ForVue is the daily-use platform that makes maintenance teams faster — diagnostic workflow, Field Mode, approved vendor routing, OEM parts intelligence, tenant self-service — and produces the owner-side reporting that earns back the spend in the same quarter: ROI Report with Net Value Created, Projected Failures by Year, Cost Segregation Estimate, and Deal Analyzer.
ForVue is the only platform designed from the work order out. Not built for property managers and pushed down to the field. Built for the people carrying tools, into a daily-use rhythm that makes their job easier — not another login they're told to use.
Pick the symptom — "AC blowing warm," "fridge buzzing," "pilot won't stay lit." Or paste the manufacturer error code. Or upload a photo. Or describe the sound. ForVue surfaces the most likely failed component against the unit's actual scored risk profile. 135 symptoms across 30 appliance types. 235 manufacturer error codes across 57 brands.
47% of symptoms in the diagnostic library have a free first-try fix. "Clean the air filter and rinse the outdoor coil — solves 40% of 'no cool' complaints at no cost." Try it, log whether it worked, move on if it didn't. Saves the truck roll, saves the part cost — and tells you when not to bother.
A mobile-first interface designed for the tech standing at the unit. Big buttons. Photo capture in one tap. Symptom picker that works one-handed in a mechanical room. The opposite of a property-management dashboard squeezed onto a screen too small for it.
Build your private approved-vendor list across HVAC, electrical, plumbing, pool, roofing, appliance repair, and 12+ other categories. Use Suggested Vendors to discover small contractors — Google Places filtered to 4★+ rating, 10+ reviews, no franchise/chain spam. When the diagnostic surfaces "needs HVAC tech," ForVue pulls the right vendor from your approved list, ready to call.
Brand and model-specific OEM part numbers with supplier links. Parts Inventory tracks what's on hand. "Got a repair quote? Check if it's fair" runs the quote against tracked costs. Brand-specific YouTube repair walkthrough for the exact model. Warranty status auto-checked — if it's under warranty, ForVue tells you to call before you swap parts. Plus Pre-Stock for the next 90 days — surfaces parts where 2+ units are projected to fail at >50% risk, so the kit shows up before the failure does.
Send the tenant a share link. They describe the issue, snap a photo, ForVue runs the diagnostic against their unit. They learn whether it's a $0 fix they can do — or the workflow generates a work-order-ready PDF with suspect part, supplier link, and repair walkthrough. "Send to Maintenance" routes the package to your team.
Less stress. Faster wins. Fewer callbacks. Less time wasted on parts hunting — and a vetted vendor list one tap away when the job needs a pro. Plus AI Search for plain-English queries, Walk-Through for annual inspections, and emergency-stop on gas / CO / arcing that routes straight to 911.
Every diagnostic, every fix, every vendor call feeds the reporting suite that earns back the platform spend in the same quarter. ROI Report with Net Value Created. Cost Savings — Proactive vs Reactive. Projected Failures by Year. Cost Segregation. Deal Analyzer. Auto-generated Investor Narratives. Monthly Owner Statements. Board-ready, audit-defensible, sourced from your portfolio.
At-a-glance dashboard: properties, appliances, components, and the CRITICAL / WARNING / GOOD distribution across them. Drill into any property to see component-level risk. The board meeting condensed into one screen.
Total Spend, Proactive Spend, Reactive Spend, Expected Savings (risk-weighted), Net Value Created. Auto-generated Investor Narrative built from the math: "Since acquisition, X invested in proactive maintenance and Y in reactive repairs; the engine projects risk-weighted expected savings of Z, generating $N in net value above all maintenance spend to date."
Actual proactive spend versus worst-case reactive spend if every component failed. Risk-weighted expected savings, computed per component, summed only where prevention is economic. Component-level savings breakdown with risk percent and dollar delta.
Components ranked by failure probability and projected failure year. Per-year budget with proactive vs reactive cost columns. Plan 2027 capex in 2026 — and justify it to lenders, insurers, and your investment committee with component-level math. The Pre-Stock for the next 90 days view turns the short-term forecast into a procurement kit — every avoided emergency-ship premium is real dollars saved against the ROI Report.
Reclassifies tracked components into IRS 5/7/15/27.5-yr MACRS classes (5/7/15/39-yr commercial). §481(a) catch-up for properties owned >1 year via Form 3115. Bonus depreciation under OBBBA 2025.
Preliminary estimate — not tax advice. Bonus depreciation eligibility depends on property type, placed-in-service date, and your tax situation. Consult your CPA before filing.
Underwriting a property? Deal Analyzer estimates deferred maintenance liability during diligence — component-level, scored, defensible. Use it to negotiate price, structure a holdback, or walk away. Asset Value tracks portfolio valuation as you maintain and replace.
Plus monthly Owner Statement PDF grouped by property and unit, AI Narrative button for board-deck language, CSV export on every report, and the Wise Capital Predictive Maintenance Engine signature on every page.
Your maintenance team demands the platform because it makes their day easier.
You justify it because the reporting layer earns back the spend in the same quarter.
ForVue calibrates the failure curves and the diagnostic library to the property type. The engine is the same. The workflow knows the difference.
Plus on the roadmap: Commercial real estate (office, retail, hospitality) and Restaurants (full kitchen + NFPA 96 + POS). Beta waitlist open.
Field Mode on the phone or tablet. Diagnostic workflow. $0-fix-first ranking. Approved vendor routing. OEM part lookup with Parts Inventory. Tenant share links. Work-order-ready PDF handoff. AI Search for plain-English queries. The daily-use tool stays in their hands, in the field.
Every symptom, every fix, every vendor call feeds the proprietary multi-factor Weibull-Bayesian scoring engine layered with a cascade dependency model. The math is auditable, deterministic, and built from your data — not an industry average. Specific factors, weights, cascade rules, and formulas are trade secrets protected under DTSA.
Portfolio Risk Summary. ROI Report with Net Value Created. Cost Savings — Proactive vs Reactive. Projected Failures by Year. Cost Segregation Estimate. Deal Analyzer. Asset Value. Owner Statement PDF. AI Narrative auto-generation. The data your team generates becomes the boardroom report you defend.
Christopher Wise built ForVue on his own multifamily portfolio in Louisville, KY — two Class C properties, 30 appliances, 186 components under monitoring — and ran the platform on the portfolio for its first six months of operation (December 2025 – June 2026) before commercializing. Specific property identification withheld for privacy.
Founder-owned validation. Your numbers will vary by portfolio mix and starting condition. Component-level methodology and underlying data available on request.
Composite Weibull-Bayesian Predictive Maintenance Scoring System
Filed April 8, 2026 · Sole inventor: Christopher Matthew Wise (Louisville, KY)
Foreign filing license granted June 15, 2026
Copyright Case No. 1-15133941321
Trademark FORVUE Class 42 (pending, USPTO)
Algorithm internals — specific parameters, weights, thresholds, and cascade rules — protected under DTSA (18 U.S.C. § 1836).
ForVue was built by an operator on his own portfolio, with his own money, before raising a dollar. The founder's own Louisville portfolio was the proving ground — the 78.6% cost reduction and 9.9× ROI numbers were lived, not modeled.
Every product decision still goes through the operator lens first, because the founder still operates.
ForVue publishes its own diagnostic accuracy directly in the dashboard: diagnoses run, resolved via $0 fix, failures pre-flagged, timing error (predicted vs actual year), and per-symptom resolution rate.
Computed from your team's own logged outcomes — not a marketing claim. The more the team uses the platform, the sharper the math gets.
Honest framing for a metric most maintenance platforms don't measure, let alone publish.
Same platform on every tier. What changes is who handles the data entry and recurring analysis.
Same platform on every tier. Diagnostic workflow, Field Mode, approved vendor directory, Parts Inventory, full Reports suite (Portfolio Risk, ROI Report, Cost Savings, Projected Failures), Cost Segregation Estimate, and Deal Analyzer included on every tier. What changes is who handles the data entry and recurring analysis. Upgrade or downgrade quarterly.
ForVue's core engine — daily Weibull-Bayesian risk scoring on every appliance and component in your portfolio — is identical across all three tiers. What changes is who handles the operational work: the data entry, the invoice logging, the recurring analysis. Choose the tier that fits your team's capacity.
The scoring engine is deterministic mathematics — patent-pending math that runs every night without human intervention. The service tiers are delivered by real people on our team, using the platform's outputs. Math that thinks, plus people who do.
Predictive maintenance isn't a new problem. Operators have been solving it — badly — for decades. Here's the tradeoff, without the sales pitch.
ForVue isn't a replacement for a great maintenance coordinator — it's the tool that makes one dramatically more effective, or lets a small operator run without one until scale demands it. PM software handles rent, leases, and work orders; ForVue handles what breaks and why.
Three integrations are live in production today. Five more are on the roadmap. CSV import works with any platform.
No other platform closes the loop between prediction and outcome. ForVue does — automatically, continuously, and transparently.
Every score, report, and alert in ForVue is accessible via documented REST API. Property management platforms, insurance underwriting systems, and bank origination workflows can pull ForVue data directly — no manual export required.
ForVue is not a closed system. It was designed from day one to integrate with the platforms operators already use. AppFolio and Buildium integrations are on the 2026 roadmap. The API is live today.
Every endpoint is documented. Authentication uses OAuth 2.0. Webhook payloads are JSON. Your integration team can be in production within a week.
The risk scores are pure Weibull mathematics — deterministic and auditable. A bank examiner can validate every number independently. AI handles plain-English recommendations and photo parsing only. The math makes the financial decisions.
Most operators generate risk scores within 30 minutes. Create your property, add units, and enter appliance data — manually, via CSV bulk import, or by photographing the data plate. ForVue reads brand, model, serial, and install year automatically.
ForVue scores appliances against a proprietary multi-factor model that does not depend on serial-number lookup. Unrecognized models get a calibrated score from category-level Weibull curves and are flagged for knowledge base expansion. Specific factor identities are trade secret.
Yes — this is one of the most common use cases. The Deal Analyzer is built specifically for pre-acquisition due diligence. Banks can order standalone Bank Origination Reports — see the Lenders page for details.
ForVue stores property and appliance data only — no tenant personal information. Every operator account is fully isolated. Your portfolio data is never shared with other users or used to train shared models.
Both integrations are on the 2026 roadmap. CSV bulk import is available now. Contact wise@investwisecap.com for integration timeline updates.
Every component in your portfolio is scored nightly. CRITICAL / WARNING / GOOD ranking pushes the highest-risk items to the top of your morning report. The scoring engine is deterministic, so the same inputs always produce the same order — your team is not chasing a moving target.
ForVue works alongside your PM, not against them. The maintenance team uses Field Mode on the phone. The PM keeps rent, leases, and work orders in the PMS. ForVue adds the layer neither has today: component-level failure scoring, diagnostic workflow, and the ROI Report that shows the owner what proactive maintenance is producing versus what reactive would have cost.
Pick a symptom ("AC blowing warm," "fridge buzzing," "pilot won't stay lit"). Or paste the manufacturer error code. Or upload a photo. Or describe the sound. ForVue surfaces the most likely failed component against that unit's current scored risk profile. 135 symptoms across 30 appliance types. 235 manufacturer error codes across 57 brands.
The library covers the most common failure symptoms across the appliance categories most multifamily and STR operators actually manage. If a symptom isn't indexed, the natural-language search will still surface the closest match against your scored components, and the system flags the gap for the next knowledge base expansion.
The platform publishes its own diagnostic accuracy live in the dashboard: diagnoses run, resolved via $0 fix, failures pre-flagged, timing error (predicted vs actual year), and per-symptom resolution rate. Computed from your team's own logged outcomes — not a marketing claim. The more the team uses the platform, the sharper it gets.
ForVue surfaces the parts where two or more units are projected to fail at greater than 50% probability inside the next 90 days. Buy the kit now, avoid emergency-ship premiums later. Each avoided emergency-ship premium is real dollars saved against the ROI Report.
No. Parts Inventory is optional. If you want to track what's on hand, ForVue will log it and cross-check against Pre-Stock recommendations. If you don't, you still get the diagnostic workflow, vendor routing, and OEM part number lookup with supplier links — Parts Inventory just makes the loop tighter.
Build your private list of vetted vendors across HVAC, electrical, plumbing, pool, roofing, appliance repair, and 12+ other categories. When a diagnostic surfaces "needs HVAC tech," ForVue pulls the right vendor from your approved list, ready to call. Suggested Vendors uses Google Places filtered to 4-star-plus rating with 10-plus reviews (no franchise/chain spam) to help you discover contractors you don't already know.
Yes — CSV bulk import is available. Add contacts individually or paste your existing spreadsheet in one shot. All vendor data stays isolated to your operator account.
Send the tenant a share link. They describe the issue, snap a photo, and ForVue runs the diagnostic against their specific unit. They learn whether it's a $0 fix they can do themselves — or the workflow generates a work-order-ready PDF with suspect part, supplier link, and repair walkthrough. "Send to Maintenance" routes the package to your team.
No. Tenant share links are anonymous, single-use, and expire. Tenants never see other units, other tenants, or your portfolio data. They only see the diagnostic for the issue they reported.
Most maintenance platforms don't measure it, let alone publish it. ForVue does because the math is auditable from your service-event history — anyone can verify. Publishing accuracy live is the strongest defense against "is this AI just guessing?" and the fastest way to earn a technician's trust when they're standing at a broken unit.
Every diagnostic run and every logged outcome becomes an input to the accuracy metric. Ten diagnoses in your first week: a preliminary accuracy read. Two thousand diagnoses across your portfolio: a portfolio-calibrated accuracy read. The metric moves with your data because it's computed from your data.
ForVue was built by an operator who got tired of being surprised by failures and built the tool that should have existed. Not a software company that decided to enter real estate.
The scoring methodology is based on the same Weibull failure analysis used in aerospace engineering — patent pending (USPTO Application #64/032,704), calibrated for multifamily, single-family, short-term rental, and government housing using ASHRAE, HUD, and NAHB data.
The risk scores are pure mathematics — Weibull failure analysis, not AI. The same deterministic math used in aerospace engineering. Every score is auditable and reproducible. A bank examiner or insurance actuary can validate every number.
AI handles the language layer — writing plain-English recommendations, parsing invoices and utility bills from photos, answering natural language questions about your portfolio, and generating investor narratives. The platform uses third-party AI for the language layer only. It enhances the experience but never makes the financial decisions. Those stay with the math.
Plans from $2.50/unit/month. No setup fee. Tier 1 & 2 cancel anytime. Tier 3 contract + ACH (250-unit minimum).
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