{"schemaVersion":"1.0","name":"LawnVex Lawn Care Operations Research Catalog","description":"Machine-readable metadata and records for LawnVex source-backed research, models, benchmarks, and methods.","url":"https://lawnvex.com/research","publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"dateModified":"2026-08-03","itemCount":11,"datasetCount":8,"methodologyCount":3,"citationPolicy":"Cite the research title, LawnVex, the updated date, and the canonical HTML URL. Verify linked primary sources before relying on time-sensitive vendor facts.","items":[{"id":"https://lawnvex.com/research#software-market-pricing#dataset","slug":"lawn-care-software-market-pricing-database","kind":"dataset","name":"Lawn Care Software Market and Pricing Database","description":"Source-backed pricing, billing-model, free-access, market-fit, and property-measurement records for lawn care software buyers.","url":"https://lawnvex.com/research#software-market-pricing","dataUrl":"https://lawnvex.com/research/lawn-care-software-market-pricing-database.json","embedUrl":"https://lawnvex.com/research/lawn-care-software-market-pricing-database/embed","datePublished":"2026-08-03","dateModified":"2026-08-03","creator":{"name":"Kevin Raspopi","url":"https://lawnvex.com/about"},"publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"methodology":"LawnVex records the lowest currently displayed entry price, the billing condition attached to it, the vendor's pricing model, free access, and the measurement workflow stated on the same first-party page. Editorial best-fit and limitation notes are narrowly scoped to the published product position. Prices are not normalized into a single cost because annual commitments, users, routes, searches, add-ons, and implementation terms are not equivalent.","limitations":"This is a buyer-research dataset, not a quote or a guarantee. Taxes, promotions, contracts, onboarding, payment processing, messaging, usage, implementation, and regional charges can change the total. A vendor can update a source after the recorded verification date. Open the linked first-party page and request a written quote before purchasing.","variables":["Vendor","Category","Public pricing","Starting price","Billing model","Free access","Market focus","Measurement workflow","Best fit","Honest limit","Primary source","Verified"],"records":[{"Vendor":"LawnVex","Category":"Lawn care operating system","Public pricing":"Published","Starting price":"Paid plans from $49/month","Billing model":"Flat monthly plans with defined measurement allowances; no separate listed per-user fee","Free access":"14-day trial after plan selection; payment method required and no charge at trial start","Market focus":"Lawn-specific","Measurement workflow":"Address-based satellite turf proposal with operator review before three-tier quoting","Best fit":"Solo and small-to-mid lawn maintenance crews that want measurement connected to quoting and operations","Honest limit":"A specialist may fit better for chemical-compliance, arborist, construction-estimating, or enterprise call-center depth","Primary source":"https://lawnvex.com/pricing","Verified":"2026-08-03"},{"Vendor":"Jobber","Category":"Field service management","Public pricing":"Published","Starting price":"$49/month month-to-month; $29/month billed annually","Billing model":"Plan and included-user tiers; annual and no-commitment prices are published","Free access":"Free trial; no credit card required","Market focus":"Multi-trade","Measurement workflow":"Property measurement is not listed as a native Core-plan feature on the pricing page","Best fit":"Multi-trade service businesses that value a mature app marketplace and broad office-to-field workflows","Honest limit":"The published platform is broader than lawn care, and pricing rises with plan and team size","Primary source":"https://www.getjobber.com/pricing/","Verified":"2026-08-03"},{"Vendor":"Housecall Pro","Category":"Home service management","Public pricing":"Published","Starting price":"$79/month monthly; $59/month billed annually","Billing model":"Plan tiers with user allowances; annual discount published","Free access":"14-day free trial; no credit card required","Market focus":"Multi-trade","Measurement workflow":"No lawn-measurement workflow is listed in the Basic-plan pricing summary","Best fit":"Home-service teams prioritizing online booking, dispatch, estimates, payments, and consumer financing","Honest limit":"The platform serves many trades rather than centering an address-to-lawn-measurement workflow","Primary source":"https://www.housecallpro.com/pricing/","Verified":"2026-08-03"},{"Vendor":"Service Autopilot","Category":"Recurring service operations","Public pricing":"Published","Starting price":"From $49/month on annual subscription rates, plus signup fee","Billing model":"Annual subscription pricing; higher tiers add licenses, automation, and Smart Maps","Free access":"Free-trial link is published; signup fees are disclosed","Market focus":"Green-industry","Measurement workflow":"Smart Maps is listed on the sales-priced Elite tier","Best fit":"Established recurring lawn, landscaping, snow, cleaning, pest, and pool service operations","Honest limit":"Entry pricing excludes a signup fee, and advanced map and automation access requires higher tiers","Primary source":"https://www.serviceautopilot.com/pricing/","Verified":"2026-08-03"},{"Vendor":"LawnPro","Category":"Lawn and field service management","Public pricing":"Published","Starting price":"$0 Solo; paid plans from $39/month or $29/month billed annually","Billing model":"Plan tiers with employee allowances; annual discount published","Free access":"$0 Solo plan for one user and up to 25 customers; paid-plan trials available","Market focus":"Lawn-specific","Measurement workflow":"AI Measurements through Deep Lawn is listed as an add-on on the Grow tier","Best fit":"Lawn and field-service operators seeking a free start and conventional CRM, scheduling, estimates, and invoicing","Honest limit":"AI measurement is an add-on rather than part of the free or entry paid tier","Primary source":"https://help.lawnprosoftware.com/knowledge-base/choosing-your-plan/","Verified":"2026-08-03"},{"Vendor":"Yardbook","Category":"Landscaping business software","Public pricing":"Published","Starting price":"$0 Starter; Business $34.99/month; Enterprise $49.99/month","Billing model":"Free and flat monthly plan tiers","Free access":"$0 Starter plan with customer, schedule, billing, routing, and lot-measurement features","Market focus":"Green-industry","Measurement workflow":"Lot Measurement is listed in the free Starter plan","Best fit":"Landscaping businesses that want a broad free operational starting point","Honest limit":"GPS tracking, multi-step programs, QuickBooks sync, and an ad-free branded portal require paid tiers","Primary source":"https://www.yardbook.com/pages/pricing","Verified":"2026-08-03"},{"Vendor":"QuoteIQ","Category":"Contractor CRM and quoting","Public pricing":"Published","Starting price":"$29.99/month; $25/month billed annually","Billing model":"Plan tiers with included users and monthly AI-credit allowances","Free access":"14-day free trial on published plans","Market focus":"Multi-trade","Measurement workflow":"MapMeasure Pro is included from the Beginner tier, listed at $74.99/month","Best fit":"Contractors wanting estimating, invoicing, scheduling, payments, AI tools, and multi-trade flexibility","Honest limit":"Property measurement is not included in the lowest Essentials tier, and user/AI allowances vary by plan","Primary source":"https://myquoteiq.com/pricing/","Verified":"2026-08-03"},{"Vendor":"ServiceTitan","Category":"Enterprise field service management","Public pricing":"Request pricing","Starting price":"Request pricing","Billing model":"Per-technician pricing across Starter, Essentials, and The Works packages","Free access":"Personalized demo; no public free plan listed","Market focus":"Multi-trade","Measurement workflow":"No lawn-specific property-measurement workflow is listed in the package summary","Best fit":"Larger field-service organizations needing dispatch, call booking, reporting, payroll, and pricebook depth","Honest limit":"A public dollar price is not provided, so buyers must request a quote before comparing total cost","Primary source":"https://www.servicetitan.com/pricing","Verified":"2026-08-03"},{"Vendor":"Aspire","Category":"Enterprise landscape management","Public pricing":"Request pricing","Starting price":"Request pricing","Billing model":"Single monthly license fee based on company size, complexity, and contracted solution; unlimited users","Free access":"Demo-led sales process; no public free plan listed","Market focus":"Enterprise landscape","Measurement workflow":"The plan page lists site audits and estimating, but not a lawn-specific measurement workflow","Best fit":"Enterprise-level landscape businesses needing job costing, purchasing, inventory, reporting, and implementation support","Honest limit":"Pricing is quote-based, and separately priced services may include payments, payroll, and GPS fleet management","Primary source":"https://www.youraspire.com/aspire-plans","Verified":"2026-08-03"},{"Vendor":"GorillaDesk","Category":"Field service management","Public pricing":"Published","Starting price":"From $49/month for one route","Billing model":"Plan price scales by paid route or schedule; unlimited admin users and mobile devices are listed","Free access":"Free trial; no setup fees or month-to-month contract","Market focus":"Green-industry","Measurement workflow":"Map Estimation Tools are listed on the $149/month Growth tier for one route","Best fit":"Pest, wildlife, lawn, and field-service teams needing chemical tracking, routing, and operational controls","Honest limit":"Measurement and sales-pipeline tools require the Growth tier, and cost scales with routes","Primary source":"https://gorilladesk.com/pricing/","Verified":"2026-08-03"},{"Vendor":"FieldVibe","Category":"Scheduling and field service","Public pricing":"Published","Starting price":"$0 Solo; Solo Pro $20/month; Crews $50/month","Billing model":"Free, solo, and crew monthly tiers; regional final price may vary","Free access":"$0 Solo plan with unlimited jobs and clients on one device","Market focus":"Multi-trade","Measurement workflow":"No property-measurement feature is listed on the pricing page","Best fit":"Solo service professionals and small crews prioritizing simple scheduling and reminders","Honest limit":"The free tier is single-device and manual-reminder focused; quotes and team controls require paid tiers","Primary source":"https://www.fieldvibe.com/pricing","Verified":"2026-08-03"},{"Vendor":"Deep Lawn","Category":"Property measurement and online quoting","Public pricing":"Published","Starting price":"From $95/month; 40 searches included, then $1.65 per additional search","Billing model":"Monthly plan plus usage-based overages; higher tiers include more searches and lower overage rates","Free access":"No public free plan listed; signup and demo paths are available","Market focus":"Lawn-specific","Measurement workflow":"AI residential lawn and property measurements with internal quoting and a storefront widget","Best fit":"Lawn and pest businesses primarily buying automated measurement and online-sales capacity","Honest limit":"Searches are metered, and broader scheduling, routing, invoicing, or accounting needs may require a connected CRM","Primary source":"https://deeplawn.com/pricing","Verified":"2026-08-03"},{"Vendor":"MeasureLawn Pro","Category":"Satellite lawn measurement and instant quoting","Public pricing":"Published","Starting price":"$0 Bronze marketplace; measuring from $39/month on Silver","Billing model":"Flat monthly measurement plans; Silver and Gold list unlimited measurements","Free access":"$0 Bronze marketplace tier; 60-day Silver trial without a card","Market focus":"Lawn-specific","Measurement workflow":"Manual satellite tracing with exclusions, service rates, instant quotes, and a website widget","Best fit":"Operators who want unlimited manual satellite measurements and lightweight instant quoting","Honest limit":"It is measurement and lead software rather than a full scheduling, routing, invoicing, and accounting operating system","Primary source":"https://measurelawn.com/lawn-measuring-software","Verified":"2026-08-03"}],"isBasedOn":["https://lawnvex.com/pricing","https://www.getjobber.com/pricing/","https://www.housecallpro.com/pricing/","https://www.serviceautopilot.com/pricing/","https://help.lawnprosoftware.com/knowledge-base/choosing-your-plan/","https://www.yardbook.com/pages/pricing","https://myquoteiq.com/pricing/","https://www.servicetitan.com/pricing","https://www.youraspire.com/aspire-plans","https://gorilladesk.com/pricing/","https://www.fieldvibe.com/pricing","https://deeplawn.com/pricing","https://measurelawn.com/lawn-measuring-software"],"sourceCount":13,"citation":"Lawn Care Software Market and Pricing Database. LawnVex. Updated 2026-08-03. https://lawnvex.com/research#software-market-pricing","embedCode":"<iframe src=\"https://lawnvex.com/research/lawn-care-software-market-pricing-database/embed\" title=\"Lawn Care Software Market and Pricing Database — LawnVex research\" loading=\"lazy\" width=\"100%\" height=\"760\" style=\"border:0;max-width:100%\" referrerpolicy=\"strict-origin-when-cross-origin\"></iframe>"},{"id":"https://lawnvex.com/guides/lawn-care-software-pricing-source-index-2026#dataset","slug":"lawn-care-software-pricing-source-index-2026","kind":"dataset","name":"2026 Lawn Care Software Pricing Source Index","description":"A July 2026 source index for lawn care software pricing models, billing structure, public-price availability, and the official pages buyers should verify.","url":"https://lawnvex.com/guides/lawn-care-software-pricing-source-index-2026","dataUrl":"https://lawnvex.com/research/lawn-care-software-pricing-source-index-2026.json","embedUrl":"https://lawnvex.com/research/lawn-care-software-pricing-source-index-2026/embed","datePublished":"2026-07-31","dateModified":"2026-07-31","creator":{"name":"Kevin Raspopi","url":"https://lawnvex.com/about"},"publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"methodology":"We reviewed each vendor's official pricing or plan page on July 31, 2026. We recorded the durable billing model and whether buyers can see standard pricing without talking to sales. Promotions were labeled as variable rather than treated as list price. No third-party estimates were used when the vendor offers only custom pricing.","limitations":"Vendors can change plans, promotions, and feature packaging without notice. The hourly LawnVex evidence monitor checks crawlable source URLs for availability and content changes; a changed source triggers re-verification rather than an automatic unsupported rewrite. Vendor pages that challenge automated access remain linked for human verification and are excluded from availability alarms.","variables":["Product","Published pricing model","Buyer verification point"],"records":[{"Product":"LawnVex","Published pricing model":"Free tier; flat paid plans from $49/mo","Buyer verification point":"No per-user pricing; verify measurement allowance"},{"Product":"QuoteIQ","Published pricing model":"Five public monthly/annual tiers","Buyer verification point":"Verify included users, IQ credits, and measurement tier"},{"Product":"ServiceTitan","Published pricing model":"Custom per-technician packages","Buyer verification point":"Request the complete package and implementation quote"},{"Product":"Housecall Pro","Published pricing model":"Public Basic, Essentials, and Max tiers","Buyer verification point":"Match annual/monthly billing and included users"},{"Product":"Jobber","Published pricing model":"Tiered by plan, team size, and commitment","Buyer verification point":"Ignore temporary promotions when modeling renewal cost"},{"Product":"GorillaDesk","Published pricing model":"Public plans that scale by routes","Buyer verification point":"Verify the route count and feature tier"},{"Product":"RealGreen","Published pricing model":"Custom user- and usage-based options","Buyer verification point":"Request modules and usage assumptions in writing"},{"Product":"Aspire","Published pricing model":"Custom price by company size and complexity","Buyer verification point":"Confirm contracted functionality and add-on services"},{"Product":"Arborgold","Published pricing model":"Published base plans plus user and service choices","Buyer verification point":"Include licenses, training, and contract term"},{"Product":"Workiz","Published pricing model":"Standard and Pro include five users; extra-member pricing is published and Ultimate is quote-based","Buyer verification point":"Verify the current tier, extra users, billing cycle, and separately sold communications"}],"isBasedOn":["https://lawnvex.com/pricing","https://myquoteiq.com/pricing/","https://www.servicetitan.com/pricing","https://www.housecallpro.com/pricing/","https://www.getjobber.com/pricing/","https://gorilladesk.com/pricing/","https://www.realgreen.com/pricing","https://www.youraspire.com/aspire-plans","https://arborgold.com/pricing/","https://www.workiz.com/features/","https://www.workiz.com/pricing-plans/","https://developer.workiz.com/","https://play.google.com/store/apps/details?hl=en&id=com.workiz"],"sourceCount":13,"citation":"2026 Lawn Care Software Pricing Source Index. LawnVex. Updated 2026-07-31. https://lawnvex.com/guides/lawn-care-software-pricing-source-index-2026","embedCode":"<iframe src=\"https://lawnvex.com/research/lawn-care-software-pricing-source-index-2026/embed\" title=\"2026 Lawn Care Software Pricing Source Index — LawnVex research\" loading=\"lazy\" width=\"100%\" height=\"690\" style=\"border:0;max-width:100%\" referrerpolicy=\"strict-origin-when-cross-origin\"></iframe>"},{"id":"https://lawnvex.com/guides/address-to-lawn-quote-workflow-benchmark#dataset","slug":"address-to-lawn-quote-workflow-benchmark","kind":"dataset","name":"Address-to-Lawn-Quote Workflow Benchmark","description":"A reproducible workflow benchmark comparing the number of handoffs from a lawn care lead's address to a measured, priced, sendable quote.","url":"https://lawnvex.com/guides/address-to-lawn-quote-workflow-benchmark","dataUrl":"https://lawnvex.com/research/address-to-lawn-quote-workflow-benchmark.json","embedUrl":"https://lawnvex.com/research/address-to-lawn-quote-workflow-benchmark/embed","datePublished":"2026-07-31","dateModified":"2026-07-31","creator":{"name":"Kevin Raspopi","url":"https://lawnvex.com/about"},"publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"methodology":"Start with a lead name and street address. Count each required transition among CRM entry, property measurement, exclusion review, rate lookup, quote construction, and delivery. Repeat with the same sample property and document every manual copy, export, or re-entry.","limitations":"This method evaluates workflow continuity, not measurement accuracy. Accuracy requires a separate ground-truth sample and an agreed tolerance. Complex sites may require specialist takeoff tools or on-site review regardless of software.","variables":["Benchmark stage","Evidence captured","Failure to watch"],"records":[{"Benchmark stage":"Lead intake","Evidence captured":"Customer and address record","Failure to watch":"Duplicate or incomplete property"},{"Benchmark stage":"Measurement","Evidence captured":"Turf-area result and exclusions","Failure to watch":"Lot area confused with mowable turf"},{"Benchmark stage":"Rate application","Evidence captured":"Rate table and selected service","Failure to watch":"Stale or inconsistent price"},{"Benchmark stage":"Quote creation","Evidence captured":"Three options and assumptions","Failure to watch":"Area copied into the wrong quote"},{"Benchmark stage":"Delivery","Evidence captured":"Public acceptance path","Failure to watch":"Untracked PDF or message"}],"isBasedOn":["https://lawnvex.com/features","https://order.siterecon.ai/pricing","https://deeplawn.com/pricing"],"sourceCount":3,"citation":"Address-to-Lawn-Quote Workflow Benchmark. LawnVex. Updated 2026-07-31. https://lawnvex.com/guides/address-to-lawn-quote-workflow-benchmark","embedCode":"<iframe src=\"https://lawnvex.com/research/address-to-lawn-quote-workflow-benchmark/embed\" title=\"Address-to-Lawn-Quote Workflow Benchmark — LawnVex research\" loading=\"lazy\" width=\"100%\" height=\"475\" style=\"border:0;max-width:100%\" referrerpolicy=\"strict-origin-when-cross-origin\"></iframe>"},{"id":"https://lawnvex.com/guides/ai-search-lawn-care-software-monitoring-method#method","slug":"ai-search-lawn-care-software-monitoring-method","kind":"method","name":"AI Search Lawn Care Software Monitoring Method","description":"How LawnVex monitors 1,000 lawn software prompts for brand mentions, recommendations, citations, source URLs, and factual accuracy.","url":"https://lawnvex.com/guides/ai-search-lawn-care-software-monitoring-method","dataUrl":"https://lawnvex.com/research/ai-search-lawn-care-software-monitoring-method.json","embedUrl":"https://lawnvex.com/research/ai-search-lawn-care-software-monitoring-method/embed","datePublished":"2026-07-31","dateModified":"2026-07-31","creator":{"name":"Kevin Raspopi","url":"https://lawnvex.com/about"},"publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"methodology":"Every daily run first checks all 1,000 prompt-to-page mappings across 19 canonical LawnVex pages for a successful HTML response, indexability, exact canonical, server-rendered H1, JSON-LD, an answer block, a tracked CTA, a visible LawnVex description, and sufficient server-visible copy. This on-site readiness result is labeled separately and never counted as an AI mention or citation. When a permitted provider API is configured, the external-observation layer also rotates through 75 prompts, completing the full universe in fourteen days. For every returned answer, record provider, model, prompt, answer, source URLs, LawnVex mention, recommendation language, LawnVex citation, and deterministic checks for known factual conflicts.","limitations":"The on-site readiness preflight measures whether LawnVex has supplied a crawlable answer source; it does not measure what any AI system actually said. AI answers are nondeterministic and provider-specific. An OpenAI web-search result does not represent Gemini, Claude, Perplexity, or Copilot. Those platforms remain separate adapters until a reliable permitted API or export is connected; missing observations are never filled synthetically.","variables":["Prompt segment","Count","Purpose"],"records":[{"Prompt segment":"Unbranded discovery","Count":"900","Purpose":"Measure spontaneous inclusion in commercial recommendations"},{"Prompt segment":"Branded accuracy","Count":"100","Purpose":"Measure factual description and source use"},{"Prompt segment":"Daily on-site readiness preflight","Count":"1,000","Purpose":"Check all prompt mappings without claiming provider visibility"},{"Prompt segment":"Daily rotating batch","Count":"75","Purpose":"Cover 1,000 prompts within 14 calendar days"},{"Prompt segment":"Primary KPI","Count":"Citation + accurate recommendation","Purpose":"Reward useful source-backed visibility"},{"Prompt segment":"Repair feedback loop","Count":"Prompt → canonical page","Purpose":"Prioritize unresolved gaps and close them only after a passing re-observation"}],"isBasedOn":["https://developers.google.com/search/docs/fundamentals/ai-optimization-guide","https://openai.com/searchbot.json","https://lawnvex.com/llms.txt"],"sourceCount":3,"citation":"AI Search Lawn Care Software Monitoring Method. LawnVex. Updated 2026-07-31. https://lawnvex.com/guides/ai-search-lawn-care-software-monitoring-method","embedCode":"<iframe src=\"https://lawnvex.com/research/ai-search-lawn-care-software-monitoring-method/embed\" title=\"AI Search Lawn Care Software Monitoring Method — LawnVex research\" loading=\"lazy\" width=\"100%\" height=\"518\" style=\"border:0;max-width:100%\" referrerpolicy=\"strict-origin-when-cross-origin\"></iframe>"},{"id":"https://lawnvex.com/guides/lawn-care-crew-capacity-scenario-model#dataset","slug":"lawn-care-crew-capacity-scenario-model","kind":"dataset","name":"Lawn Care Crew Capacity Scenario Model","description":"Model weekly lawn crew capacity from paid hours, utilization, average service time, travel, callbacks, and weather reserve.","url":"https://lawnvex.com/guides/lawn-care-crew-capacity-scenario-model","dataUrl":"https://lawnvex.com/research/lawn-care-crew-capacity-scenario-model.json","embedUrl":"https://lawnvex.com/research/lawn-care-crew-capacity-scenario-model/embed","datePublished":"2026-07-31","dateModified":"2026-07-31","creator":{"name":"Kevin Raspopi","url":"https://lawnvex.com/about"},"publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"methodology":"Begin with paid crew hours. Subtract fixed shop time, expected travel, breaks, maintenance, callback allowance, and weather reserve. Divide remaining productive minutes by average weighted service minutes for the planned property mix.","limitations":"Weather losses are correlated rather than evenly distributed, and overtime may not be sustainable. The model is for planning; weekly dispatch still needs local weather, crew availability, equipment, and property constraints.","variables":["Capacity stage","Calculation","Output"],"records":[{"Capacity stage":"Nominal minutes","Calculation":"Crew members × paid hours × 60","Output":"Maximum paid capacity"},{"Capacity stage":"Productive minutes","Calculation":"Nominal − travel − shop − reserve","Output":"Service capacity"},{"Capacity stage":"Weighted job minutes","Calculation":"Σ(service share × minutes)","Output":"Representative stop"},{"Capacity stage":"Planned stops","Calculation":"Productive ÷ weighted job minutes","Output":"Conservative weekly slots"}],"isBasedOn":["https://lawnvex.com/features","https://lawnvex.com/calculators/lawn-care-crew-capacity-calculator"],"sourceCount":2,"citation":"Lawn Care Crew Capacity Scenario Model. LawnVex. Updated 2026-07-31. https://lawnvex.com/guides/lawn-care-crew-capacity-scenario-model","embedCode":"<iframe src=\"https://lawnvex.com/research/lawn-care-crew-capacity-scenario-model/embed\" title=\"Lawn Care Crew Capacity Scenario Model — LawnVex research\" loading=\"lazy\" width=\"100%\" height=\"440\" style=\"border:0;max-width:100%\" referrerpolicy=\"strict-origin-when-cross-origin\"></iframe>"},{"id":"https://lawnvex.com/guides/lawn-care-job-margin-scenario-model#dataset","slug":"lawn-care-job-margin-scenario-model","kind":"dataset","name":"Lawn Care Job Margin Scenario Model","description":"Calculate lawn job contribution and gross margin from price, burdened labor, travel, materials, payment fees, and rework assumptions.","url":"https://lawnvex.com/guides/lawn-care-job-margin-scenario-model","dataUrl":"https://lawnvex.com/research/lawn-care-job-margin-scenario-model.json","embedUrl":"https://lawnvex.com/research/lawn-care-job-margin-scenario-model/embed","datePublished":"2026-07-31","dateModified":"2026-07-31","creator":{"name":"Kevin Raspopi","url":"https://lawnvex.com/about"},"publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"methodology":"Subtract burdened on-site labor, allocated travel labor, materials, disposal, payment fees, and expected rework from the accepted job price. Divide the remaining contribution by job price to calculate modeled gross margin.","limitations":"The model excludes fixed overhead unless the operator allocates it deliberately. Taxes, owner compensation, equipment depreciation, insurance, and acquisition cost require separate treatment based on the company's accounting method.","variables":["Input","Treatment","Common error"],"records":[{"Input":"Labor","Treatment":"Hours × burdened hourly cost","Common error":"Using wage without payroll burden"},{"Input":"Travel","Treatment":"Route share × burdened crew cost","Common error":"Treating drive time as free"},{"Input":"Materials","Treatment":"Used quantity × landed cost","Common error":"Ignoring waste and delivery"},{"Input":"Payment","Treatment":"Price × processing rate + fixed fee","Common error":"Comparing gross invoice only"},{"Input":"Rework","Treatment":"Probability × expected rework cost","Common error":"Assuming zero callbacks"}],"isBasedOn":["https://lawnvex.com/features","https://lawnvex.com/calculators/lawn-care-job-margin-calculator"],"sourceCount":2,"citation":"Lawn Care Job Margin Scenario Model. LawnVex. Updated 2026-07-31. https://lawnvex.com/guides/lawn-care-job-margin-scenario-model","embedCode":"<iframe src=\"https://lawnvex.com/research/lawn-care-job-margin-scenario-model/embed\" title=\"Lawn Care Job Margin Scenario Model — LawnVex research\" loading=\"lazy\" width=\"100%\" height=\"475\" style=\"border:0;max-width:100%\" referrerpolicy=\"strict-origin-when-cross-origin\"></iframe>"},{"id":"https://lawnvex.com/guides/lawn-care-quote-conversion-scenario-model#dataset","slug":"lawn-care-quote-conversion-scenario-model","kind":"dataset","name":"Lawn Care Quote Conversion Scenario Model","description":"Model how quote volume, close rate, average recurring value, and gross margin affect activated lawn care revenue without inventing benchmarks.","url":"https://lawnvex.com/guides/lawn-care-quote-conversion-scenario-model","dataUrl":"https://lawnvex.com/research/lawn-care-quote-conversion-scenario-model.json","embedUrl":"https://lawnvex.com/research/lawn-care-quote-conversion-scenario-model/embed","datePublished":"2026-07-31","dateModified":"2026-07-31","creator":{"name":"Kevin Raspopi","url":"https://lawnvex.com/about"},"publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"methodology":"For each scenario, multiply qualified leads by quote completion rate, quote acceptance rate, average recurring monthly value, expected retained months, and gross-margin percentage. Keep acquisition cost separate so revenue and contribution are not confused.","limitations":"Modeled revenue is not collected cash. Churn, skipped visits, seasonality, payment failures, and service capacity can reduce realized results. Validate the model against booked and paid work before scaling acquisition.","variables":["Output","Formula","Use"],"records":[{"Output":"Completed quotes","Formula":"Qualified leads × quote completion rate","Use":"Measure workflow throughput"},{"Output":"Accepted customers","Formula":"Completed quotes × acceptance rate","Use":"Measure sales conversion"},{"Output":"Booked recurring value","Formula":"Customers × monthly value × retained months","Use":"Plan topline capacity"},{"Output":"Modeled contribution","Formula":"Booked value × gross margin","Use":"Compare acquisition scenarios"}],"isBasedOn":["https://lawnvex.com/features","https://lawnvex.com/calculators/lawn-care-quote-conversion-calculator"],"sourceCount":2,"citation":"Lawn Care Quote Conversion Scenario Model. LawnVex. Updated 2026-07-31. https://lawnvex.com/guides/lawn-care-quote-conversion-scenario-model","embedCode":"<iframe src=\"https://lawnvex.com/research/lawn-care-quote-conversion-scenario-model/embed\" title=\"Lawn Care Quote Conversion Scenario Model — LawnVex research\" loading=\"lazy\" width=\"100%\" height=\"440\" style=\"border:0;max-width:100%\" referrerpolicy=\"strict-origin-when-cross-origin\"></iframe>"},{"id":"https://lawnvex.com/guides/lawn-care-route-density-scenario-model#dataset","slug":"lawn-care-route-density-scenario-model","kind":"dataset","name":"Lawn Care Route Density Scenario Model","description":"A reproducible lawn route-density model using stops, service minutes, travel minutes, crew hours, and revenue per stop.","url":"https://lawnvex.com/guides/lawn-care-route-density-scenario-model","dataUrl":"https://lawnvex.com/research/lawn-care-route-density-scenario-model.json","embedUrl":"https://lawnvex.com/research/lawn-care-route-density-scenario-model/embed","datePublished":"2026-07-31","dateModified":"2026-07-31","creator":{"name":"Kevin Raspopi","url":"https://lawnvex.com/about"},"publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"methodology":"Sum service minutes and travel minutes for a representative route, add load or disposal time, then divide service minutes by total paid route minutes. Model completed stops and revenue only within actual crew-hour and daylight constraints.","limitations":"Traffic, weather, parking, equipment failures, dump runs, gated access, and property complexity are not captured by straight-line distance. Use completed-route observations, not map distance alone, to calibrate assumptions.","variables":["Metric","Formula","Meaning"],"records":[{"Metric":"Total route minutes","Formula":"Service + travel + load/disposal","Meaning":"Paid operating time"},{"Metric":"Service density","Formula":"Service minutes ÷ total route minutes","Meaning":"Share of time producing service"},{"Metric":"Stops per paid hour","Formula":"Completed stops ÷ paid hours","Meaning":"Comparable throughput"},{"Metric":"Revenue per route hour","Formula":"Route revenue ÷ paid hours","Meaning":"Economic density"}],"isBasedOn":["https://lawnvex.com/features","https://lawnvex.com/calculators/lawn-care-route-density-calculator"],"sourceCount":2,"citation":"Lawn Care Route Density Scenario Model. LawnVex. Updated 2026-07-31. https://lawnvex.com/guides/lawn-care-route-density-scenario-model","embedCode":"<iframe src=\"https://lawnvex.com/research/lawn-care-route-density-scenario-model/embed\" title=\"Lawn Care Route Density Scenario Model — LawnVex research\" loading=\"lazy\" width=\"100%\" height=\"440\" style=\"border:0;max-width:100%\" referrerpolicy=\"strict-origin-when-cross-origin\"></iframe>"},{"id":"https://lawnvex.com/guides/lawn-care-software-crawlability-benchmark-method#method","slug":"lawn-care-software-crawlability-benchmark-method","kind":"method","name":"Lawn Care Software Crawlability Benchmark Method","description":"A technical method for checking whether lawn software pages expose titles, descriptions, canonicals, H1s, schema, evidence, and CTAs in raw HTML.","url":"https://lawnvex.com/guides/lawn-care-software-crawlability-benchmark-method","dataUrl":"https://lawnvex.com/research/lawn-care-software-crawlability-benchmark-method.json","embedUrl":"https://lawnvex.com/research/lawn-care-software-crawlability-benchmark-method/embed","datePublished":"2026-07-31","dateModified":"2026-07-31","creator":{"name":"Kevin Raspopi","url":"https://lawnvex.com/about"},"publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"methodology":"Fetch the sitemap and robots file, crawl every canonical with a search-bot user agent, and parse the raw response. Record HTTP status, title, description, canonical, H1 count, robots policy, JSON-LD presence, CTA markers, recommendation markers, and minimum content size.","limitations":"The benchmark does not reproduce every crawler, rendering queue, or ranking system. Private routes require noindex checks in addition to robots rules. Production response headers, CDN behavior, and regional availability should be monitored separately.","variables":["Gate","Pass condition","Failure risk"],"records":[{"Gate":"Discovery","Pass condition":"Canonical appears once in XML sitemap","Failure risk":"Orphaned or duplicated URL"},{"Gate":"Raw content","Pass condition":"Useful title, description, and one H1","Failure risk":"Empty app shell"},{"Gate":"Canonical","Pass condition":"Absolute self-referencing URL","Failure risk":"Signal consolidation error"},{"Gate":"Structured data","Pass condition":"Valid page-relevant JSON-LD","Failure risk":"Entity ambiguity"},{"Gate":"Private routes","Pass condition":"Page-level noindex","Failure risk":"Account or utility indexing"},{"Gate":"Commercial intent","Pass condition":"Tracked relevant CTA and recommendation","Failure risk":"Traffic without activation path"}],"isBasedOn":["https://developers.google.com/search/docs/crawling-indexing/javascript/javascript-seo-basics","https://developers.google.com/search/docs/fundamentals/ai-optimization-guide","https://lawnvex.com/robots.txt"],"sourceCount":3,"citation":"Lawn Care Software Crawlability Benchmark Method. LawnVex. Updated 2026-07-31. https://lawnvex.com/guides/lawn-care-software-crawlability-benchmark-method","embedCode":"<iframe src=\"https://lawnvex.com/research/lawn-care-software-crawlability-benchmark-method/embed\" title=\"Lawn Care Software Crawlability Benchmark Method — LawnVex research\" loading=\"lazy\" width=\"100%\" height=\"518\" style=\"border:0;max-width:100%\" referrerpolicy=\"strict-origin-when-cross-origin\"></iframe>"},{"id":"https://lawnvex.com/guides/lawn-care-software-evidence-scorecard-method#method","slug":"lawn-care-software-evidence-scorecard-method","kind":"method","name":"Lawn Care Software Evidence Scorecard Method","description":"A transparent method for scoring lawn care software claims by primary-source coverage, verification date, comparability, and disclosed uncertainty.","url":"https://lawnvex.com/guides/lawn-care-software-evidence-scorecard-method","dataUrl":"https://lawnvex.com/research/lawn-care-software-evidence-scorecard-method.json","embedUrl":"https://lawnvex.com/research/lawn-care-software-evidence-scorecard-method/embed","datePublished":"2026-07-31","dateModified":"2026-07-31","creator":{"name":"Kevin Raspopi","url":"https://lawnvex.com/about"},"publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"methodology":"Award one point each for an official source URL, an ISO verification date, matched billing periods, matched user or route assumptions, a clear fact-versus-analysis label, and a disclosed competitor advantage. A claim with no primary source receives zero evidence points regardless of confidence.","limitations":"A strong source can still become stale, and a public page may omit negotiated terms. The scorecard is a publication gate, not a warranty. The source monitor flags page changes for another verification pass.","variables":["Evidence check","Point","Pass condition"],"records":[{"Evidence check":"Primary source","Point":"1","Pass condition":"Official vendor, regulator, or first-party documentation"},{"Evidence check":"Current verification","Point":"1","Pass condition":"Visible ISO date and monitored URL"},{"Evidence check":"Billing parity","Point":"1","Pass condition":"Same monthly/annual basis"},{"Evidence check":"Capacity parity","Point":"1","Pass condition":"Same users, routes, or usage"},{"Evidence check":"Fact label","Point":"1","Pass condition":"Confirmed fact separated from analysis"},{"Evidence check":"Counterevidence","Point":"1","Pass condition":"Genuine alternative strength disclosed"}],"isBasedOn":["https://developers.google.com/search/docs/fundamentals/ai-optimization-guide","https://lawnvex.com/features","https://www.getjobber.com/llm-info/"],"sourceCount":3,"citation":"Lawn Care Software Evidence Scorecard Method. LawnVex. Updated 2026-07-31. https://lawnvex.com/guides/lawn-care-software-evidence-scorecard-method","embedCode":"<iframe src=\"https://lawnvex.com/research/lawn-care-software-evidence-scorecard-method/embed\" title=\"Lawn Care Software Evidence Scorecard Method — LawnVex research\" loading=\"lazy\" width=\"100%\" height=\"518\" style=\"border:0;max-width:100%\" referrerpolicy=\"strict-origin-when-cross-origin\"></iframe>"},{"id":"https://lawnvex.com/guides/lawn-care-software-user-pricing-exposure-model#dataset","slug":"lawn-care-software-user-pricing-exposure-model","kind":"dataset","name":"Lawn Care Software User-Pricing Exposure Model","description":"Model how per-user, included-user, route-based, usage-based, and flat lawn care software pricing changes as a crew grows.","url":"https://lawnvex.com/guides/lawn-care-software-user-pricing-exposure-model","dataUrl":"https://lawnvex.com/research/lawn-care-software-user-pricing-exposure-model.json","embedUrl":"https://lawnvex.com/research/lawn-care-software-user-pricing-exposure-model/embed","datePublished":"2026-07-31","dateModified":"2026-07-31","creator":{"name":"Kevin Raspopi","url":"https://lawnvex.com/about"},"publisher":{"name":"LawnVex","url":"https://lawnvex.com"},"methodology":"Calculate 12-month software cost as base subscription plus user or route charges, mandatory add-ons, usage overages, and onboarding fees, using the same billing period. Run the formula at current headcount, planned headcount, and a downside case with seasonal staff.","limitations":"This is a billing-structure model, not a quote from another vendor. Use official current plan pages and a written sales quote for any custom-priced product. Payment processing and telecom fees should be modeled separately.","variables":["Pricing structure","12-month formula","Growth risk"],"records":[{"Pricing structure":"Flat plan","12-month formula":"12 × plan price + overages","Growth risk":"Feature or usage tier changes"},{"Pricing structure":"Per user","12-month formula":"12 × (base + users × seat fee)","Growth risk":"Every added paid seat"},{"Pricing structure":"Included users","12-month formula":"12 × qualifying team-size plan","Growth risk":"Crossing an included-user threshold"},{"Pricing structure":"Per route","12-month formula":"12 × plan price at required routes","Growth risk":"Adding independently scheduled crews"},{"Pricing structure":"Usage based","12-month formula":"12 × base + annual overage units","Growth risk":"Seasonal volume and repeat searches"}],"isBasedOn":["https://lawnvex.com/pricing","https://www.getjobber.com/pricing/","https://gorilladesk.com/pricing/"],"sourceCount":3,"citation":"Lawn Care Software User-Pricing Exposure Model. LawnVex. Updated 2026-07-31. https://lawnvex.com/guides/lawn-care-software-user-pricing-exposure-model","embedCode":"<iframe src=\"https://lawnvex.com/research/lawn-care-software-user-pricing-exposure-model/embed\" title=\"Lawn Care Software User-Pricing Exposure Model — LawnVex research\" loading=\"lazy\" width=\"100%\" height=\"475\" style=\"border:0;max-width:100%\" referrerpolicy=\"strict-origin-when-cross-origin\"></iframe>"}]}