Maintenance is the largest expenseno one actually manages in real estate.
Every other line item in a property P&L has comps, contracts, and process. Maintenance runs on phone calls and guesses. Baseline makes it a structured, tradeable decision — diagnosis, scope, and price surfaced before the truck rolls.
The person with the problem can't describe it in terms a vendor can act on.
"The AC isn't working right" could be a $150 filter change or a $2,500 compressor replacement. The gap between "I have a problem" and a digital tradeable unit of work is where every market breaks down.
Property managers drown in coordination.
5–10 hours a week per PM — nearly a third of the week — disappears into vendor back-and-forth. A single repair fires through 10–15 touchpoints over 3–5 days. At 500 units, that's three full-time employees doing nothing but maintenance triage.
3–5 day repair cycles
Vague tenant reports → vendor hunt → owner approval → schedule — every step a human waits on another human.
Overhead swallows margin
Maintenance coordination is overhead-heavy. The math breaks before you can scale.
Cannot scale profitably
Every hundred new doors demands another coordinator. Margins compress. Best PMs leave.
Home repair is a market that runs on information no one has at the moment they need it most.
The problem was never that vendors were too expensive or owners too reluctant. The problem was that nobody had the information needed to trust the transaction.
Baseline turns an unstructured problem into a tradeable unit of work.
Not a marketplace. Not a logistics middleman. A decision and transaction layer that removes the information gap before anyone gets in a truck.
Objective diagnosis
Tenant, owner, vendor, and PM all work off the same Baseline understanding of what is wrong. Confidence-scored. Multimodal. Surfaced before the truck rolls.
- Photos + history
- Confidence scoring
- Repair library
Living scope
The scope is a document that updates as the root cause evolves. Materials, labor, alternatives — always current, always sharable, always priced against regional comparables.
- Structured scope
- Regional benchmarks
- Scope alternatives
Trust brokered
Quality gates at every transition: problem → solution → price → completion. Payment only triggers on verified completion. Vendor reputation compounds across the network.
- Quality gates
- Verified completion
- Reputation that travels
10:42 PM, Minneapolis. Robert's tenant texts: the furnace isn't lighting.
It's 9°F outside. A family with two kids is already down to 54° indoors and dropping. Without a diagnosis, Robert is about to authorize work between $4,800 and $9,200 — when the actual problem is a $180 igniter. This is the decision Baseline is built for.
- Address
- 4417 Yarrow St, Unit A · Minneapolis, MN
- Details
- Duplex · Unit A rented to the Chen family · Unit B owner-occupied
- Equipment
- Lennox ML180 furnace · installed 2011 · original to property
- Managed by
- Self-managed by Robert
“Furnace is clicking but won't light. Down to 54° in here and dropping fast. Kids are sleeping in coats. Supposed to be 9° tonight — what do we do?”
Robert approves a $312 igniter replacement in 34 minutes. Tenant has heat by 9 AM the next morning.
- Tue 10:42 PMTenant submits report + photos through Robert's Baseline portal.
- Tue 10:46 PMDiagnostic: 94% hot surface igniter failure · 4% flame sensor · 2% gas valve.
- Tue 10:51 PMScope + pricing drafted: $285–$340. Benchmarked vs. 38 Twin Cities jobs.
- Tue 11:16 PMRobert approves from phone — 34 min after the tenant's text.
- Wed 8:15 AMVendor arrives with igniter on truck. Scope pre-defined, no re-diagnosis.
- Wed 9:05 AMIgniter replaced, system tested, tenant confirms heat. Payment released.
Five agents. One case. What each one actually produces.
Baseline isn't a human workflow with AI features bolted on. It's an AI workflow with human oversight — each agent specialized, each handoff structured. Pick an agent to see what it produced for Robert's furnace case.
Multimodal reasoning over the occupant report, photos, the property's history, and similar cases in the network. Returns a root cause with a confidence score and alternate hypotheses when uncertainty is high.
Diagnostic output
4417 Yarrow St · Furnace won't light
- Root cause
- Hot surface igniter failure — classic Lennox ML180 fault pattern
- Alternate
- Flame sensor fouling (4%) · gas valve solenoid (2%)
- Severity
- Urgent — 9°F overnight low, tenant at 54°F with children
- Signals
- Clicking without ignition + photo shows no flame at start sequence · 14-yr-old HSI well past 7–10 yr typical lifespan
- Next step
- Replace HSI · verify flame sensor clean · gas pressure check on-site
Both sides of the transaction win. Simultaneously.
Certain jobs. Quick payment. Zero marketing cost.
- Pre-scoped work — no unpaid diagnostic lap
- Days-to-payment, not weeks-to-invoice
- Reputation that compounds across PMs
- Vendors good at showing up get more volume
Fast resolution. Predictable cost. Trust built in.
- Approve with full context, not guesswork
- See what similar repairs cost in your market
- Quality assurance built into every gate
- One inflated invoice no longer breaks the PM relationship
30% of a PM's week is coordination Baseline eliminates.
Hours per month spent on maintenance coordination at a 500-unit portfolio.
The market isn't missing vendors.
It's missing the information to trust them.
The AI to solve this didn't exist three years ago. It does now.
For two decades, property maintenance has tried to become a marketplace. It never could — because nothing upstream was structured. Standardizing the decision was the hard problem. AI just solved it.
Multimodal reasoning
Photos, text, and audio interpreted together with the accuracy a trained technician used to provide.
Structured scope generation
Free-text diagnoses converted into materials lists, labor breakdowns, and vendor-ready work orders.
Confidence-scored diagnostics
Not just an answer — a calibrated answer, with alternates surfaced when uncertainty is high.
Production-viable cost
What was a research-lab demo in 2023 now runs inside a transaction margin.
Property managers today. Every homeowner eventually.
We start with the operators who coordinate the most maintenance — professional property managers. The infrastructure we build for them extends naturally to owner-managed rentals and, eventually, every homeowner facing a repair decision.
Aggregators of doors and vendors. Cold-start solved by design.
Self-managed landlords inherit the Baseline vendor network.
Consumer-facing on infrastructure the industry paid to build.
Operators who have lived this problem.
Institutional real estate, AI systems architecture, vendor operations, product at scale. Every founder hired their own shadow.
See Baseline on 10–20 of your doors.
Six to eight weeks. Zero cost. We instrument your highest-volume repair categories and prove a validated end-to-end case before anyone signs anything.
- Scope
- 10–20 properties
- Duration
- 6–8 weeks
- Cost
- No subscription during pilot
- Outcome
- One validated end-to-end case