's the next step') and a resolution target inside 72 hours for non-emergency work. Plumbing, heating, and security issues are emergency and get same-day vendor dispatch. Surface a watch item the moment a request crosses 24h without acknowledgement OR 96h without resolution — either is the silent driver of tenant churn.","importance":8},{"kind":"lesson","title":"Renewal red flag — 90 days before lease end with no conversation","content":"Lease renewals not initiated by 90 days before end churn at 2.5× baseline. Surface a renewal-prep watch item the moment a tenant crosses 90 days; last-minute renewal asks read as transactional and tenants who had a positive year still walk because they feel taken for granted. The conversation is the renewal even when the rent number stays flat.","importance":8},{"kind":"lesson","title":"Inspection cadence — every 6 months minimum, documented","content":"Properties with no documented inspection in the last 6 months accumulate maintenance issues that surface only at lease end as charge-back disputes. Surface a watch item on any unit with no documented inspection in 180 days; the inspection itself is half the value, the documented record is the other half.","importance":7}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample tenant feedback — recurring HVAC issue","detail":"Tenant in unit 3B reports the HVAC unit is short-cycling for the third time this quarter. Worth flagging to the maintenance lead and surfacing a watch item — three calls on the same unit in 90 days suggests the underlying repair didn't take and the tenant is approaching the 'why am I paying rent for this' threshold.","sourceName":"Loop Desk template"}]},{"key":"nonprofit","name":"Nonprofit / membership","description":"Nonprofits, member organisations, community groups — donors, members, programmes, grant cycles.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/nonprofit","memories":[{"kind":"preference","title":"Donor / member communication — gratitude before ask","content":"Every donor- and member-facing communication leads with concrete gratitude (a named impact, an outcome they made possible) before any ask. Asks framed as transactions ('please give') without the gratitude lead get 4× lower response rates than asks framed as 'here's what your last gift made possible — here's what we want to do next'. The ask is the second sentence, never the first.","importance":9},{"kind":"preference","title":"Outcome reporting — concrete numbers, never adjectives","content":"All programme reports (annual report, donor updates, grant reports) lead with concrete numbers and named beneficiaries. 'We helped 247 families this quarter' beats 'we made a meaningful impact'. Adjective-heavy reporting trains donors to discount the work because everyone uses the same adjectives; numbers are the differentiator that survives the side-by-side comparison.","importance":8},{"kind":"lesson","title":"Lapsed-donor red flag — 18 months silent","content":"Donors and members who haven't been touched (gift, communication, event invite) in 18 months are 6× less likely to renew than donors touched within 12 months. Surface a re-engagement watch item the moment a donor crosses the 12-month silent threshold; the touch isn't an ask, it's a 'here's what's been happening, you helped make it possible' update.","importance":8},{"kind":"lesson","title":"Grant cycle prep — 90 days before deadline minimum","content":"Grant applications started inside 60 days of deadline get funded at half the rate of applications started 90+ days out. Surface a watch item the moment a known grant deadline crosses the 90-day horizon if no draft has been started; the prep time isn't writing, it's the relationship-building and outcome-data collection the application then references.","importance":7}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample member feedback — newsletter cadence","detail":"A long-time member noted the monthly newsletter feels generic this quarter — same template, same structure, fewer named programme outcomes. Worth flagging to the comms lead and surfacing a watch item if newsletter-feedback complaints recur because the cadence itself is fine, the content is what stopped landing.","sourceName":"Loop Desk template"}]},{"key":"accounting","name":"Accounting / compliance","description":"Owner-led accounting, bookkeeping, and compliance practices — clients, deadlines, filings, advisory cadence.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/accounting","memories":[{"kind":"preference","title":"Client communication — precise, never reassuring without the number","content":"All client-facing communication leads with the concrete number or filing status, never with a reassuring phrase ahead of the data. 'Your Q3 estimated payment is due September 15 — we have $X.XX recommended based on YTD income; reply to confirm by September 12 so we can file on your behalf' beats 'don't worry, we're tracking your taxes'. Reassurance without numbers trains clients to discount the message because they've heard it from every accountant they fired.","importance":9},{"kind":"preference","title":"Deadline buffer — file 5 business days early, never on deadline day","content":"Every client filing target lands 5 business days before the actual statutory deadline. The buffer absorbs missing documents, e-file portal outages, and last-minute amendments without triggering a late-filing penalty. Surface a watch item the moment a filing crosses the 5-business-day buffer with required documents still missing — the missing document, not the deadline, is the real signal.","importance":9},{"kind":"lesson","title":"Engagement scope creep red flag — 3+ unbilled questions/month","content":"Clients on a fixed-fee engagement who ask 3+ substantive questions in a single month are operating outside the scope they signed. Surface a watch item; the answer isn't to refuse the questions, it's to surface a scope conversation before the year-end close where the cumulative effort would otherwise burn the engagement margin invisibly. Advisory work the client values is the upsell, not the leak.","importance":8},{"kind":"lesson","title":"Compliance audit trail — every advice memo gets a dated record","content":"Every piece of substantive advice (tax position, accounting treatment, regulatory interpretation) gets a dated memo to the client file at the moment of delivery, not summarised at year-end. Audit defence and PI insurance both turn on the contemporaneous record; an undated email with the recommendation buried mid-thread is operationally identical to no record at all. Surface a watch item if a client interaction touches a substantive position without a corresponding memo.","importance":9}],"signals":[{"kind":"feedback","priority":"high","title":"Sample client communication — late document submission","detail":"Client just submitted Q3 source documents on September 12 with a September 15 statutory deadline — three days short of the standard 5-business-day buffer. Worth flagging immediately and surfacing a watch item: file on time but follow up post-filing on the document-cadence conversation, otherwise the same pattern recurs every quarter and burns the engagement margin without the client realising the cost.","sourceName":"Loop Desk template"}]},{"key":"fitness","name":"Fitness / wellness studios","description":"Independent gyms, yoga studios, wellness centres, personal training practices — members, attendance, retention, class economics.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/fitness","memories":[{"kind":"preference","title":"Member communication — coach voice, never marketing voice","content":"All member-facing communication (class reminders, milestone callouts, retention check-ins) reads in coach voice — direct, encouraging, named. 'Hey Sarah, you've made it to Tuesday morning seven weeks running — that's the consistency we're after' beats 'Don't miss your favourite class!'. Marketing voice from a coach reads as inauthentic and trains members to discount every future message; the relationship is the product, the class is the venue.","importance":9},{"kind":"preference","title":"Class capacity rule — never sell beyond 90% of safe maximum","content":"Class bookings cap at 90% of the room's safe instructor-to-student ratio, leaving headroom for late drop-ins from regular members and avoiding the 'too crowded to enjoy' threshold that drives the silent unsubscribes. The 10% headroom is a retention investment, not lost revenue — a regular who can't get into their preferred Tuesday class for two weeks running cancels at 3× the baseline rate.","importance":8},{"kind":"lesson","title":"Attendance red flag — 2 weeks silent on a previously-regular member","content":"Members who attended 2+ times/week for at least 8 weeks who then go silent for 14+ days churn at 5× the baseline rate. Surface a re-engagement watch item the moment a previously-regular member crosses 14 silent days — the touch isn't an upsell, it's a coach-voice 'we noticed you, anything blocking you from getting back in this week?' check-in. The detection is half the value, the named member-to-coach relationship is the rest.","importance":8},{"kind":"lesson","title":"Class economics floor — 6 paying members minimum to run profitably","content":"Group classes need a minimum of 6 paying members to clear instructor cost, room cost, and a contribution to fixed overhead. Surface a watch item on any recurring class slot averaging fewer than 6 attendees over a rolling 4 weeks — the answer isn't always to cancel, it's to either move the slot, change the format, or restructure as private training, but the conversation has to happen before three months of below-floor weeks burn the studio's margin invisibly.","importance":7}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample member feedback — class-format request","detail":"Two regular members independently mentioned wanting an earlier 6am slot on Tuesdays — they currently make the 7am but the commute window is tight. Worth flagging to the studio lead and surfacing a watch item: a single request is noise, two independent requests in a week is signal worth scheduling a trial 6am slot for one month to test attendance.","sourceName":"Loop Desk template"}]},{"key":"b2b_services","name":"B2B services / consultative sales","description":"Owner-led B2B services with long sales cycles, multi-stakeholder buyers, and account-based motion — pipelines, proposals, expansion.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/b2b_services","memories":[{"kind":"preference","title":"Buyer communication — name the next concrete commitment, never a generic follow-up","content":"All prospect-facing communication closes with a single named next commitment from the buyer (a 30-min call on a named day, a stakeholder intro, a written constraint, a signed NDA) — never an open 'let me know if you have any questions'. Long sales cycles die in ambiguous next-step debt. The named commitment is the test of whether the buyer is actually moving; a refusal to name one is itself the signal worth surfacing as a watch item.","importance":9},{"kind":"preference","title":"Multi-stakeholder rule — every economic buyer gets a champion at the next layer","content":"No B2B deal closes on a single relationship in 2026's risk-conscious procurement environment. Every active opportunity needs a named champion at one organizational layer up from the day-to-day operational buyer (CFO when selling to a finance manager, VP Eng when selling to an engineering lead). Surface a watch item the moment an opportunity reaches proposal stage without a named layer-up champion — the deal is at 3× normal risk of stalling at procurement review without one.","importance":9},{"kind":"lesson","title":"Pipeline stall red flag — 14 days silent on a previously-active opportunity","content":"Active opportunities that go silent for 14+ days after sustained engagement (3+ touches in the prior month) churn at 4× the baseline rate. Surface a re-engagement watch item the moment a previously-active opportunity crosses 14 silent days — the touch isn't a 'just checking in' email, it's a named-next-commitment test ('we have a slot Wednesday at 2pm to walk your finance team through the unit-economics page; reply if that works, otherwise should we close out this thread for now?'). Forced explicit closure beats indefinite warm-hold every time.","importance":8},{"kind":"lesson","title":"Proposal scope rule — every dollar in scope gets a written outcome statement","content":"Every proposal line item gets a written outcome statement the buyer signs ('after this engagement, your team will be able to X'), not just a deliverable list ('we will produce Y document'). Outcome-bound proposals win at 2.3× the rate of deliverable-bound proposals because procurement teams in 2026 weight outcome-clarity heavily under the new AI-vendor scrutiny frameworks. Surface a watch item on any proposal that ships without explicit outcome statements per line item.","importance":8}],"signals":[{"kind":"feedback","priority":"high","title":"Sample buyer interaction — proposal stage with no layer-up champion","detail":"Active opportunity reached proposal stage two weeks ago with day-to-day buyer engaged and no named champion at the layer above. Worth flagging immediately and surfacing a watch item: the deal is at 3× normal risk of stalling at procurement review. The right next step isn't sending another follow-up on the proposal itself; it's a named ask of the day-to-day buyer for a 20-min call with their VP/CFO before procurement review opens, framed as 'we want to make sure they have the unit-economics view before review starts so it doesn't stall on a missing reference number'.","sourceName":"Loop Desk template"}]},{"key":"home_services","name":"Home services platforms","description":"HVAC / plumbing / electrical adjacent at the platform tier — independent contractors, dispatch tooling, marketplace coordination, customer satisfaction.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/home_services","memories":[{"kind":"preference","title":"Customer communication — confirm the appointment with the technician's name, never the company's","content":"All customer-facing appointment confirmations name the specific technician arriving (with their photo + first name + a sentence of bio), not the company name. Home service customers are letting a stranger into their home for an unsupervised 90 minutes; named-technician confirmations cut no-show + reschedule rate by 35% versus generic company-name confirmations because the relationship is with the human, not the brand. Surface a watch item if any appointment dispatches without the named-technician confirmation hitting the customer's inbox.","importance":9},{"kind":"preference","title":"Pricing transparency — every quote shows the parts cost line-itemed before labour","content":"All quotes lead with the parts-cost line-item (with the wholesale source URL where defensible) before the labour cost. Home service customers in 2026 expect parts-pricing transparency post-Roto-Rooter / Right Honest Plumbing settlement coverage, and quotes that bury parts-cost win at 0.7× the rate of transparent quotes. The transparency isn't generosity — it's a competitive moat against the companies still hiding the markup. Surface a watch item on any quote that ships without the parts/labour split.","importance":9},{"kind":"lesson","title":"Callback red flag — same address, same job category, within 90 days","content":"Any appointment to an address with a prior service in the same job category (plumbing-to-plumbing, HVAC-to-HVAC) within 90 days is a callback signal. Whether or not the original work failed, the customer perceives it as the company's accountability — surface a watch item the moment the dispatch is scheduled so the technician arrives knowing the recent history and primed to address it directly. Callbacks the technician didn't know about beforehand convert to negative reviews at 6× the rate of callbacks they did.","importance":8},{"kind":"lesson","title":"Review cadence — request reviews 24 hours after invoice, never at completion","content":"Review-request timing matters more than the request itself. Customers asked for reviews at the moment of completion respond at 18% but rate at 4.3 stars average; customers asked 24 hours after invoice respond at 31% and rate at 4.7 stars average — the gap is wide enough to dominate any choice of review platform or copy template. Surface a watch item on any completed job whose review request fired before the 24-hour mark; the early-fire rate is also a leading indicator of the technician trying to influence the response in person which is the worst possible long-term review-quality signal.","importance":7}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample dispatch coordination — repeat address within 90 days","detail":"Dispatched a plumbing technician to an address that received plumbing service 47 days ago. Worth flagging to the technician before arrival and surfacing a watch item: callback signal regardless of root cause, customer will perceive it as the company's accountability. Brief the technician on the prior visit, primed to address the recent history directly on arrival, and notify the dispatcher to follow up post-visit on whether the second visit was a continuation of the first issue or genuinely separate.","sourceName":"Loop Desk template"}]},{"key":"creator_infra","name":"Creator economy infrastructure","description":"Newsletter operators, membership platforms, and community-led media — list growth, subscriber retention, sponsorship economics, and platform-risk mitigation.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/creator_infra","memories":[{"kind":"preference","title":"Subscriber communication — name the relationship, never the audience","content":"All subscriber-facing communication addresses the recipient as a named relationship ('You signed up after the Q2 platform-risk piece — here's how that played out') rather than a generic audience ('Hi everyone'). Creator-economy retention rate doubles when the operator can demonstrate they remember the subscriber's entry point, and the named-entry-point framing is the cheapest way to show it. Surface a watch item on any send that doesn't reference at least one specific subscriber-cohort signal (entry post, prior interaction, membership tier).","importance":9},{"kind":"preference","title":"Platform-risk rule — every paid post syndicates to at least one owned channel within 72h","content":"Every paid post on a third-party platform (Substack, Patreon, Beehiiv, Ghost cloud) gets syndicated to at least one owned channel (self-hosted RSS, owned-database email backup, archive on a self-hosted domain) within 72 hours of publication. Platform de-platforming risk is the #1 existential threat to creator businesses in 2026 post-Substack/Notes content-moderation debates and the Patreon paid-tier algorithmic-throttling cases. The 72h window forces the discipline without making it the primary publication path. Surface a watch item on any paid post that crosses 72h without owned-channel syndication.","importance":9},{"kind":"lesson","title":"Sponsorship floor — the named-CPM rule","content":"Sponsorship rates below $35 CPM (cost per thousand engaged subscribers) are below the implied opportunity cost of subscriber attention for owner-led creator businesses, regardless of brand fit or relationship history. Brands that can't clear the floor are signaling they don't value the audience at the rate the audience values its own attention. Surface a watch item on any sponsorship inquiry below the CPM floor — the right next step is a polite decline with the floor stated, not a counter-offer.","importance":8},{"kind":"lesson","title":"Subscriber churn red flag — three opens, no clicks, 30 days","content":"Subscribers who open three consecutive sends without clicking through to any owned-channel destination (full archive page, paid tier upgrade, referral link) churn at 5× the baseline rate within 60 days. The signal lands earlier than open-only churn because click-through patterns reflect engagement quality, not just inbox routing. Surface a watch item the moment the third no-click open lands so the next send can either (a) earn the click with stronger CTAs or (b) explicitly re-engage with a 'is this still valuable to you?' check-in.","importance":8}],"signals":[{"kind":"feedback","priority":"high","title":"Sample subscriber feedback — paid tier downgrade","detail":"Long-tenure subscriber (18 months on the founding annual tier) just downgraded to free with the note 'love the work, but the recent cadence increase is more than I can keep up with — I'd rather miss less of it than skim more of it.' Worth flagging immediately and surfacing a watch item: this is the highest-signal cadence-feedback shape (paid-to-free, named reason, named alternative). The right response isn't a save-attempt offer, it's an honest cadence audit — if the cadence increase wasn't editorially load-bearing, the subscriber is correct that fewer-better is the right move and other longtime subscribers are likely thinking the same thing without saying it.","sourceName":"Loop Desk template"}]},{"key":"small_manufacturing","name":"Small manufacturing / craft production","description":"Owner-led manufacturers, craft producers, small-batch CNC / leather / textile / ceramics / specialty food — production, supplier mix, quality cadence, B2B + DTC channels.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/small_manufacturing","memories":[{"kind":"preference","title":"Production communication — every order ships with a named maker line, never a generic 'team'","content":"All shipped product communications (packing slip, follow-up email, defect-handling correspondence) name the specific maker who produced the item, not the company team. Small-manufacturing customers are paying a premium for the human-craft attribution; named-maker confirmations cut return rate by 22% and double the rate of unprompted referrals because the relationship is with the maker, not the brand. Surface a watch item on any shipment confirmation that fires without the named-maker line.","importance":9},{"kind":"preference","title":"Lead-time honesty — the published lead time is the worst-case lead time, never the best-case","content":"Every public lead-time figure (web checkout, email confirmation, B2B quote PDF) is the *worst-case* expected fulfilment date based on the prior 30 days of actual production data, not the optimistic best-case. Customers consistently rate brands that ship 'two weeks early on a six-week lead time' substantially higher than brands that ship 'on time on a four-week lead time' even when the calendar dates are identical, because the former delivers a positive surprise. Surface a watch item on any lead-time figure published below the trailing-30-day worst-case actual.","importance":9},{"kind":"lesson","title":"Supplier concentration red flag — any single supplier > 35% of input cost","content":"Any single supplier accounting for more than 35% of total input cost is a structural risk regardless of relationship strength. The 35% threshold is where supplier-side disruption (relocation, family handover, capacity reallocation, exit) materially threatens the manufacturer's own production schedule. Surface a watch item the moment any supplier crosses the threshold and prompt the operator to qualify a second-source for the affected input category — the qualification process takes 90+ days and starting it after the disruption arrives is structurally too late.","importance":9},{"kind":"lesson","title":"Quality cadence — every production run includes a sampled defect-rate audit before fulfilment","content":"Every production run (or 100-unit batch, whichever comes first) gets a sampled defect-rate audit at no fewer than 5% sample size before any unit ships. The audit isn't bureaucratic process; it's the cheapest possible early-warning signal on production drift, machine calibration, or supplier-input quality regression. Surface a watch item on any production run that ships without the audit logged, and on any audit that returns a defect rate above 2% — both are leading indicators of customer-visible defects in the next 30 days.","importance":8}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample customer feedback — repeat order with custom request","detail":"Existing B2B customer (4 prior orders over 14 months, all at standard SKU spec) just emailed asking whether the upcoming order can ship with a 12% sizing variation on the leading dimension — 'we have a new merchandising fixture and the prior spec is just slightly tight.' Worth flagging and surfacing a watch item: this is the shape of a relationship-load-bearing custom request that's a yes-with-a-named-trade-off, not a yes-or-no question. The right response isn't 'can we do that?' framing; it's 'we can do that for this run with a 5-day add to the lead time and a 7% surcharge to cover the spec change overhead — does that work?' Customers asked the trade-off question convert at 95%; customers offered an unconditional yes convert at 75% because the unconditional answer reads as low-effort flexibility rather than premium-craft attention.","sourceName":"Loop Desk template"}]},{"key":"franchise","name":"Franchise / multi-location operators","description":"Regional QSR, boutique fitness chains, multi-unit retail, multi-clinic platforms — unit-economics, brand-standard variance across locations, regional manager cadence, franchisee-vs-corporate roll-up.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/franchise","memories":[{"kind":"preference","title":"Brand standard variance — every comms artefact reads as one company across every location","content":"All customer-facing communications (email, SMS, in-store signage copy, review responses) read as one consistent brand voice regardless of which location produced them. Franchise networks lose more brand equity to per-location voice drift than to product-quality variance — a customer who experienced one tone at location A and a different tone at location B reads the chain as inconsistent and downgrades trust on every future touch. Surface a watch item on any per-location comms artefact whose voice or copy structure deviates from the brand-standard rubric, and treat the deviation as a coaching opportunity for the location's manager rather than a discipline event.","importance":9},{"kind":"preference","title":"Per-location P&L cadence — weekly roll-up, monthly drill-down","content":"Per-location P&L gets surfaced weekly for headline metrics (revenue, labor %, COGS %) and monthly for the full drill-down (margin by category, marketing efficiency, retention rate, cohort behaviour). Weekly cadence catches early drift while it's still recoverable; monthly cadence gives the regional manager and franchise owner enough surface area to plan corrective action without thrashing. Surface a watch item on any location whose weekly headline metric deviates more than 15% from the rolling 4-week average, and on any location whose monthly drill-down hasn't surfaced a corrective action plan within 7 days of close.","importance":8},{"kind":"lesson","title":"Regional manager span-of-control ceiling — 8 locations","content":"Regional managers responsible for more than 8 locations consistently show degraded performance across every measurable dimension (location-level revenue growth, employee retention, customer review velocity, brand-standard compliance) regardless of regional manager experience or compensation structure. The 8-location ceiling is structural, not situational — past 8, the manager's per-location contact cadence drops below the threshold where they can intervene early on emerging problems. Surface a watch item the moment any regional manager's location count crosses 8, and prompt the operator to plan a regional split or assistant-manager hire before location-level metrics degrade.","importance":9},{"kind":"lesson","title":"Franchisee retention red flag — 90 days of declining unit-economics + no franchisor contact","content":"Franchisees whose unit-economics (revenue / location-margin / customer count) decline three months running AND who haven't had a substantive (not check-in) franchisor contact in the same window resign their franchise agreement at 6× the baseline rate within the next 12 months. The double-trigger is what matters — declining unit-economics alone is recoverable, declining unit-economics with franchisor distance is the structural exit pattern. Surface a watch item the moment both conditions are met and prompt the operator to schedule a structured franchisee strategy session — not a generic check-in — within two weeks.","importance":9}],"signals":[{"kind":"feedback","priority":"high","title":"Sample regional manager flag — same-store-sales decline at one location","detail":"Regional manager flagged that one location is showing same-store-sales decline 4 weeks running while every other location in the region is flat-to-positive. The regional manager's instinct is the new general manager (8 weeks tenure) is the proximate cause but isn't yet sure of the precise root cause (training gap, scheduling regression, customer-facing voice drift). Worth flagging immediately and surfacing a watch item: this is exactly the shape of structural deviation the rev-49 weekly cadence rule is designed to catch early. The right response is to schedule a 90-minute on-site visit by the regional manager + brand-standard audit + structured GM coaching conversation, all within the next 14 days, before the same-store decline compounds into customer-base attrition.","sourceName":"Loop Desk template"}]},{"key":"financial_advisor","name":"Financial advisor / regulated professional services","description":"Independent RIAs, insurance brokers, financial planners, regulated wealth managers — fiduciary obligations, KYC + suitability gates, regulatory exam horizon, client annual-review cadence.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/financial_advisor","memories":[{"kind":"preference","title":"Client communication — every recommendation references the suitability rationale, never the product","content":"All client-facing recommendations (email, written plan, meeting agenda) lead with the suitability rationale ('your stated goal is X over horizon Y, your stated risk tolerance is Z, here's the recommendation that fits') rather than the product itself ('here's the recommendation, here's why it fits'). The lead matters because fiduciary review (client review, internal compliance, regulatory exam) tracks the rationale chain — a recommendation whose stated rationale is reverse-engineered after the product choice fails the suitability test even if the product itself is appropriate. Surface a watch item on any client-facing recommendation that doesn't lead with the suitability rationale.","importance":9},{"kind":"preference","title":"KYC + suitability gate — every new account gets a fresh KYC + suitability before any recommendation","content":"Every new account opened (and every existing account on annual review) gets a fresh Know-Your-Customer + suitability questionnaire BEFORE any recommendation flows through the relationship. The gate is non-negotiable — bypassing it for a long-tenure relationship or a referral introduction is the single largest source of suitability-violation findings in regulatory exams. Surface a watch item on any new account whose first recommendation predates the KYC + suitability return-date, and on any annual-review cycle that closes without a fresh suitability questionnaire.","importance":10},{"kind":"lesson","title":"Annual-review cadence — every client touched within 13 months, no exceptions","content":"Every advised client gets a substantive annual-review touch (in-person meeting, video call, or written plan update with explicit client acknowledgement) within 13 months of the prior annual review. The 13-month window allows for life events that delay the calendar review without breaking the regulatory expectation. Past the 13-month threshold the relationship reads as un-supervised in a regulatory exam regardless of relationship strength or client preference, and any recommendations flowing through the relationship are at fiduciary-violation risk. Surface a watch item the moment any advised client crosses 12 months since the prior annual review, with 30 days of buffer before the regulatory cliff.","importance":10},{"kind":"lesson","title":"Suitability red flag — recommendation that requires explanation, not endorsement","content":"Any recommendation a client cannot summarise back to the advisor in their own words after the meeting is a fiduciary risk — the recommendation is suitable on paper if the client understood the rationale, but is suitability-violation territory if the recommendation rests on the advisor's authority rather than the client's understanding. The pattern shows up most often on alternative investments, structured products, and complex insurance products. Surface a watch item on any recommendation whose client-readback doesn't restate the suitability rationale in the client's own words, and prompt the advisor to either re-explain or recommend a simpler instrument that the client can summarise back.","importance":9}],"signals":[{"kind":"feedback","priority":"high","title":"Sample client question — concentration risk in a long-held position","detail":"Long-tenure client (12 years on the relationship, 73 years old, retired 4 years) just emailed asking 'I notice the position in [single-stock holding] is now 38% of the portfolio after this year's run — should we be doing something about that?' Worth flagging immediately and surfacing a watch item: this is exactly the shape of client-initiated suitability question that protects the advisor in any future regulatory exam *if* it gets a documented suitability response within 30 days. The right response isn't a phone call — it's a written response (email, letter, plan amendment) that names the concentration percentage, the client's stated risk tolerance, the trade-off in tax cost vs concentration risk, and a specific recommendation ('reduce by 50% over 18 months via systematic sales' or 'hold and monitor at quarterly checkpoints') with the client's signature acknowledgement. The client's question itself is the most valuable suitability artifact in the relationship — preserve it verbatim alongside the response in the client file.","sourceName":"Loop Desk template"}]},{"key":"direct_trade_food","name":"Direct-trade food / beverage","description":"Small-batch coffee roasters, single-origin chocolate makers, artisan cheese, specialty tea — origin transparency, harvest seasonality, producer-relationship cadence, retail vs DTC channel mix.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/direct_trade_food","memories":[{"kind":"preference","title":"Origin transparency — every product page names the producer + farm + harvest, never a region","content":"All product-facing copy (web product page, packaging, retail shelf-talker, wholesale spec sheet) names the specific producer, farm, and harvest year — never a generic region (e.g. 'single-origin Ethiopia' fails the rubric; 'Worka Sakaro Cooperative, Yirgacheffe, 2026 spring harvest' passes). Direct-trade customers are paying a premium for the named-producer relationship — the relationship is the product. A region-only product page reads as commodity-grade no matter how good the underlying coffee/cocoa/cheese is. Surface a watch item on any product whose copy doesn't name producer + farm + harvest year.","importance":9},{"kind":"preference","title":"Producer-share pricing — every product page discloses the share of retail price paid to the producer","content":"Every product page surfaces the percentage of retail price paid directly to the producer (or, where relevant, the FOB price + transparency framing). Direct-trade customers self-select on producer-share pricing and reward brands that disclose it; the disclosure also creates a healthy commercial discipline since retail pricing decisions become visible against the producer-share floor. Surface a watch item on any product page whose producer-share framing is missing, vague ('we pay above market'), or older than the most recent contract.","importance":8},{"kind":"lesson","title":"Harvest-cycle red flag — same producer, two consecutive harvests, no in-person visit","content":"Producer relationships go cold across two harvest cycles without an in-person origin visit (or a substantive video-call substitute when travel isn't possible) — the second-harvest contract typically delivers smaller volumes, higher prices, or a producer-side relationship pivot to a competing buyer. The 18-month cadence is structural, not optional, even on small accounts. Surface a watch item the moment any producer relationship crosses 18 months without a logged origin visit, and prompt the operator to schedule the visit or document a substantive video alternative within the next harvest planning window.","importance":9},{"kind":"lesson","title":"Channel mix red flag — wholesale share above 70% of revenue","content":"Wholesale (cafe, retailer, restaurant) revenue accounting for more than 70% of total revenue is a structural risk regardless of relationship strength — wholesale pricing leaves no margin for direct-trade pricing premiums, and a single account loss above the 70% threshold disrupts the entire production schedule. Surface a watch item the moment wholesale crosses 70% and prompt the operator to reinvest in DTC channel growth (subscription, retail, e-commerce) before the next contract negotiation cycle.","importance":8}],"signals":[{"kind":"feedback","priority":"normal","title":"Sample customer feedback — origin-story request from subscriber","detail":"Long-tenure subscriber (14 months on the rotating-origin subscription) just emailed asking 'I noticed the Worka Sakaro lot has shipped twice this quarter — would it be possible to get a longer-form write-up about the farm and the relationship behind it? I'd love to share with my coffee club.' Worth flagging and surfacing a watch item: this is the highest-signal direct-trade customer behaviour (subscriber-initiated origin curiosity, named-farm specificity, intent to share with another customer audience). The right response is to publish a long-form origin write-up (1,200+ words, named producer, harvest details, photos, producer-share disclosure) and reply with the link plus permission to share. Customers who get a substantive long-form origin response within 7 days refer at 4× the baseline rate; customers who get a short 'thanks for the kind note' reply rarely refer at all because the brand reads as not-actually-direct-trade despite the marketing claim.","sourceName":"Loop Desk template"}]},{"key":"outdoor_recreation","name":"Outdoor recreation / guided experiences","description":"Independent gear shops, guide services, charter operators, outfitting companies, adventure-tourism operators — seasonal cadence, weather/safety risk, guide retention, customer trip-planning horizon.","memoryCount":4,"signalCount":1,"url":"https://loopdesk.space/templates/outdoor_recreation","memories":[{"kind":"preference","title":"Customer communication — every confirmation names the specific guide, captain, or instructor","content":"All trip confirmations (booking email, day-before reminder, on-site greeting copy) name the specific guide, captain, or instructor leading the experience — never a generic 'your guide will meet you'. Outdoor recreation customers are paying for the named-human-expertise relationship; named-guide confirmations cut day-of cancellation rate by 30% and triple the rate of unprompted post-trip referrals because the relationship is with the guide, not the booking platform. Surface a watch item on any confirmation that fires without the named-guide line.","importance":9},{"kind":"preference","title":"Weather + safety transparency — every trip page surfaces the seasonal risk window honestly","content":"Every trip product page (web, brochure, repeat-customer email) surfaces the honest seasonal risk window — not the marketing-best-case but the realistic distribution of weather, water level, snow conditions, wildlife encounters that customers should plan around. Outdoor customers self-select on safety transparency; honest framing earns trust on the booking side AND reduces day-of cancellation friction because customers arrive prepared. Surface a watch item on any trip page whose risk framing is missing, generic ('weather can vary'), or contradicted by the trailing-12-month cancellation pattern.","importance":8},{"kind":"lesson","title":"Guide retention red flag — guide tenure below 18 months at start of peak season","content":"Any guide, captain, or instructor with less than 18 months of tenure at the start of peak season is a structural risk — the customer-facing skill curve (route knowledge, customer-reading instinct, weather-call confidence, safety-incident composure) doesn't compress below 18 months regardless of prior experience in adjacent disciplines. New guides paired with veteran guides during the first peak season cost 25-40% more in scheduling overhead but cut customer-incident rates by 5×. Surface a watch item on any peak-season schedule that pairs two below-18-month guides, and prompt the operator to re-plan the pairing.","importance":9},{"kind":"lesson","title":"Booking-horizon red flag — average lead time below 21 days outside peak","content":"Average customer booking lead time below 21 days outside peak season is a structural marketing red flag — short-horizon bookings carry higher cancellation rates, lower per-trip ticket size (less time for upsells like gear add-ons or private upgrades), and higher operational scheduling overhead (last-minute guide changes, vehicle assignments, weather-window decisions). Operators whose booking-horizon distribution shifts below 21 days outside peak typically have a marketing-funnel problem (top-of-funnel volume drop, search-visibility regression, repeat-customer cadence weakness) that's invisible until the booking horizon collapses. Surface a watch item the moment the trailing 30-day average lead time crosses below 21 days outside peak.","importance":8}],"signals":[{"kind":"feedback","priority":"high","title":"Sample customer flag — repeat customer trip-planning question","detail":"Repeat customer (3 prior trips over 4 years, last trip 14 months ago) just emailed asking 'I'd love to bring my brother + nephew (12 yrs old) on the same trip we did in 2024 — is that age appropriate for the route, and what's the best week to plan for?' Worth flagging immediately and surfacing a watch item: this is the highest-signal customer-facing question shape (repeat customer, named relationship expansion, asks for guide expertise). The right response isn't a booking link; it's a substantive guide-attributed reply (named guide who led the prior trip, age-suitability framing tied to the specific route conditions, named-week recommendation tied to weather/water windows, expansion to the family-size implications for vehicle assignment + lodging). Repeat customers who get the named-guide-attributed substantive reply within 24 hours convert their relationship-expansion bookings at 80%; customers who get a generic booking-link reply convert at 25% because the reply reads as transactional rather than expert-relationship.","sourceName":"Loop Desk template"}]}]}